1 1 DIVISION OF ADMINISTRATIVE HEARINGS DEPARTMENT OF ADMINISTRATION, STATE OF FLORIDA 2 3 SUGAR CANE GROWERS COOPERATIVE ) OF FLORIDA; ROTH FARMS, INC., and ) 4 WEDGWORTH FARMS, INC., ) Petitioners, ) DOAH Case No. 92-3038 5 v. ) SOUTH FLORIDA WATER MANAGEMENT ) 6 DISTRICT, an agency of the State ) of Florida; et al., ) 7 Respondents. ) - - - - - - - - - - - - - - - - - - x 8 FLORIDA SUGAR CANE LEAGUE, INC.; ) UNITED STATES SUGAR CORPORATION; ) 9 and NEW HOPE SOUTH, INC., ) Petitioners, ) 10 v. ) DOAH Case No. 92-3039 SOUTH FLORIDA WATER MANAGEMENT ) 11 DISTRICT, an agency of the State ) of Florida; et al., ) 12 Respondents. ) - - - - - - - - - - - - - - - - - - x 13 FLORIDA FRUIT AND VEGETABLE ) ASSOCIATION; LEWIS POPE FARMS; ) 14 W.E. SCHLECHTER & SONS, INC., ) and HUNDLEY FARMS, INC., ) 15 Petitioners, ) v. ) DOAH Case No. 92-3040 16 SOUTH FLORIDA WATER MANAGEMENT ) DISTRICT, an agency of the State ) 17 of Florida; et al., ) Respondents. ) 18 - - - - - - - - - - - - - - - - - - x 100 S.E. 2nd Street 19 Miami, Florida April 8, 1994 20 8:40 a.m. - 4:10 p.m. 21 DEPOSITION OF ED DOWNING 22 Taken before THOMAS R. NEUMANN, Registered Professional Reporter and Notary Public in and for 23 the State of Florida at Large, pursuant to Notice of Taking Deposition filed in the above cause. 24 - - - - - - - 2 1 APPEARANCES 2 ON BEHALF OF THE PETITIONERS SUGAR CANE GROWERS 3 COOPERATIVE OF FLORIDA, ROTH FARMS, INC., AND WEDGWORTH FARMS, INC. 4 HOPPING, BOYD, GREEN & SAMS 5 123 South Calhoun Street P.O. Box 6526, 6 Tallahassee, Florida 32314 BY: CAROLYN S. RAEPPLE, ESQ. 7 SOUTH FLORIDA WATER MANAGEMENT DISTRICT 8 POPHAM, HAIK, SCHNOBRICH & KAUFMAN, LTD. 9 4000 International Place 100 S.E. 2nd Street 10 Miami, Florida BY: GREGORY CESARANO, ESQ. 11 ON BEHALF OF THE RESPONDENT-INTERVENOR 12 UNITED STATES OF AMERICA 13 TOM WATTS-FITZGERALD, ESQ. ASSISTANT U.S. ATTORNEY 14 99 N.E. 4th Street Miami, Florida 33132 15 16 17 INDEX 18 Witness Direct Cross Redirect Recross ED DOWNING 19 By Mr. Cesarano: 4 By Mr. Watts-Fitzgerald: 33 20 3 1 EXHIBITS 2 3 NUMBER PAGE 4 5 Exhibit 10 through 12..............................5 6 Exhibit 13........................................20 7 Exhibit 14........................................20 8 Exhibits 15, 16..................................121 9 Exhibit 17.......................................142 10 Exhibit 18.......................................143 11 Exhibit 19.......................................143 12 Exhibit 20.......................................143 13 Exhibit 21.......................................144 14 Exhibits 22 and 23...............................144 15 Exhibit 24.......................................145 16 Exhibit 25.......................................145 17 Exhibit 26.......................................145 18 Exhibit 27.......................................145 19 Exhibit 28.......................................146 20 Exhibit 29.......................................146 21 Exhibit 30.......................................146 22 23 24 25 4 1 Thereupon -- 2 ED DOWNING 3 was called as a witness and, having been first duly 4 sworn, was examined and testified as follows: 5 DIRECT EXAMINATION 6 BY MR. CESARANO: 7 Q. Good morning, Mr. Downing. 8 A. Good morning. 9 Q. We are continuing the deposition that we 10 left off last week. The rules are the same. You 11 tell me if you don't understand my questions, all 12 right? 13 A. Yes, sir. 14 Q. Since we last met, what have you been 15 doing? 16 A. Working on the classification for the 1985 17 image. 18 Q. What have you been doing? Tell me 19 specifically how you have been doing on the 20 classification. 21 A. By using the techniques as described in the 22 previous deposition, 1985 and '84 that was used as 23 the source for training sample selection in the 2A 24 study area and identified those sites by the training 25 samples set up, the classification schemes produced, 5 1 the classifications and continued, of course, the 2 analysis that I talked about also. 3 Q. Did you do anything on the other images, 4 the '87 or '89 or '91 images? 5 A. Unsupervised classification into 36 and 99 6 categories, no. We did nothing additional with 7 those. 8 MS. RAEPPLE: Off the record. 9 (Discussion off the record.) 10 MR. CESARANO: Mark these Exhibit 10. 11 (The documents referred to were thereupon 12 marked Exhibit 10 through 12 for 13 Identification.) 14 BY MR. CESARANO: 15 Q. We have marked these three documents 16 Exhibits 10, 11, 12 to your deposition. Counsel 17 produced these to me yesterday. 18 Could you explain what those are, please? 19 A. Give me one second. Document No. 12 is the 20 table indicating the area per class in the 21 interpreted TM image for 1993 document. 22 11 is a similar category map for the -- 23 this is the entire Everglades study area. This is an 24 area that includes 2A and an area from Loxahatchee 25 down to the small portions of the national Everglades 6 1 park, the hectares -- class categories in hectares. 2 And No. 10 is the similar area calculation 3 table for the 1985 Landsat thematic paper image. 4 Q. When we were last taking your deposition we 5 discussed the differences in part between the 6 vegetative classes you were using on your map and the 7 classes that Mr. Rutchey used on his map. Have you 8 done any further work or analysis or attempted to 9 make those classes comparable to each other? 10 A. No. We weren't able to. We just decided 11 to use our classes with the definition that we used 12 in terms of percent cover and had no comparison. No 13 maps comparing Rutchey's classes to our classes. 14 Q. I'm going to try to make at least an 15 initial attempt to see if there is any way we might 16 be able to determine which classes of Mr. Rutchey's 17 would fall into at least your cattail classes. Did 18 you attempt to do anything like that? 19 A. Preliminarily we tried to compare roughly 20 our classes to his in some of the tables we produced 21 early on in the study. 22 Q. In looking at comparing Exhibits 10 and 12 23 which you have just identified, I note that on both 24 of those exhibits you have a class predominant 25 cattail, and we have already discussed the definition 7 1 of that, I believe 95% or greater cattail in an area, 2 correct? 3 A. We estimated roughly in the area of 95% or 4 greater to be a cattail category. 5 Q. I see in both exhibits in Exhibit 10 class 6 No. 2, predominant mix cattail/other. According to 7 class No. 3 in Exhibit 12, predominant mix 8 cattail/other? 9 A. No. The classes in the 1985 image, several 10 of the classes in this category in 1993 are combined 11 to form these classes in the '85 image. It's not a 12 one-to-one comparison by class name. If you notice, 13 there are fewer classes in '85 than there are in '93. 14 The total acreage would be the same, but the classes 15 themselves are inclusive of other classes. 16 Q. Could you explain to me which ones have 17 been combined, please? 18 A. The predominant cattail in the 1985 image 19 is predominant cattail, same definition for 20 predominant cattail in the '93 image. You go down to 21 the predominant mix cattail/other, and that includes 22 all the mixes available in the '93 category, 23 predominant mix cattail open water. All the mix 24 categories there of cattail and other would include 25 other in the predominant mix. 8 1 Q. Let me understand that. Category No. 2 in 2 the 1985 table is equivalent to categories No. 2, 3 3 and 4 in the Exhibit 12 table? 4 A. You are talking about between 10 and 11 or 5 10 and 12? 6 Q. Those are both 2A. Why don't you just tell 7 me which ones are included in category No. 2 in 8 Exhibit 12. 9 Q. Category 1 predominant cattail equals -- in 10 the -- let's start with the -- in the reference in 11 this case would be the '85 image? 12 A. In the '85 image predominant cattail and 13 predominant cattail class 1 are the same definition 14 of class. All the mix categories 2, 3 and 4 are the 15 classed or combined into the predominant mix cattail 16 other category No. 2 in the '85 image. 17 There is no equal mix category in the '85 18 image. 19 Q. Why is that? 20 A. To determine an equal mix from the air 21 photos we used we thought was not practical, so we 22 did away with that category and decided either it was 23 a mix with predominance toward either category. We 24 found no equal mix, equivalent equal mix category in 25 the '85 image. So equal mix 5, there is no 9 1 equivalent from '93 to '85. 2 Q. Category 3 in the '85 image predominant mix 3 sawgrass/other would include class 6 in the '93 image 4 which is predominant mix sawgrass/cattail, class 7 5 predominant mix sawgrass/other and 9? 6 A. Yes, and 9. Predominant sawgrass/open 7 water -- no. No. Not 9. It wouldn't be 9. 8 Predominant mix sawgrass cattail class 6 in the '93 9 image matches the predominant mix sawgrass class 3 in 10 '85. 11 Class 7 predominant mix sawgrass/other is 12 classed into class 3 in the '85 image predominant mix 13 sawgrass/other. Sparse sawgrass is equal to sparse 14 sawgrass. In other words, class 8 in the '93 image, 15 sparse sawgrass may contain periphyton. And class 5 16 in the '85 spars sawgrass may contain periphyton or 17 comparable. 18 The predominant sawgrass categories, 19 predominant sawgrass class 9, '93 image, predominant 20 sawgrass open water would fall into the predominant 21 sawgrass in the '85 image, which is class 4. 22 Predominant sawgrass in the '93 image falls into 23 predominant sawgrass in the '85 image. In other 24 words, that class 10 in the '93 image is included in 25 class 4 in the '85 image. 10 1 The slough is equivalent to slough, class 2 11 is equivalent to class 6. Class 12 in the '93 3 image is equivalent to class 7, which is broad leaf 4 vegetation/tree island. Class 13 in the '93 image 5 open water is equivalent to class 8 open water in the 6 '85 image. 7 And clouds and shadows in both the class 14 8 and clouds and shadows in the '93 image is equivalent 9 to class 9 clouds and shadows in the '85 image. 10 Q. Now, I want to ask about why you were 11 unable to determine whether or not there was an equal 12 mix of sawgrass and cattail -- or put differently, 13 why you were unable to identify that class from 14 aerial photography that you were using. 15 Why was that? 16 A. That class requires a very detailed view of 17 the site that we were unable to obtain in the 1985 18 photography. It was too close to call. 19 Q. Why are the total hectares approximately 20 100 different between the two images? 21 A. Apparently in digitizing the 2A study area 22 we were slightly off in delineation of the study area 23 in the '85 image. It was about 100 hectares 24 different. 25 Q. You told me about the accuracy evaluation 11 1 that you are presently engaged in at the time that I 2 last took your deposition. My notes reflect that at 3 that point you had gone through some 26 points. How 4 many total points were evaluated for the accuracy 5 assessment for the 1993 image? 6 A. I believe that number was 84. 7 Q. When was that accuracy assessment 8 completed? 9 A. It was completed during the deposition the 10 last time. 11 Q. What was the percentage of accuracy? 12 A. I believe that was 70% or 72%. 13 Q. Do you have the error matrix on that? 14 A. Yes. 15 Q. I would like to see it, please. 16 A. I'm sorry. I don't have that error matrix 17 with me today. It's being faxed this morning. 18 Yesterday when we finished this project -- the day 19 before when we finished this project and compiled all 20 of that NASA through -- we are members of the VIP 21 program. We were involved in the program using some 22 of the scanners that NASA has available. 23 NASA sent a film crew to our office 24 Thursday morning at 8:00. They came in and cleaned 25 out our work area, set up cameras and did interviews 12 1 for two and a half hours. And in the process, they 2 scattered stuff -- at least the records we had neatly 3 piled were moved to a different area by the film 4 crew. 5 And Pam Green is reassembling that and 6 sending me the current error matrixes. I apologize 7 for that. It was unexpected. They were supposed to 8 have been out in the field filming field work and 9 then would film in my work area Friday. But it 10 rained, so they came into my work area. But my staff 11 right now is finding that and they are faxing that to 12 us. We will have it in a few minutes. 13 MR. WATTS-FITZGERALD: Before the 14 accusations begin to fly, or I read it in the 15 paper, the Department of Justice had nothing to 16 do with the timing of this. It was actually 17 supposed to have occurred much sooner. Please 18 convey that. 19 THE WITNESS: If you know the documentary 20 thing they are doing on CNN, just remembered 21 they disrupted my work schedule by doing that. 22 BY MR. CESARANO: 23 Q. Where is it being faxed to? 24 A. Here in this office. 25 Q. To my office? 13 1 A. Yes. 2 MS. RAEPPLE: To whose attention? 3 THE WITNESS: Ed Dowling's office. 4 BY MR. CESARANO: 5 Q. Were you expecting that Pamela Green would 6 fax that first thing this morning? 7 A. Yes. 8 Q. Well, we will move off that point until it 9 gets here. 10 We were discussing with Dr. Lodge yesterday 11 some of the aerial photography, and I believe the 12 grid indicated that the scale on the national high 13 altitude program aerial photography is close to 1 to 14 65,000? 15 A. 1 to -- the scale in the photography wound 16 up being a surprise. That photography ordering to 17 NASA specifications when they sent it to us was 18 supposed to have been 1 to 58,200. But when we photo 19 reduced the quad sheets to match the photo, it didn't 20 come out to that ratio. 21 So in conversations with NASA about that 22 photography, well, obviously it was not at that 23 scale. So we matched the reduced quad sheets and 24 matched the photography and it turned out to be 1 to 25 64,900. 14 1 Q. Tell me how you went about reducing the 2 quad sheets and turning them into transparencies. 3 A. We took the in-house photography and used 4 that as a control for the quad sheet. So we matched 5 the quad sheet reduction to the NHAP, photography. 6 Q. And to your knowledge was it an exact 7 match? 8 A. It was a good map. I've never seen an 9 exact map in photo reduction. 10 Q. When you say a good map, can you quantify 11 how close? 12 A. The features were within acceptable 13 distances that we decided were necessary to do this 14 photo interpretation. 15 Q. And what were those tolerances that you 16 decided? 17 A. We attempted to match reasonably the scale 18 of the photography so when we over laid a 500 meter 19 grid we could identify the patterns within that 500 20 meter grid. 21 Q. Based solely on the reduction of the quad 22 sheets, can you tell me -- can you quantify the 23 locational error in the map? 24 A. Can I quantify the locational area in the 25 reduced quad sheets? 15 1 Q. Exactly. 2 A. I did not quantify the area in the reduced 3 quad sheets. 4 Q. But by reducing it like that, it does 5 introduce the possibility of error, does it not? 6 A. Yes. 7 Q. And the color infrared photography itself 8 has a margin of error, does it not? 9 A. Yes. 10 Q. Can you quantify that for me? 11 A. No. 12 Q. The process that Dr. Lodge used in manually 13 lining up the photography with the quad sheet also 14 has the potential to introduce error, does it not? 15 A. Yes, it does. 16 Q. Are you able to quantify that amount of 17 error? 18 A. We have not yet quantified that amount of 19 error. 20 Q. Do you believe that you will? 21 A. I don't believe it will be necessary. 22 Q. Why not? 23 A. Because we depended on photo recognition 24 within a 500 by 500 meter quad. We did not -- we 25 used a photo recognition pattern recognition within 16 1 the map and the quad sheet. 2 Q. Am I correct in stating that the total 3 locational error is a function of the margin of error 4 in the photo added to the margin of error in the grid 5 added to the margin of error introduced in the 6 process? 7 A. That would be correct if you assume you 8 were dealing in total positional error. We were 9 dealing in relational error. Those are different 10 types of errors. 11 Q. Would you explain that, please? 12 A. Positional is accuracy of each map in 13 relation to the point on the surface of the map and 14 coordinated space. 15 We were dealing more with relational 16 accuracy, which is once we identified an identifiable 17 pattern in the photo, we align those various overlays 18 and transparencies to that point. So relationally 19 within the 500 meter grid we identified areas and 20 patterns. 21 Q. In your opinion how does the total error as 22 we have just discussed relate to or compare to the 23 pixel size in the thematic mapper image of 30 meters? 24 A. As I stated already, we did not use 25 positional accuracy as the control in this photo. We 17 1 used relative accuracy. Relative positional 2 accuracy. 3 Q. Isn't it important to consider positional 4 accuracy when you are talking about extent of 5 vegetative cover? 6 A. It's important to consider positional 7 accuracy if you are basing any data you might add or 8 subtract to that map on simply a statement of 9 positional accuracy, which is not what we do. 10 Q. Talking about relational accuracy, is that 11 what you said? 12 A. Yes. 13 Q. Talking about relational accuracy and the 14 use of the color infrared photography. The dates of 15 the infrared photography were, I believe, March, 16 early March of 1984, mid February of 1980 and mid 17 February of 1985 -- 18 A. There were two NHAP methods that we used in 19 the study area. 20 Q. You were using those to verify or to define 21 the vegetative classes in the November 1985 satellite 22 imagery, correct? 23 A. Yes. 24 Q. Would you not expect that in the period of 25 time between March 3, 1984 and November 2, 1985 that 18 1 there would be some significant changes in the 2 relationships of the various vegetative classes as 3 shown in the infrared photography between the 4 satellite imagery? 5 A. The relationships between the species -- 6 I'm sorry. 7 Q. Between the grouping of the classes. We 8 are talking about relational accuracy. That's what 9 I'm talking about, the relationship of one species 10 location to another. In other words, it would 11 change, would it not, over that period of time? 12 A. What now? You are talking about relational 13 accuracy in terms of species communities. That's 14 really not the context I was describing relational 15 accuracy in. 16 If you could explain a little more about 17 what you mean. I'm not certain -- 18 Q. As I understand it, Dr. Lodge would attempt 19 to locate various vegetative or various features in 20 the infrared photography and compare that position or 21 that spot, identify it and then locate it in the 22 satellite imagery. 23 Is that more or less correct, or you tell 24 me what your understanding of it was. 25 A. He identified the feature in the 19 1 photography and then we identified the feature 2 sometimes with his assistance in the raw image. 3 What was your question? 4 Q. How did you employ this relational or this 5 relationship, as you have described the relational 6 accuracy in that process? 7 A. The NHAP photography is color IR 8 photography. Color IR produces very good 9 differentiation in patterns in vegetation community 10 patterns. Those same patterns were apparent in the 11 raw satellite image. 12 By positioning Dr. Lodge's focus into a 500 13 by 500 meter grid as best we could determine through 14 the method I described, he would sketch out the 15 patterns that he recognized the various plant 16 communities to exhibit within that area. 17 We would take that sketch that he had 18 prepared for the patterns he saw in the infrared 19 photography, compare those patterns in the 500 by 500 20 meter grid on image which we produced in rectifying 21 the image. 22 If we could see a pattern that he had 23 described in the photo, then that became the pattern 24 we recognized in the image. From that, we selected 25 the training sample. 20 1 Is that what your question is about? 2 Q. Yes. That's what I was getting at. 3 Wouldn't you expect those patterns to change between 4 the period of time of IR photography or satellite? 5 A. Dr. Lodge has extensive knowledge of the 6 Everglades, so he would recognize any obvious shifts 7 in vegetative patterns from, say, one period to the 8 other. We had to assume, and I'm sure Dr. Lodge 9 discussed it, that he would have some recognition of 10 what was going on in those patterns and those 11 classes, those species locations. 12 MR. CESARANO: Take a short recess. 13 (Thereupon, a brief recess was taken, 14 after which the following proceedings 15 were had:) 16 MR. CESARANO: Mark that Exhibit 13. 17 (The document referred to was thereupon 18 marked Exhibit 13 for Identification.) 19 MR. CESARANO: Mark this as Exhibit 14. 20 (The document referred to was thereupon 21 marked Exhibit 14 for Identification.) 22 BY MR. CESARANO: 23 Q. We were talking about the relational 24 accuracy vis-a-vis the positional accuracy? 25 A. Did I say relational -- relative accuracy. 21 1 I'm sorry. Relative accuracy. 2 Q. And that is based on the relationship of 3 patterns, vegetative patterns to each other? 4 A. No. Relative accuracy really doesn't 5 relate specifically to vegetative mapping. Relative 6 accuracy is a mapping term that relates to the 7 accuracy of one feature's relationship to another. 8 Q. In this case, it's the vegetative patterns 9 or vegetative classes? 10 A. It's the vegetative classes, the air boat 11 trails, the tree island heads, the canal center 12 lines. It's any feature within the area you happen 13 to be attempting to bring those features together 14 into. 15 Q. Isn't it important to know the location or 16 the positional accuracy of the features at the outset 17 in order to have any confidence in the relative 18 accuracy? 19 A. It's absolutely necessary to at some point 20 to establish some type of positional accuracy when we 21 transferred the points onto the image which was 22 geographically correct. 23 Q. And the places where you established 24 positional accuracy were where? 25 A. In the image when we rectified the image. 22 1 Q. And that is based on known locations of 2 particular features? 3 A. The rectification of images -- I think we 4 went through this process already. 5 Q. We don't need details. 6 A. When you would select your ground control 7 points and then compare those known points to points 8 in the image and then geographically stretch or 9 rectify the image to that set of known points, that's 10 called rectification, and that's what we did with 11 that image. 12 Q. You did that with the satellite image? 13 A. With the satellite data, yes. 14 Q. Was it necessary to do that with the 15 quadrangle sheets? 16 A. No. Our methods did not require that we 17 rectify the quadrangle sheets. 18 Q. As you move farther away from the 19 rectification points in the image by using the 20 relative accuracy process, is there a greater margin 21 for error the farther away you get from a known 22 point? 23 A. You wouldn't do that. The points you are 24 referring to, I guess, are the ground control points, 25 the known points? 23 1 Q. Yes. 2 A. Those points were used to rectify the 3 image. The methods we used to establish the 4 geographic locations of features in the photograph 5 were all based on the relationship of those features 6 to each other. So moving from a point, you would 7 continually readjust as you move. In other words, -- 8 Q. What is the margin of error that -- can you 9 quantify the margin of error in the rectification 10 process that you used? 11 A. Yes. 12 Q. What was that? 13 A. Let's see. What was it? That's part of 14 the process you would always go through when you 15 rectify an image as part of our digital files we were 16 provided. The error was very low. And frankly, I 17 don't remember -- it's in the data we have given you, 18 it's part of the record. It was well within the 19 acceptable limits for rectification of this image. 20 Q. What are acceptable limits? 21 A. The errors down to .003 you are definitely 22 down to within -- the accuracy requirements you would 23 need for us is the raw data, 25 meter by 25 meter 24 sample data set. I don't remember what ours were. 25 They were very low. 24 1 Q. Was it within .003? 2 A. I don't remember. 3 Q. But .003 is acceptable? 4 A. The software we used allowed us to quantify 5 that in terms of materials, I can't remember how many 6 meters that was. 7 Q. Plus or minus? 8 A. So many meters, yes. It's on our digital 9 tape. 10 Q. My recollection, Mr. Rutchey's report 11 indicated his was within 3 to 7 meters? 12 A. What, for his rectification? 13 Q. I think you are right. Not for 14 rectification. 15 A. You are thinking of positional accuracy. 16 He used the same process. RMS error generation and 17 converted that to meters and wound up with "X" number 18 of meters. 19 Q. Mr. Rutchey's rectification was plus or 20 minus eight meters. Do you recall if yours was 21 better or worse than that? 22 A. I don't recall. 23 Q. We spoke briefly about the tasseled cap 24 analysis that you ran initially in the 1985 image, I 25 believe? 25 1 A. Yes. 2 Q. Have you run a normalized different 3 vegetation index on the '85 image or the '93 image? 4 A. In terms of within the tasseled cap did we 5 use the coefficients that a tasseled cap normally 6 would use? Yes, we have. "Normalize" is really not 7 the right term to use there. 8 Q. What's was the right term? 9 A. Applying coefficients that are applied. 10 Q. What is the difference between those 11 results and the greeness components on the tasseled 12 cap? 13 A. What's the difference between what, now? 14 Q. Those results. You said it's not proper to 15 use "normalized," but however you phrased it. 16 A. I wouldn't use the term "normalized" to 17 apply the coefficient to a tasseled cap image mainly 18 because the normalization has taken on in this 19 proceeding. 20 We applied coefficients -- a standard set 21 of coefficients that are common in tasseled cap. 22 Those coefficients were multiplied by the brightness 23 value. 24 Q. That's a different process than the 25 tasseled cap process? 26 1 A. No. Tasseled cap is a process of applying 2 coefficients to images to reduce the amount of data 3 being increased or maintain the majority of 4 information in that data. It does that by applying a 5 set of coefficients. 6 Q. Well, in doing that process is it effective 7 to distinguish between cattail and sawgrass? 8 A. It's effective to distinguish between 9 spectral response of various species of plants and 10 ground and water. 11 Q. And in doing the map, we are concerned with 12 cattail and sawgrass, are we not? 13 A. Yes, we are. 14 Q. In your opinion, is it effective to 15 distinguish between cattail and sawgrass? 16 A. I think that it could be, yes. It could be 17 one of the two that can assist you in distinguishing 18 between the cattail and sawgrass. 19 Q. Is it similar to tasseled capping that it 20 shows vigorousness of growth? 21 A. Is what? Is it -- is what similar? 22 Q. This other process that we have just been 23 discussing using the ratios. 24 A. The coefficients are part of the tasseled 25 cap analysis. That's what tasseled cap is, it's a 27 1 set of ratios that you apply to bands in order to 2 compress data so there is no difference in what I 3 discussed and a tasseled cap. That is a tasseled 4 cap. 5 Q. Just so I'm sure I understand, that is the 6 analysis that measures total greenness of plants, 7 chlorophyl or vigorousness of growth? 8 A. I never heard it described as total 9 greeness. One component of tasseled cap analysis is 10 greeness, yes. 11 Q. Greeness values from low to high? 12 A. Low to high, yes. 13 Q. You mentioned that the difference in 14 hectares as we saw on the tape resulted from 15 digitizing the data. 16 Were you talking about the satellite 17 imagery or did you also digitize the color infrared 18 photography? 19 A. No. When I say the differences in 20 selecting out the study area, cutting it out of the 21 image. 22 Q. Did you digitize the color infrared 23 photography? 24 A. No. 25 Q. I want to understand where I went wrong. I 28 1 asked you about the normalized difference in 2 vegetation index. You said that was not the proper 3 term or description? 4 A. Based on the fact that "normalized" has 5 been used in all proceedings so far to refer to some 6 kind of adjustment to radio metric response, things 7 of that sort, I want to make sure the record 8 indicates that I'm not talking about performing a 9 normalization of historical image. 10 Tasseled cap by definition does not require 11 they do anything except apply tasseled cap images, 12 and that's what we did. 13 Q. Now I understand that. Did you understand 14 what my question was by using that term, however? 15 A. Maybe I didn't. Maybe you ought to ask it 16 again. 17 Q. As I understand it. This process is one in 18 which you determine a ratio between two bands in the 19 TM image. I think band 3 and 4, the distance and the 20 greater the ratio or the higher the number, the 21 greater the distance between the trough and the peak. 22 Are you understanding me? 23 A. Yes. I understand what you are saying, I 24 think. Continue. 25 Q. And by developing and normalizing that 29 1 ratio you arrive at a scale of brightness values 2 from -- that indicate very little vegetation or 3 greeness to the top, which is quite a large amount? 4 A. Okay. Yes. What you do is, you apply a 5 set of -- not just simply the difference between two 6 bands. You neutralize some bands by adding and 7 subtracting some bands from others and things of that 8 sort and come up with -- this has been going on since 9 the late '70's, but yes. 10 You do wind up -- I guess if you want to 11 use the term "normalized," you wind up with a new set 12 of values that contain a majority of the information 13 that was in that original set of readings but 14 compressed into a smaller space. And it is 15 reflectance values if you want to refer to that as 16 that. 17 Q. Did you do that? 18 A. Yes. 19 Q. And is that what you were describing as 20 part of the tasseled cap analysis? 21 A. Yes. That process is within the tasseled 22 cap analysis, applying those coefficients. 23 Q. Now I think I understand. 24 A. Okay. 25 Q. Counsel brought with her yesterday this 30 1 document here with the date at the bottom of April 5, 2 1994. I presume this is the latest? 3 A. This is the final. 4 Q. This is the final? 5 A. Uh-huh. 6 Q. The answer is yes? 7 A. Yes. 8 Q. When we were last together, we had some 9 discussion about some banding that appeared in the 10 image. Did you do any further -- anything further 11 with the data to try to correct or account for that 12 banding? 13 A. As I stated before, banding in my opinion 14 had no significant influence on this image. We've 15 done nothing to correct banding in this image. In 16 fact, there is no noticeable banding except in the 17 plot. I'm not convinced whether that's a plot or a 18 banding. 19 Q. What did you do with this image from the 20 last time that we were together? 21 A. Simply refined the categories, just came up 22 with the best final product that we could arrive at. 23 Q. You mentioned you are not sure whether the 24 banding is in the image or from the plotter? 25 A. I noticed no banding that had any effect on 31 1 this image. The banding, in my opinion, is not an 2 issue. The banding did not affect the classification 3 of my opinion. 4 Q. This next other document is I believe what 5 you called the entire study area? 6 A. Yes. 7 Q. You are saying, in your opinion it's a 8 non-issue, but I think it's rather clear in this 9 image. My question is, why in your opinion would the 10 banding be more distinct in the image of the entire 11 study area than the image of just 2A? 12 A. We made no adjustments for banding. 13 Q. So you don't have an opinion or don't know 14 why it would be more distinctive in the entire study 15 area than in the 2A map? 16 A. I don't think it's any more distinctive in 17 the entire study area than it is in 2A. Defective 18 banding, in my opinion, did not affect the 19 classification to any significant amount. 20 Q. Let's talk about Exhibits 13 and 14 for a 21 minute, please. 22 A. Okay. 23 Q. Could you just tell me what the 24 relationship between Exhibits 13 and 14 are, please? 25 A. Exhibit 14 is a resume, my resume. 32 1 Exhibit 13 is also an older version of my resume. 2 Q. What's the difference between the two? 3 A. This older resume, Exhibit 13, is a resume 4 that ends with my work with the state of Mississippi. 5 And this resume is a generalized, more current resume 6 of my work since then. 7 Q. And Exhibit 14 doesn't list any reports or 8 publications as Exhibit 13 does. Have you published 9 anything since the date of Exhibit 13? 10 A. Yes. Well, a few papers. Nothing that 11 applies directly to this project. 12 Q. Other than working on the 1985 image, and I 13 believe you said you refined the 1993 image somewhat 14 in the last week or so since we were last together, 15 have you done anything else in connection with this 16 project? 17 A. We have done the '85 interpretation and the 18 tasseled cap. That has been our work this week. 19 Q. I do want to get into the accuracy 20 assessment. 21 A. I apologize for that not being here. It 22 should be here. I don't know why it's not here. 23 MR. CESARANO: Other than that, I do want 24 to wait for that to come in, do you have 25 anything to go into at this point? 33 1 MR. WATTS-FITZGERALD: As long as you 2 understand he is reserving having to come back. 3 MS. RAEPPLE: Yes. 4 THE WITNESS: Would you like me to call to 5 the office? 6 MR. WATTS-FITZGERALD: Yes. We will -- we 7 are doing that. Is it my understanding we are 8 getting two accuracies, one for '93 and one for 9 '85. 10 THE WITNESS: Yes. 11 MS. RAEPPLE: Go ahead and call your 12 office. 13 (Thereupon, a brief recess was taken, 14 after which the following proceedings 15 were had.) 16 CROSS EXAMINATION 17 BY MR. WATTS-FITZGERALD: 18 Q. Good morning. I'm Tom Watts-Fitzgerald 19 representing the United States in this matter. 20 Same ground rules. If you don't understand 21 the question or need to take a break, just speak up. 22 Addressing for a moment and clarifying in 23 my mind -- the documentation may be en route -- I 24 understand the two matrixes reflecting the error 25 assessment or accuracy assessment for the 1983 34 1 imagery -- 1985 imagery and 1993 imagery that you 2 have produced will be here shortly and we will look 3 at that then. 4 There were worksheets, as that term is 5 used, by Dr. Lodge yesterday which I think you 6 referred to today that may have included traces of 7 vegetative patterns that were utilized in connection 8 with the 1985 image development. 9 Are those en route, to your knowledge? 10 A. Yes. Those are en route, to my knowledge. 11 Q. Am I correct in understanding that there 12 would be one of those for every accuracy assessment 13 point to the tune of roughly 85 of these things? 14 A. One of which one? 15 Q. One of those worksheets. 16 A. There are two worksheets. There are a set 17 of worksheets that were used in support of the 18 classification of the 1985 image, and there are a set 19 of worksheets, different type of worksheet for the 20 accuracy assessment for the '85 image. Both of those 21 are either in en route in Fed Ex or being faxed here. 22 Q. For the accuracy assessment worksheets 23 there are 84 of those or something of that order, one 24 for each point, the tables? 25 A. The total number would be listed in error 35 1 matrixes. 2 Q. Why are there less than half as many for 3 '85? 4 A. There were fewer classes and the classes 5 were broader in definition. 6 Q. By going to broader classes, that appears 7 to be reducing the apparent variability within the 8 imagery when you look at the color depictions; is 9 that true? 10 A. Reduce the variability in the image? You 11 mean the number of classes depicted in the image? 12 Q. Yes. 13 A. Obviously, yes. 14 Q. It reduces your ability to make vegetative 15 distinctions from that image to some degree? 16 A. In that the vegetative classes are 17 different since we classed, as I described earlier, 18 some classes into smaller classes, yes. 19 Q. And since you did that for the reasons you 20 stated, some of which related to the resolution 21 capabilities of the color IR from 1985, are you able 22 within a reasonable degree of certainty to compare 23 your set, the '85 imagery and '94 imagery as you 24 produced it, and make an assessment of acreage 25 changes and vegetative alterations over that time 36 1 period? 2 A. Within the limits of the data, yes. 3 Q. What could you see as the limits of the 4 data? 5 A. The fact that we have classes and the 6 interpretation that we did in '93. 7 Q. Can you make a direct comparison? 8 A. You can. Those that are directly 9 comparable that I described earlier. The others you 10 have to assume the new class is a combination of the 11 classes that were combined in the '93 image to give 12 you that same basic vegetative mix. 13 Q. Can you compare your two products to 14 Dr. Jensen's normalized time series to the various 15 years and assess vegetative alterations in comparison 16 to his assessment? 17 Can we put them side by side and reasonably 18 be able to analyze the results? 19 A. Well, since we have questions that have 20 been stated in the previous deposition about the 21 methods of Mr. Rutchey and Dr. Jensen's one-to-one 22 comparison as we stated would be inappropriate 23 because the classes are different. 24 Q. Is it my understanding that you will offer 25 no testimony at the time of hearing attempting to 37 1 make a one-to-one comparison between the work you 2 have performed and the work performed by Dr. Jensen 3 and Mr. Rutchey? 4 A. Would you define "one-to-one". 5 Q. It's the term you just used. You tell me. 6 A. You are the one that said would I do a 7 one-to-one comparison. I told you. 8 Q. No, we can read back the question. What I 9 said was, can you do a comparison. You said you 10 can't do a one-to-one. 11 A. Okay. 12 Q. What did you mean by that? 13 A. That the classes are -- as I stated earlier 14 in my deposition, the classes that Mr. Rutchey and 15 Mr. Jensen used, in our opinion, are inconsistent. 16 Therefore, there is no way to do a one-to-one 17 comparison. The classes are not the same. Our 18 classes are defined as a percent of the vegetative 19 class that we put is predominant in that class. 20 Q. I understood from your earlier deposition 21 that some of your concerns about the methodology 22 employed by Mr. Rutchey and then indirectly -- at 23 least for the '91 imagery -- by Dr. Jensen concerned 24 some of the hardware that was employed in the field; 25 is that correct? 38 1 A. That's correct. 2 Q. Have you resolved those hardware issues in 3 your mind? 4 A. Yes. 5 Q. So, in fact, you now know that the 6 equipment had the capacity to store the data during 7 the field operations? 8 A. I'm satisfied that I understand it fully. 9 My concerns about how they used the Trimble 10 equipment, if that's what you mean -- I'm not sure 11 what you mean. 12 Q. I had understood your earlier testimony to 13 be you were not confident that the equipment that was 14 used in the field in fact had the capability to store 15 the data points. 16 A. Storage was one of the concerns I had. 17 Q. Do you still have that concern? 18 A. My major concern does not involve storage. 19 Q. What are all of your concerns regarding the 20 equipment used in the field? 21 A. As stated earlier, those concerns -- as I 22 stated earlier, those were my concerns. The 23 procedures used by Mr. Rutchey are still of concern 24 to me. 25 Q. What procedures? 39 1 A. Procedures used to locate his accuracy 2 assessment once in the field. 3 Q. What about his procedures cause you 4 concern? 5 A. He had no communication to the base 6 station. He had no way to do post processing in the 7 field. Therefore, how could he have determined where 8 he was in the field when he went out with a set of 9 coordinates looking for an accuracy assessment point. 10 Q. Is it your expert opinion that one cannot 11 record the data in the field and do the differential 12 corrections and post processing afterwards? 13 A. No, it is not my opinion. That is not my 14 opinion. 15 Q. So that is possible? 16 A. Is it possible to post process data? 17 Q. Yes. 18 A. Certainly. 19 Q. I don't understand. I guess I would have 20 to ask you to elaborate what your concern was about 21 his inability to process the data in the field as one 22 of your major concerns. 23 A. According to his testimony, his paper, he 24 did no post processing in the field. 25 Q. Why is that a problem? 40 1 A. Because if you don't post process data with 2 a single hand-held free channel unit, if you don't 3 have some communication with the base station or some 4 way to adjust your position real time, then he could 5 not be exactly on the point he thought he was at 6 until he did post processing. 7 Q. And then once one had done the post 8 processing later back in the lab, for example, one 9 would know where you were while you were in the 10 field? 11 A. That's true. 12 Q. Even if that point was not what you were 13 looking for when you went out? 14 A. That is right. 15 Q. It's not a question of not knowing 16 necessarily where he really was, your concern is he 17 wasn't at the time in the field where he thought he 18 wanted to be? 19 A. He more than likely was not at the point he 20 wanted to be in while he was in the field. 21 Q. Your team used the Magellan receiver for 22 their field work for the training site selection 23 initially? 24 A. Yes, we used the Magellan. 25 Q. That did not have the capacity to store 41 1 points? 2 A. The Magellan unit doesn't store enough 3 points by itself. 4 Q. That was what Magellan model? 5 A. NAV Pro 4000. 6 Q. Which has limited storage capacity but not 7 sufficient for the work you were doing in a given 8 day? 9 A. Correct. 10 Q. Within the remote sensing community, what 11 is the percent accuracy considered acceptable -- I 12 should probably qualify that and say for this 13 purpose, user accuracy? 14 A. Within the user community, what is the -- 15 Q. Within the remote sensing community? 16 A. What is the -- 17 Q. Level percentage of accuracy that would be 18 considered acceptable for a map product like these 19 classified from Landsat TM data. 20 A. I think that depends on the project and the 21 person doing the work. I don't know that there is a 22 standard map accuracy. You are talking about map 23 accuracy? 24 Q. Yes. 25 A. Yes. I don't know there is a standard 42 1 acceptable level of accuracy. 2 Q. In your view, then, is there a certain 3 level of professional judgment and project specific 4 characteristics? 5 A. It has to be up to the person doing the 6 classification, yes. 7 Q. Do you, in fact, intend at the time of 8 hearing or between now and then to make an effort to 9 compare your classification products for '85 and '93 10 with Mr. Rutchey and Dr. Jensen's work? 11 A. As I stated before, we have done some 12 preliminary viewing of their products with ours. We 13 have done no extensive analysis. If I were requested 14 to do that I would do it. 15 Q. How would you go about it, given the fact 16 that you within your two products don't have 17 uniformity of classifications and do not have cross 18 uniformity with their work? 19 A. My classes are -- '85 classes are a sub set 20 of the '93 classes. There is some uniformity. It's 21 just a sub set. We would have to come up with an 22 acceptable class comparison between Mr. Jensen's and 23 Mr. Rutchey's work in order to do further comparison 24 of the two products, three products. 25 Q. You don't plan to do that unless requested 43 1 by counsel? 2 A. If I'm requested, I will. Right now we 3 don't plan to do that. 4 MR. WATTS-FITZGERALD: Counsel, if the 5 witness does that, I think we are entitled to 6 some notice because that would be a major new 7 opinion. 8 BY MR. WATTS-FITZGERALD: 9 Q. You have no final opinion on that at this 10 point? 11 A. On what? 12 Q. The comparison of your work with Dr. Jensen 13 and Mr. Rutchey's. 14 A. We have general impressions of our work 15 versus theirs, but we have no digital overlay 16 comparison yet. I haven't been asked to do that. 17 Q. Have you discussed with anyone production 18 of a digital overlay of any sort either on the 19 product that Dr. Jensen generated or Mr. Rutchey and 20 your work? 21 A. Yes. 22 Q. Have you taken any steps to produce such -- 23 I assume by "overlay," you mean something like mylar 24 acetate that would go over -- 25 A. I'm referring to a digital overlay, doing a 44 1 digital overlay and platting the result. You could 2 produce a hard copy overlay, but I would do it in a 3 digital environment. 4 Q. Have you begun that process? 5 A. We did some preliminary work several weeks 6 ago where we took some of Jensen's products and 7 brought them up, comparing them to ours, looking at 8 them in different windows. We did not overlay the 9 two images but looked at the differences between his 10 classes and ours. 11 Q. That was two separate images? 12 A. Yes, two separate windows. 13 Q. Was any preliminary work done through 14 software programs isolated into a single image, 15 various categories of classes, to see where there was 16 non-conformity or conformity? 17 We did some preliminary work on that. And 18 then because of the volume of data, we took it off 19 the system. We have not reinstalled it. 20 In a visual environment we set up a way to 21 look at two images on the screen, but we have done no 22 overlay. 23 Q. Do we have that on the electronic data 24 provided, I guess, yesterday? 25 A. That was a set of -- it wasn't dated. It 45 1 was a set of algorisms. You should have it on the 2 back-up tape. If you don't, we will supply one. 3 Q. What's the file name or directory for that? 4 A. I don't remember. 5 Q. You testified in response to counsel this 6 morning that with respect to area 2A the acreage 7 differential that appears in the Exhibits, I think, 8 11 and 13 was as a result of digitizing error in one 9 of the images. But I'm not sure that you said 10 specifically which of the images you determined was 11 incorrect. 12 A. Well, incorrect, I mean the digitizing, the 13 area digitized were slightly different. Obviously, 14 the acreage showed up differently. The area was 15 digitized to a slightly larger extent than '93. '85 16 had slightly more acreage than '93. 17 In eight years we lost a hundred hectares. 18 If it was my acreage, I would probably care about it. 19 Q. Did you analyze to determine where it went 20 or what portion of the image that was attributable 21 to? 22 A. No. Acreage was lost in the digitizing of 23 the study area. We included 130 hectares in one 24 image that was not included in the other. 25 Q. I have no reason to believe within the 46 1 bounds of 2A over that eight year period it grew. So 2 where did the 100 acres come from? 3 I mean, is it strictly an artifact of the 4 digitizing process? Is it an imagery problem? How 5 do you account for the differential? 6 A. Since we didn't use coordinated geometry to 7 digitize the area of 2A. To start with, digitizing 8 has in it always a percent of error, if you want to 9 call it that. You wouldn't take much difference in 10 digitizing an area of interest in one year's image to 11 another to find out less than one-tenth of one 12 percent or less than that error in the total acreage 13 of the study area. 14 Q. I take it within your professional opinion, 15 that's within the acceptable range of errors for that 16 type of process? 17 A. I would certainly think so, yes. 18 Q. We may have covered this last time around, 19 but I didn't see it in my review of the available 20 information from the earlier deposition. 21 But prior to this particular case, what 22 work had you done in the vegetative mapping field in 23 the Everglades? 24 A. None. 25 Q. Had you done any vegetative matching for 47 1 the wetlands prior to this case? 2 A. In those various industrial site studies, I 3 did using MSS data, I think a little TM data. In my 4 career I have done wetlands identification and 5 wetlands mapping mainly in terms of industrial site 6 development. 7 Q. Did you use TM data for those wetland site 8 evaluations? 9 A. I have to look at the reports and see -- 10 no, I would not have used that. I used MSS on those 11 studies. 12 Q. The accuracy assessment points for '93 you 13 said you have 84 of those for the '93 image. I 14 assume -- I shouldn't assume. Are those 84 all 15 within area 2A? 16 A. Yes. 17 Q. There are no accuracy assessment points for 18 the balance of the image that shows the entire study 19 area as you have referred to it? 20 A. That's correct. 21 Q. And I noted yesterday, and it's in front of 22 us today, that that December '93 production dated 23 April 4 for the entire area has a warning or at least 24 a caveat, if you will, on it that there is no 25 accuracy associated with the areas other than WCA-2A? 48 1 A. I believe it says no accuracy assessment. 2 Accuracy is verified within Water Conservation Area 3 2A only. 4 Q. I translate that -- tell me if it's correct 5 or not -- that that means no one is making any 6 representations as to the accuracy of the image 7 beyond the boundaries of 2A? 8 A. It means the accuracy has not been 9 assessed. 10 Q. You are drawing a distinction. Tell me 11 what the accuracy is beyond 2A. 12 A. I expect the accuracy to be close to 2A. 13 Q. Quantify that. 14 A. I can't do that until we do an assessment. 15 Q. Are you going to do that? 16 A. If I'm asked to do that, I will. 17 Q. Do you have any present plans to do an 18 accuracy assessment? 19 A. No. 20 Q. How long would it take if you were asked to 21 do an assessment for the balance of the area depicted 22 in that image? 23 A. That would depend on the availability of 24 aerial photography for the entire study area. 25 Q. Where did you acquire the NHAP photography 49 1 for the '83 image? 2 A. For the '83? 3 Q. I'm sorry, '85. I keep saying that. 4 A. The '85 NHAP photography was acquired from 5 the NASA spec photography. We ordered it through the 6 base, St. Louis facility. I'm not sure where it was 7 actually shipped from, from the U.S. government. 8 Q. Now, for the '93 image you used BDA's 9 photography for 2A? 10 A. Yes. 11 Q. Was any effort made at the time you were 12 seeking to acquire CIR photography in the time frame 13 of the December '93 satellite pass to determine what 14 other CIR was available? 15 A. I'm sorry, did I make that investigation? 16 Q. Yes. 17 A. Yes. 18 Q. Was there other CIR available? 19 A. I couldn't find any, no. 20 Q. So when you said a few minutes ago it would 21 depend on the availability of CIR, I take it you are 22 really saying you can't because there is no CIR known 23 to exist? 24 A. No. Right now we are unable to find some. 25 But the way I understand it, the photography 50 1 available through Breedlove, Dennis, goes beyond 2A, 2 so I could go beyond that. 3 Q. What's your understanding of the rest of 4 the geographic coverage? 5 A. It goes outside of 2A. 6 Q. Do you know where? 7 A. Well, I have seen some indices that goes up 8 to Loxahatchee a little bit and over into 3A or 3. 9 Q. If that's the extent of the CIR imagery 10 available, would you be able to assess only those 11 portions of the areas beyond 2A that fell within the 12 scope of the vegetative coverage? 13 A. We would have to have some type -- to use 14 the same method we have to have some type of 15 photography available for the study area. 16 Q. Are any other methods available to you? 17 A. You could hold out a percent of the 18 original ground truth sites from the classifications, 19 classify using that set of ground truth points, and 20 then check your classification against your own 21 ground control points to see if, in fact, you 22 classified the image as to what you held out. 23 Q. You would go back and regenerate your image 24 with less ground truth points? 25 A. That's one option you would have, yes. 51 1 That could be done. 2 Q. Aren't you kind of robbing Peter to pay 3 Paul there? I understand your reasoning, I think, in 4 not using a ground truth point employed for 5 generation of the image or training in the image for 6 error assessment because of the bias that induces and 7 the statistical problems that would be incurred in 8 doing something like that. 9 But you in a sense end up under training 10 your algorism to generate the image as you cut back 11 at the front end of the process to reserve them for 12 later use as assessment points. You don't have that 13 many to begin with for an area that size? 14 A. Is there a question there? 15 Q. Is that true or not? 16 A. Is all of that true? 17 Q. Yes. 18 A. Yes. Of course it's true. 19 Q. Speaking of numbers and points, how many 20 accuracy points do you expect to have total for the 21 '93? Are there any more that you will be assessing? 22 A. At this point we generated 200 or 240 23 points. We possibly could assess -- 24 Q. For accuracy? 25 A. For accuracy. 52 1 Q. And you used 84. Are you going to use any 2 more? 3 A. If instructed to do so, we certainly could. 4 We maintain that set of points for that reason. 5 Q. The 84 that you used, how were they 6 selected out of the 240? 7 A. In sequential order. 8 Q. And the 200 that were generated, that was 9 done with using what selection program? 10 A. Stratified random sampling. 11 Q. What measures, if any, did you take when 12 you determined to use only the first 84 to insure 13 that each of the classes was adequately represented 14 for statistical purposes in the reduced sample that 15 you chose to employ? 16 A. Since the sample was generated through 17 random numbers, since we went through the random 18 numbers sequentially we wound up with a random set of 19 the entire set. 20 Q. Who would instruct you to use additional 21 points out of the 200? Where would that decision 22 come from? 23 A. It would come from my people that hired me 24 to do this project. 25 Q. At this point you have intentions to use 53 1 additional points. That's something you are capable 2 of doing given time, but no current plans, per se? 3 A. Yes, correct. 4 Q. With regard to the accuracy assessment for 5 the 1985 image, I think you said there were 34 points 6 for that? 7 A. 34 or 37, I believe. 8 Q. How were those points selected? 9 A. Exactly the same method, random stratified 10 samples. There were 104 over 100 points. I believe 11 104 in total. 12 Q. On what basis did you determine that the 37 13 or whatever the number is, in the 30's was, that were 14 ultimately used and were identified by Dr. Lodge was 15 sufficient for statistical purposes in analyzing the 16 accuracy of the area encompassed by WCA-2? 17 A. It was just my judgment. 18 Q. Are you familiar with the body of 19 literature in the remote sensing field which 20 describes how one should go about the process of 21 assessing the appropriate number of accuracy 22 assessment points? 23 A. Yes. 24 Q. What factors did you take into account in 25 making your professional judgment that 30 was 54 1 sufficient? 2 A. Just begin the complexity of the map and 3 the major classes that we were dealing with. Major 4 classes were cattail and sawgrass. 5 Q. You mentioned in your original deposition a 6 concern because you felt that Mr. Rutchey -- and 7 perhaps Dr. Jensen, as well -- had an initial bias in 8 their assessment because they set out focused on 9 cattail, Mr. Rutchey, and sawgrass, Dr. Jensen. 10 Do you recall saying something along those 11 lines? 12 A. Stated some concerns about their method and 13 the fact about comparing the two. 14 Q. My understanding from Dr. Lodge's testimony 15 is that basically you set out to do the same thing, 16 focusing essentially on sawgrass and cattail; is that 17 not true? 18 A. That we did the same thing that Mr. Rutchey 19 or Dr. Jensen did? They did different things. 20 Q. I'm not talking methodology. I'm talking 21 mind set. You set out along with Dr. Lodge with the 22 purpose of specifically analyzing vegetative changes 23 with respect to cattail and/or sawgrass just as they 24 did, although you chose a different methodology to do 25 it? 55 1 A. Well, your question, if I understand your 2 question, yes. We set out to determine the 3 relationship between sawgrass and cattail, but we 4 feel that Dr. Jensen's methods and Mr. Rutchey's 5 methods were different. Therefore to say it was like 6 them, I guess you mean in terms of did they have a 7 goal of determining -- are you saying that both had 8 the goal of determining sawgrass and cattail? 9 Q. In both your effort and their efforts 10 looking at them collectively, yes. 11 A. Yes. The emphasis of the study was on the 12 relationship of sawgrass and cattail within 2A, yes. 13 Q. How many training samples were there for 14 the '85 image? 15 A. The acreage -- no, that wouldn't be it. 16 Yes. Let me see the tables with the acreage, 17 Exhibit 12, which is the '93 image. 18 If you are looking down at the bottom, it 19 says based on original 53 classes for December 10, 20 you see at the bottom 53 classes down at the bottom. 21 Each one, it says "based on original of each number 22 of classes." 23 Q. How do the classes tell me how many 24 training samples? 25 A. Because we produce the number of classes in 56 1 the original classification equal the number of 2 training samples. There were 35. 3 Q. You did map productions here of imagery for 4 36 training sites and 99 training sites -- I'm sorry, 5 classes. You just said classes equal training sites? 6 A. No. You are misunderstanding. 7 Q. Straighten it out for me. 8 A. What are you confused by? 9 Q. I asked you how many training samples you 10 had or training sites, if you will, for the '85 11 image. You just talked about the '93 image. 12 A. You said '85. 13 Q. I said '85 to start with. I'm not asking 14 how many classes. I understood you to say in the '93 15 image classes equals training sites and the numbers 16 don't match. I understood there were 116 roughly 17 training sites for the '93 image from your testimony 18 last time and doing all of the R, H and E's -- 19 whatever that meant. Is that right, 116? 20 A. 116 observations were made. 21 Q. Training sites? 22 A. Okay. Wait. Let me understand what you 23 are asking again. Ask me one more time. I'm not 24 understanding. 25 Q. Back up. I'm looking at '93 now. You had 57 1 about 116 training sites for '93? 2 A. For the entire study area. 3 Q. When you generated the class map -- 4 classified map for '93 for the entire study area, how 5 many classes did you have when you went through the 6 classification process initially? 7 A. You mean before recoding the classes into 8 general categories? 9 Q. Yes. 10 A. The map is down here and that show 36 and 11 99 classes. 12 Now I understand what you are asking. 13 There are two processes here for each year. If I'm 14 understanding correctly. A little history, I guess 15 for each year we produced an unsupervised 16 classification for 2A. 99 classes unsupervised and 17 36 classes unsupervised. That was a separate process 18 from the supervised classification. 19 Q. On the unsupervised, why did you do that? 20 A. On the unsupervised -- I thought you were 21 talking about supervised. 22 Q. We are going to go back to the supervised 23 on the unsupervised. Why did you do that? 24 A. On the unsupervised classifications we 25 produced 99 classes and 36 classes of unsupervised 58 1 classification of TM data for all of those years 2 because we wanted to see what type of spectral 3 significant classes there were in those images. 4 In other words, if you break it into 99 how 5 many classes and where are they spatially in the 6 image. If you break it into 36, where are those 36 7 clustered images. So it was to gain a feel for the 8 study area. 9 Q. But according to the printout dates, that 10 was done the end of last month. At least the 11 platting was done. When did you actually conduct 12 that exercise? 13 A. Unsupervised classification? 14 Q. Yes. 15 A. Most of that was completed in the week of 16 my deposition -- the deposition in Tallahassee, 17 Florida a week ago. 18 Q. How will you, if at all, be relying on 19 those unsupervised classification efforts in 20 formulating your opinions of testimony in this case? 21 A. They will provide an indication of spectral 22 diversity in the study areas to support analysis and 23 conclusions in the area. 24 Q. In an unsupervised classification you as 25 the operator get to set arbitrarily the number of 59 1 classifications the program should look for? 2 A. Correct. 3 Q. So if I told it I want 200 classes or 230, 4 all I have to do is set into the algorism program the 5 range of spectral signature that I want and it will 6 attempt to classify every pixel in the digitized 7 database into that number of classes; correct? 8 A. Correct. 9 Q. So the fact it's 99 or 36, per se, has no 10 significance. Those are just the numbers you chose? 11 A. No significance? 12 Q. It tells you nothing about ground truth, it 13 tells you nothing about what's really there, it just 14 assigns pixel by pixel into your set number of 15 categories subject to black spots if something falls 16 outside of the range you specified in the program? 17 A. Okay. First you make a statement that it 18 gives you no information about the image. In my 19 opinion, it does give you information about the 20 image, but it does not tell you -- it will not tell 21 you a certain class is cattail. It will tell you 22 that there are, based on what your input is, subsets 23 to this image, it will tell you what spectral classes 24 fall in that set of bands that you created. 25 Q. So if you tell it, give me 99 and here is 60 1 the specs for each of the 99, and you have an 2 incredibly homogenous area, the program could end up 3 coming back saying, sorry, there are only four 4 classes out there? 5 A. Repeat that, please. 6 Q. If I tell it I want the program to classify 7 an image in the 99 classes, unsupervised 8 classification, it will go pixel by pixel through the 9 entire image and will try to fit them into the 99 if 10 it can? 11 A. Correct. 12 Q. Some may not fit in the 99 because you are 13 specifying the range for each of those 14 classifications, are you not? 15 A. In an unsupervised classification in the 16 software -- Imagine software package, you tell it to 17 do 99 classes out of the image it will be produced. 18 Q. It will divide up your entire spectral 19 range in that image in the 99? 20 A. Yes. 21 Q. Same thing if you do it with 36? 22 A. Yes. 23 Q. After producing that work, what opinions or 24 conclusions did you derive from reviewing the 25 unsupervised class maps? 61 1 A. It gave us a feel for the effect of fire, 2 which was obvious in the unsupervised 3 classifications. It gave us a feel for where the 4 greater diversity existed in the image. 5 Q. How did you use or employ that information 6 or that sense impression that you developed in 7 producing the final product for the 1993 and 1985 8 imagery? 9 A. It served as reference material. 10 Q. So it doesn't directly affect the 11 classified products for '93 and '85? 12 A. That's correct. 13 Q. General background? 14 A. Yes. It was not directly affecting the 15 classifications, correct. 16 Q. Did you do any accuracy assessment based on 17 the imagery that was produced through the 18 unsupervised classification classes? 19 A. No. 20 Q. Did you make any effort, you or those 21 working with you at your firm, to take the 22 unsupervised classes the, 36 and 99 and identify them 23 as to vegetative type? 24 A. Yes, we did. 25 Q. There is no legend on the map that appears 62 1 to do that. Where does that appear? 2 A. It doesn't. We began -- as I stated in my 3 deposition last week, the original plan was to take 4 the 36 class or the 99, whichever we decided was most 5 appropriate, and use that in a hybrid classification 6 process. Hybrid classification process normally 7 combines an unsupervised and supervised 8 classification. But we did not use that. We did not 9 use that process on the '85 image. 10 Q. Did you use it on the '93 image? 11 A. No, we did not. It was supervised. 12 Q. So there are no hybrid products available? 13 A. That's correct. We did not do a hybrid 14 classification. 15 Q. Did you start that work and stop it or you 16 didn't begin it? 17 A. We actually never did a hybrid 18 classification. Wait. Let's see. 19 At one point when we collected about eight 20 training samples from the NHAP photography, we did 21 combine those signatures to the 36 class unsupervised 22 signature table and run the classification. But we 23 did not use that, did not ever produce it as a 24 product. Just that it was a test. 25 Q. Does that appear on the back-up tape you 63 1 brought us? 2 A. We didn't save it. It was not a 3 work-product. 4 Q. Moving now to the 1985 product, how many 5 training samples or sites were there for the 1985 6 image? 7 A. I believe there were 37. 8 Q. How many accuracy assessment points for the 9 1985 image? 10 A. Wait, let's see. 11 Q. Did you reverse the numbers? 37 roughly 12 is, in fact, the accuracy assessment number? 13 A. Just a second. 14 Q. It's not always me. 15 A. You are right. It's not. '85 -- I cannot 16 remember right now how many training samples were 17 used in the '85 image. My mind is blank. I can't 18 remember right now. Those documents are being faxed 19 here. We will have them shortly. I apologize for 20 that. 21 Q. Without the actual number, can you tell me 22 how the training sites were selected for the '85 23 imagery? 24 A. Yes. Exactly. The process was very, very 25 similar to the selection process used in the '93 64 1 image. You want me to elaborate some more? 2 Q. It was my understanding in '93 they went 3 out in the field. First, you couldn't very well go 4 out in the field in '85? 5 A. Okay. The field operations became 6 photogrammetric operations. The process, in other 7 words, the process of identifying samples were 8 similar in that we weren't in a helicopter, we were 9 perusing the NHAP photography. We found areas that 10 had recognizable vegetative patterns, zeroed in on 11 those and used those as training samples. 12 In other words, Tom would make his notes, 13 as he told you yesterday. From that, we would 14 identify the same area in the image and then select a 15 training sample from the image that met the photo 16 mission, -- if you would, observations. 17 Q. What criteria were used to decide how many 18 training sites you needed for each class that you 19 were attempting to generate? 20 A. We attempted to find some number of 21 training sites in each class and attempted to 22 stratify those per our knowledge of the image in 23 terms of most of it is sawgrass, or at the center 24 there might be cattails, something of that sort. 25 You select according to expected patterns 65 1 to some degree. 2 Q. So that was done more or less in a 3 supervised as opposed to unsupervised fashion? 4 A. Absolutely supervised. 5 Q. Because you were working from CIR 6 photography with a relatively small scale in 7 comparison to what you used for '93 with the loss of 8 resolution, et cetera., how do you account for the 9 inevitable variability within an area in terms of its 10 spectral signature? 11 A. Variability in an area was more difficult 12 to interpret. Therefore, that's why we reduced the 13 number of classes we could identify in the available 14 photography. 15 Q. Was there any class or is there any class 16 in your '85 imagery for which only one training site 17 was available or used? 18 A. I don't think so. I think we had at least 19 more than one in all classes, all field observations. 20 I can't remember one that only had one training site. 21 Q. You would be able to tell that -- 22 A. When we see the worksheets, those are 23 clearly listed. 24 Q. You told Mr. Cesarano this morning that the 25 satellite image was rectified? 66 1 A. Yes. How did you determine from your 2 satellite image -- I think you were taking about '93 3 at that point, maybe this applies to '85. 4 Were both '85 and '93 geo rectified? 5 A. The '93 image was rectified and the '85 was 6 rectified to the '93 image. 7 Q. How many ground cross points did you use 8 for '93 to do that? 9 A. That is in the digital data. I'm trying to 10 remember. That is on the tape we gave you. I 11 believe there were about 34 or 30 something ground 12 control points. 13 Q. Is that throughout the entire study area? 14 A. Throughout the entire study area. 15 Q. How many within 2A, if you can recall? 16 A. I would have to go back and look at the 17 records to see. 18 Q. How did you determine the geographical 19 position of the control points? 20 A. Determine -- you mean where they were? 21 Q. Yes. 22 A. We used USGS quad sheets. 23 Q. What's the positional accuracy of quad 24 sheets? 25 A. The positional accuracy is stated by U. S. 67 1 geological survey to be plus or minus 40 feet. 2 Q. Were you working off the full sized quads 3 at this point or had you had to reduce them already? 4 A. Which image are you talking about? 5 Q. '93. 6 A. We used the full size quads. 7 Q. You said you geo rectified '85 to '93? 8 A. Yes. 9 Q. So you did not use the quad sheets for that 10 purposes for the '85 imagery? 11 A. No, we did not go to the paper quads to 12 rectify the '85 image to the '93 image. We used 13 image to image rectification. 14 Q. Because you used the quads for '93, the 15 geophysical position accuracy was the limiting factor 16 for the '93 image, or are there other factors that 17 affect the geo rectification accuracy of the image? 18 A. Our geographic rectification was based upon 19 USGS 24,000 quads. They were the control points from 20 which we selected our ground control points. 21 Q. I understand that. I'm not sure that quite 22 answered the question I had in mind. 23 A. What was the question? 24 Q. The question I had in mind is that the only 25 error input, if you will, or were there -- could 68 1 there have been other sources of positional error in 2 your process not solely attributable to the error 3 inherent in the quads? 4 A. Let me make sure I understand what you are 5 asking me. Are you asking what error might be 6 introduced in the rectification process other than 7 the error in the quad? 8 Q. Yes. 9 A. The ability of the operator to identify a 10 feature in the quad and to identify the same feature 11 in the image. Obviously, it has a potential for 12 error. 13 Q. I assume if you selected a ground control 14 point, it's because you could find it in both. Is 15 that a fair assumption? 16 A. Yes. 17 Q. The ability of the operator to find it is 18 not a factor. You used it and you found it? 19 A. No. I mean, the ability of an operator 20 always has an influence on the potential to introduce 21 error. Ground control points are usually the 22 intersection of two vectors. You have to estimate 23 that intersection so that includes the accuracy of 24 the digitizing tables, the eye of the operator. So 25 there is potential error always for operator 69 1 interface to the process. 2 Q. In your expert opinion what is the error of 3 the '93 image -- the total error, excuse me? 4 You were fitting the '93 image to the quads 5 in that entire process, what's the assessment of the 6 overall proportional error? 7 A. That's in the digital data. That's 8 normally stated. It was very small. I don't 9 remember the number. It's in the digital data 10 supplied to you. You are welcome to look at the 11 files. 12 Q. With regard to the '85 satellite image, am 13 I correct in believing there is an error inherent in 14 fitting the '85 to the '93? 15 A. There is potential error, but we used the 16 same observed points in the '93 to find that same 17 intersection, if you would, in the '85 and then 18 rectified those two together. 19 Q. What role, if any, did the reduced quads 20 play in the rectification process? 21 A. None. 22 Q. So the error inherent in fitting the '93 23 image to the full sized quads would be carried 24 forward in the effort to fit the '85 image to the '93 25 image. You can't be more accurate? 70 1 A. No, you can't. You couldn't increase 2 accuracy. 3 Q. Theoretically you could increase the 4 accuracy but you wouldn't want to say that in looking 5 at your error you would look at the total range? 6 A. Yes, that is correct. 7 Q. What is your assessment of that error in 8 '85, the '85 imagery? 9 A. We didn't do a quantitative assessment. We 10 viewed the overlay of the two images and the overlay 11 of the control points and saw no error, no increased 12 error that affected our interpretation. 13 Q. So you have no specific estimate of the 14 total location error on the '85 image as the 15 methodology for '93? 16 A. We could certainly run an RMS error on the 17 '85 image. I don't know we did that. We probably 18 did do that. I just haven't looked at it. I could 19 probably produce that if you wanted it. 20 Q. What's your pixel size for '93? 21 A. 25 meters re-examined to 25 meters. 22 Q. That means that's not what you got in the 23 original digitized data? 24 A. We got it at 25 meters. We opened it, 25 re-examined it. 71 1 Q. The scanners in the satellite don't produce 2 its data in that? 3 A. That's correct. 4 Q. So you received reprocessed data to begin 5 with? 6 A. Yes. 7 Q. Any error induced by that reprocessing 8 effort? 9 A. There could be potential for some error. 10 Q. Can you quantify it for me? 11 A. No. 12 Q. Can anybody? 13 A. I would imagine EOSAT could probably do it. 14 Q. You never seen in the literature that talks 15 about that? 16 A. I can't recall any papers. I'm sure there 17 have been people that attempted to do that. 18 Q. Didn't I see in your earlier testimony a 19 criticism that Dr. Jensen had done re-examining and 20 was using a different pixel size than the original 21 data? 22 A. I don't think you saw that. I don't 23 believe I said that. 24 Q. Well, I guess my question is, since you did 25 it you must think it's an acceptable procedure? 72 1 A. I didn't. You misunderstood what I said. 2 Q. Forget Dr. Rutchey for the moment. You 3 used the re-examined knowledge or a process set of 4 data, preliminary process, to get it into the 5 exercise you wanted to employ for some reason? 6 A. We used the standard pixel size from EOSAT 7 Corporation. We did not resample the pixel size. We 8 did not change the resolution of the data. 9 Q. It had already been done for you? 10 A. A scanner does not produce a grid. A 11 satellite produces a single reference based on the 12 central point of a scanning mechanism. 13 Every device, every mechanism for 14 establishing the satellite's recognition of a pixel 15 location on the ground is modified through some 16 re-examining method. You have to do that. 17 A pixel -- in fact, the instant field of 18 view of a scanner is usually beyond the pixel size 19 produced in the data delivered from EOSAT. So every 20 data set, every scanned data set has to be 21 re-examined in some fashion. 22 So, yes, everything has to be re-examined. 23 It's not unusual, in fact it's required that the data 24 be re-examined in some fashion in order to be usable. 25 Q. Routine operation in the field? 73 1 A. Required operation by the provider of the 2 digital data, EOSAT, SPOT, CASEY, anybody else. 3 Q. Would you agree that the overall error for 4 the '93 image is probably in the range of plus or 5 minus 20 to 30 meters? 6 A. What now? Restate that. I'm sorry. 7 Q. Would you agree that the overall error in 8 the '93 image for WCA-2A is plus or minus 20 to 30 9 meters, it's on that order? 10 A. The overall error in the '93 image -- you 11 mean the image itself, the raw data? 12 Q. Yes. 13 A. I'm sorry. Now I'm trying to understand 14 exactly what you are asking. Are you asking if I 15 think that the data from EOSAT -- 16 Q. The rectification error overall for the '93 17 image. 18 A. Was within how much? 19 Q. Plus or minus 20 to 30 meters. 20 A. Our rectification? 21 Q. Yes. 22 A. I would say my recollection is better than 23 20 meters. The RMS error that we generated will tell 24 you what the estimated error is and it's in the 25 digital tape. RMS error is standard product. And to 74 1 my recollection, I can't remember exactly what it 2 was, but I would say it's much better than 30 and 3 possibly better than 20. Is that what you are 4 asking? 5 Q. Yes. 6 A. Okay. 7 Q. You described for Mr. Cesarano in some 8 degree the last time and a little more today doing 9 the KT transformation, but I don't understand how 10 that's reflected in your work. 11 Can you explain for me how the KT formation 12 has assisted you in producing either the '93 or '85 13 imagery you will be utilizing in the case since you 14 went to great trouble to produce it? 15 A. You said the KT? 16 Q. What you called tasseled cap. 17 A. You called it -- 18 Q. KT. 19 A. Which is what? What's KT? 20 Q. You never heard it referred to that way, 21 after the two guys invented -- 22 A. You are talking about the researchers of 23 tasseled cap? 24 Q. You said tasseled cap was one narrow 25 application of a technique. 75 1 A. You are talking about their techniques or 2 the tasseled cap? 3 Q. Where did tasseled cap come from? 4 A. That has been around a long time. 5 Q. The question is, where did it come from? 6 A. Arum did a lot of research. 7 Q. I am sorry, who? 8 A. Arum. I seen it used at NASA's Earth 9 Research Center. 10 Q. You are not answering the question. Who 11 developed the technique that you are calling tasseled 12 cap? 13 A. I don't know who developed it. My 14 knowledge of tasseled cap is based on numerous papers 15 and mention of tasseled cap over the years. 16 Q. Which of those papers sanctioned or in any 17 way suggested the validity of employing tasseled cap 18 in a sub tropical wetland environment? 19 A. I wouldn't know which paper recommended 20 that or didn't recommend that. 21 Q. Is it fair to say, then, you are aware of 22 no paper that, in fact, identifies such use in the 23 past? 24 A. I can't think of a paper that I read that 25 used tasseled cap in a sub tropical environment. 76 1 Q. Have you ever used tasseled cap in a sub 2 tropical environment to assist in the analysis of 3 spectral imagery? 4 A. No. 5 Q. Whose idea was it to use it in this case? 6 A. Tasseled cap was suggested by Dr. Roy 7 Stein. 8 Q. Who is he? 9 A. He is a professor at Sanford University. 10 Q. What's his involvement in the case? 11 A. He has been employed by some of the parties 12 in the case to just look into it and see what's going 13 on. He has been asked to form an opinion about 14 certain pieces of this case. 15 Q. How do you know that? 16 A. He has told me he was employed to 17 investigate this process. 18 Q. Have you consulted with Dr. Stein? 19 A. Yes, I have. 20 Q. Has he reviewed your work? 21 A. He has reviewed our procedures. We 22 discussed our procedures with him and spent one day 23 looking at that, and he has reviewed it. 24 Q. When was the one day looking and reviewing? 25 A. About three weeks ago. 77 1 Q. Did he provide you any comments on your 2 work? 3 A. Yes. 4 Q. In writing? 5 A. No, just comments. 6 Q. Has he produced or written products, to 7 your knowledge, resulting from his review of your 8 work? 9 A. Nothing that I have seen. 10 Q. As a result of your communications with him 11 either by person or phone or otherwise did you alter 12 your work plan in any fashion? 13 A. We introduced the tasseled cap, yes. 14 Q. Did Dr. Stein -- I presume it's Dr. Stein? 15 A. Yes. 16 Q. Did he explain to you the environment in 17 which the process you referred to as tasseled cap was 18 developed? 19 A. No, we did not. 20 Q. As I understood your testimony the last 21 time, you had concerns over the use of the Eckert 22 technique by Dr. Jensen to enable him to do his time 23 normalized series? 24 A. Yes. 25 Q. And one of your concerns, as I understood 78 1 it, was that Dr. Eckert developed his technique in a 2 semi arid ecosystem; is that correct? 3 A. It was the area, yes. 4 Q. And that you were concerned -- deeply 5 concerned, I might say, if that's a fair 6 characterization -- over the transference of that 7 technique from a semi arid environment to the sub 8 tropical environment of South Florida? 9 A. Because it required targets, as I clearly 10 stated. It required clear targets over the study 11 period. 12 Q. Are you aware of any literature that 13 suggested that the same target must be used 14 throughout a time normalized series under the Eckert 15 technique? 16 A. My understanding of the technique was -- my 17 recommendation was to use a consistent target. 18 Q. From whence do you derive this 19 understanding? Have you ever yourself employed the 20 Eckert technique? 21 A. No. 22 Q. Who told you that you got to use a 23 consistent target throughout? 24 A. It seems like I remember in the paper that 25 the target should be consistent. 79 1 Q. Are you aware of anything suggesting that 2 you can't use different targets? 3 A. I'm not aware of a paper saying that you 4 can -- what? I'm sorry. 5 Q. Are you aware of anything saying that you 6 cannot use targets that are not consistent throughout 7 the entire time normalized series? 8 A. No. 9 Q. Were you aware that the technique you 10 referred to as tasseled cap was invented or developed 11 in the study of agricultural lands in the midwest for 12 large homogenous tracks of crop? 13 A. They were used in South Carolina and three 14 other states, from what I was aware of. 15 Q. Let me ask you the question again so you 16 can answer the one I asked. Were you aware that it 17 was developed in the midwest based on assessments and 18 studies of large area homogenous crops in 19 agricultural lands? 20 A. You say "developed." I'm not aware that 21 tasseled cap is a single development. Tasseled cap 22 is an ongoing development, from what I read. 23 Q. What are you relying on for that? 24 A. I have read a few papers on tasseled cap 25 and discussed it with Dr. Roy Stein. It's an ongoing 80 1 discussion. 2 Q. Did you read these papers in connection 3 with preparing to employ the technique in this case? 4 A. Yes. 5 Q. Please identify the papers you read since I 6 don't see them in the materials. 7 A. Just papers and literature. The titles of 8 the papers, is that what you want? 9 Q. Yes. 10 A. I would have to find them. I got two 11 papers I read on tasseled cap. 12 Q. Do you have copies of those in your 13 materials at your office? 14 A. Yes, I have copies of the reports, if you 15 would like those. 16 Q. If you relied on those and employed them in 17 assisting you in applying this technique in this 18 case, I certainly do. 19 MR. WATTS-FITZGERALD: Counsel, I request 20 they be provided. 21 MS. RAEPPLE: Have they not been provided? 22 THE WITNESS: I thought they were. I'm 23 surprised if they aren't. A copy of the entire 24 file was produced. 25 Research is an ongoing proposition, but I 81 1 would be surprised they are not in the file you 2 already got. If they are not, I'll provide 3 them. 4 MR. WATTS-FITZGERALD: I indexed the 5 material I got. I don't recall -- 6 THE WITNESS: I'll provide them, two 7 studies out of ASPRS one. They are discussions 8 of tasseled cap. 9 BY MR. WATTS-FITZGERALD: 10 Q. What's ASPRS? 11 A. American Society of Remote Sensing 12 Photogrammetry and -- 13 Q. Are you a member? 14 A. No, I'm not. 15 Q. I take it you are not certified in 16 photogrammetric interpretations by any professional 17 organization? 18 A. No, I'm not. 19 Q. The publication listed in Exhibits 13 and 20 14, your CV and update, I didn't notice if the update 21 had anything which -- if any of those are peer review 22 journal publications. 23 A. I have done no peer review journal 24 publication except for the review through URISA. No, 25 I'm not in peer review publication. 82 1 Q. What is URISA exactly? 2 A. Urban and Regional Information Systems 3 Association. 4 Q. What is it? 5 A. It's a large group of people interested in 6 information systems, have been around for quite a 7 while. 8 Q. They have a publication? 9 A. Yes. 10 Q. You have contributed to that? 11 A. I presented many papers, as the resume 12 indicates. They have an annual conference similar to 13 ASPRS. 14 Q. Do they produce written results? 15 A. Usually they do. 16 Q. There are outlines of presentations? 17 A. Every year conference proceedings are 18 published. 19 Q. But those are not peer review, they reflect 20 whatever was presented? 21 A. It's reviewed by a group at URISA but not a 22 peer review. 23 Q. You said the tasseled cap could be a tool 24 to distinguish between sawgrass and cattail. That's 25 what you said this morning? 83 1 A. Yes. 2 Q. In what fashion in your estimation could it 3 be such a tool? 4 A. Several ways. One is to actually perform a 5 classification on a tasseled cap image and then you 6 see what those classes are. 7 Another method would be to compare 8 brightness values in a tasseled cap image to a 9 classified image brightness green. You compare 10 brightness, greenness or wetness values to a 11 classified image. 12 Q. So that's how it could be a tool? 13 A. Yes. 14 Q. Have you used it as a tool in either of the 15 two faxes you have described? 16 A. We produce the tasseled capped image 17 combining '85, '87, '89 and '93. I have used various 18 combinations of wetness, brightness and greenness 19 among those images and compared those images to our 20 classification for '85 and '93. 21 Q. I need to break that down. I'm not sure I 22 understand what you did. You merged together the 23 scatter plots, if you will, of brightness and 24 greenness and wetness for all of those years into a 25 single product? 84 1 A. We produced one 12 band image that included 2 '85, '87, '89 and '93. 3 Q. Using what satellite data? 4 A. The '85 the '87 PM image, '89 and '93 PM 5 image. 6 Q. Did you use all bands? 7 A. No. We used the tasseled cap modeling 8 capabilities with the software to produce three 9 bands. In each of those three images, the bands 10 being where -- the new bands being brightness, 11 greeness and wetness. 12 Q. When you say you produced the 12 band 13 image, what form did that take? 14 A. It's a digital image. 15 Q. Did you print that out? 16 A. It's on that tape right there. There are 17 photographs of it. 18 Q. The photographs are taken off the screen? 19 A. Yes. 20 Q. The question was, did you hard copy it? 21 A. No, we produced no hard copy of tasseled 22 cap at this point. 23 Q. Do you plan to? 24 A. If requested to do so, I will. 25 Q. And then as I understood what you said, you 85 1 compared that 12 band image to your '85? 2 A. Various components of the 12 bands image to 3 our classified '85 image and classified '93 image. 4 Q. What components of the 12 band image did 5 you compare to the '85 imagery? 6 A. Greeness and brightness and wetness. 7 Q. What were your conclusions as a result of 8 that comparison? 9 A. Our conclusion is that there is no 10 substantial change in greeness between '85 and '93. 11 Q. You have added in '93. You jumped ahead a 12 little bit. As I understand it, you did the same 13 comparison to your '93 classified image? 14 A. The tasseled cap image is a combination of 15 all of those years. So the comparisons are intrinsic 16 in the image. 17 Q. If you are comparing the 12 band image that 18 includes the two years in which -- and the same 19 imagery data that you have for '85 and '93, aren't 20 you already biased towards limiting any variation or 21 change in the greeness values? 22 A. Could you repeat that question? I do not 23 understand it. 24 Q. You took the three bands from your '85 TM 25 satellite range and put that in the 12 band? 86 1 A. I took the 36 bands excluding thermal and 2 combined that to a three band tasseled capped image. 3 Q. For '85? 4 A. Used that as part of the 12 band composite 5 image. 6 Q. The three bands are -- used tasseled caps 7 out of '85 are derived from the '85 data which is 8 used to generate your classified '85? 9 A. From the raw '85, the unclassified '85. 10 Q. Doesn't that inevitably suggest that you 11 are minimizing any variance? You are taking '85 and 12 '93 and using the same tasseled cap converted as part 13 of the comparison? 14 You don't understand what I mean? 15 A. No, I don't understand. 16 Q. I have reviewed my notes on the materials 17 provided. I can't find any indication of the fact of 18 the publications you referred to. 19 A. At the first break I'll find my copies. 20 Q. I don't know if you need to make the copies 21 if you can get me titles and reference. 22 A. You want that? Okay. 23 Q. In the efforts you described to determine 24 the 12 band image, what original TM data channels 25 were used to produce the 12 band image? 87 1 A. We used all bands in each image except the 2 thermal band. 3 Q. You said earlier that this could be a tool 4 in distinguishing between cattail and sawgrass based 5 on what you just said regarding how you employed it. 6 I don't understand you to say that you, in fact, did 7 that or attempted to do that of your analysis of the 8 '93 image, but you only attempted to determine if the 9 greeness values showed the significant shift, and you 10 concluded the answer to that was no. 11 Am I correct in my understanding? 12 A. You said a lot in that statement. Are you 13 saying -- I'm not sure what you are asking. Please 14 tell me what you are asking about the greeness. 15 Q. As you applied the analysis or the 16 comparison of your TC image to the '85 and '93 17 classified images, did you form an opinion 18 specifically about any alterations in sawgrass and 19 cattail over that time span, those species? 20 A. From the tasseled cap, singularly? 21 Q. Yes. 22 A. No. 23 Q. You told us three times now that you could 24 use the tasseled cap analysis to make such a 25 distinguishing judgment? 88 1 A. That it could be a tool in making the 2 judgment, yes. 3 Q. Have you done that? 4 A. Yes. 5 Q. How? 6 A. Visually we have compared -- we have 7 produced numerous combinations of brightness, 8 greeness and wetness from the 12 band image, and we 9 have produced those and observed greeness in 10 particular and then compared that greeness to our '85 11 classification and the '93 classification. 12 Q. And did I understand you to say the 13 greeness values from your tasseled cap '85 to '93 14 don't show any significant change? 15 A. There is not a major significant change in 16 the areas that -- the significant change -- there is 17 change I guess is significant up to the user. It 18 shows change in areas that we did the classification 19 on to see, in fact, what the greeness was at that 20 point. It showed changes in greeness. It indicates 21 greeness values in those two years. 22 Q. Can you quantify the changes you observed? 23 A. We did not attempt to quantify the changes 24 in the tasseled cap image. 25 Q. Do you plan to? 89 1 A. We could if asked. 2 Q. I take it that's a no. The question is, do 3 you plan to. Not could you do it. If somebody asked 4 you, do you plan to do it? 5 A. I'm doing what my client asked me to do. I 6 do what I'm asked to do. I can do it or not do it. 7 I'm not sure if I understand. 8 Q. Let me ask the question. Has anybody asked 9 you to do that? 10 A. No, not yet. 11 Q. Do you of your own sua sponte plan to do 12 that? 13 A. No. 14 MR. WATTS-FITZGERALD: Counsel, if you ask 15 him to do that, obviously we feel entitled to 16 certain notice on that further deposition. 17 MS. RAEPPLE: Certainly. 18 BY MR. WATTS-FITZGERALD: 19 Q. In your analysis where you found some 20 unquantified as yet shift in greeness values for 1985 21 imagery to the 1983 imagery -- 22 A. '93. 23 Q. -- how much of that greeness shift can you 24 attribute within a reasonable degree of scientific 25 certainty to expansion of cattails over that time 90 1 frame? 2 A. How much of the changes in greeness can I 3 attribute to expansion of cattail? 4 Q. Yes. 5 A. The acreage figures that we produced would 6 be that combination. Those are digital files that 7 can easily be overlaid to each other. If you want to 8 quantify it pixel by pixel, we can do that. 9 Q. Let me make sure I'm clear on this. The 10 original calculations you are talking about, that's 11 based on the tasseled cap? 12 A. No, it's based on the classification. 13 Q. You are answering a question I didn't ask. 14 I'm talking about tasseled cap, based on tasseled cap 15 and the shifting greeness values, which has nothing 16 to do with your accuracy assessment. 17 In your acreage assessment in Exhibits 10, 18 11, 12, you have said you have observed a greeness 19 value shift but you can't quantify it, but there is a 20 shift over those years '85 to '93. 21 You told me the tasseled cap is a tool to 22 distinguish between cattail and sawgrass in the 23 greeness for area shifts. 24 How much of it is attributable to the 25 increase in cattail? 91 1 A. I did not tell you that tasseled cap would 2 quantify species. I said it was a tool used to help 3 assist us in quantifying the species attributable to 4 a particular species. That's what I said. Tasseled 5 cap is not -- we did not assign vegetative classes to 6 the tasseled cap images. 7 Q. Do you plan or did you attempt that in any 8 fashion thus far? 9 A. No, we have not. 10 Q. Has anyone directed you to do that? 11 A. No. 12 Q. Do you have any plans to do that at this 13 juncture? 14 A. At this point, no. 15 Q. Would you have to go through the same 16 process with color IR or would you conduct that 17 effort by reference to your classified '85 and '93 18 images? 19 A. You could do it either way. 20 Q. Which way would you do it? 21 A. I would compare it to the classified 22 images. 23 Q. It's easier. You have already got that 24 digitized, right? 25 A. We do have that. 92 1 Q. Cut Dr. Lodge out of the loop, he doesn't 2 have to sit there on the light table. 3 A. I would compare it to the classified 4 images, yes. 5 Q. So as of right now, as I understand it -- 6 correct me if I'm wrong -- you have no opinion based 7 on tasseled cap as to the relative change or 8 distribution within those greeness values for '85 and 9 '93 of cattail and sawgrass? 10 A. That's correct. We did not classify the 11 tasseled cap based on species type. 12 Q. So what opinions have you formed and 13 developed based on your tasseled cap analysis that 14 are final at this time? 15 A. Tasseled cap similar to the unsupervised 16 classifications we did increase our general knowledge 17 of the study area. 18 Q. And as I understand it, it has been 19 suggested to you that there has been some change in 20 the coverage of certain species. The extent of that 21 is not quantified in terms of, say, acreage? 22 A. Not quantified in the tasseled cap but in 23 the '85 or '93 image, yes. 24 Q. We were speaking in terms of cattail and 25 sawgrass. But there are, according to Dr. Lodge's 93 1 book, something on the order of 190 other vegetative 2 species in the ecosystem at issue here. 3 How would you distinguish out from the 4 tasseled cap analysis as you have done it thus far, 5 unclassified other species of flora that have their 6 own associated greeness and brightness values? 7 A. If we did that, we would do classification 8 of the tasseled cap image. 9 Q. That's the only way to distinguish that 10 out? 11 A. We could overlay it to our existing 12 classification and see if there was correspondence. 13 Q. Have you done that, even on the screen? 14 A. No. 15 Q. Other than the photos, we have all of your 16 tasseled cap analyses on this back-up data? 17 A. That 150 megabyte tape contains the 18 complete tasseled cap model that we used. 19 Q. What system was the 150 meg produced on? 20 A. A SUN micro station work station. SPARC, 21 2, 150 megabyte, quarter inch tape unit. 22 Q. What is the tape format? 23 A. Probably TAR format. TAR back up. If it's 24 not, call us and we will tell you. I think it's TAR. 25 Q. Assuming for the sake of argument for this 94 1 question that the quantification of the greeness 2 change is relatively minor. Do you have any way 3 currently on the work you have already completed to 4 assess the greeness values you had developed from the 5 TC effort? 6 A. William Thomas or Bill Thomas, that's the T 7 you are talking about, TC tasseled cap. KT is the 8 other one. 9 Q. Do you have any way of assessing within a 10 reasonable scientific certainty whether or not the 11 mix of cattail and sawgrass species within the 12 greeness value has altered the proportion of those 13 species, if you will, from '85 to '93 based on the 14 work already completed? 15 A. Based on what we already completed today, 16 is that what you are asking? 17 Q. Yes. 18 A. Yes, I believe it did. 19 Q. On what do you base that belief? 20 A. As previously stated, we could overlay the 21 tasseled cap brightness categories and assign species 22 typed to the tasseled cap. 23 Q. In your answer just now you said "could." 24 My question was "done." You have not done that then? 25 A. I thought you said "could we." 95 1 Q. No. I am assuming the difference is very 2 small. Can you right now based on the work already 3 done tell me what the ratio shifts are or what shift, 4 if any, in the relative composition within the 5 greeness values is accounted for from '85 to '93 by 6 cattail and sawgrass? 7 A. By "can," you mean have I produced that 8 product already? My interpretation of "can" was 9 could I take the data I got and come up with that 10 answer. 11 Q. It's a semantic thing. Put the question 12 this way. 13 Tell me right now what the ratio shifts 14 were based on the greeness evaluation from '85 to 15 '93. 16 A. I understand your question now. We have 17 not done that as of right now. 18 Q. It was the way I asked the question. We 19 just look at the words a little differently. 20 A. Okay. 21 Q. The software used to produce the tasseled 22 cap analysis was still ERDAS? 23 A. ERDAS, yes. 24 Q. What version? 25 A. This model was run in the current release, 96 1 which was 8.1. 2 Q. The demonstration tape that was produced as 3 part of your discovery, it showed Mr. Erickson 4 playing with the monitors doing his golly, gee whiz 5 stuff. That was a later version not yet released? 6 A. That was one, the beta version, probably 7 8.02. 8 Q. Earlier for Mr. Cesarano you were talking 9 about the 2A image and said that you refined the 10 categories as part of your very recent work? 11 A. Yes. 12 Q. Were you talking about '85 or '93? 13 A. '93. 14 Q. How did you refine the categories? 15 A. We observed that we could break out 16 predominant -- which one was that? 17 Q. The next one down. 18 A. We determined in reviewing these classes 19 that we could break out predominant cattail open 20 water and predominant sawgrass open water. We added 21 those to the classes that we exhibited in the legend. 22 Q. Did that require you to go back to the 23 field notes? 24 A. Let's see. We reviewed field notes 25 continuously through this. We probably did, yes. 97 1 Q. And who actually conducted that exercise to 2 class the categories? 3 A. I did. 4 Q. Assisted by anyone? 5 A. Pamela Green and Terry Jackson. 6 Q. Dr. Lodge was not one of those? 7 A. Dr. Lodge has been involved in quite a bit 8 of discussion. Yes. Dr. Lodge would have had some 9 input into this, yes. 10 Q. When I look at the image, is it fair to say 11 that everything I see on the image is as a result of 12 platting out of the digitize data that has been 13 classified? 14 A. I am not sure I understand. As a result of 15 what? 16 Q. As I understand the image, it is intended 17 to convey through the color schemes and 18 classification process information to the reviewer? 19 A. Yes. 20 Q. So everything depicted on there has 21 significance to the viewer, even if it's down to the 22 cloud category which tells you what was under it? 23 A. Yes. 24 Q. If I see banding on any of these images 25 that implies to me it's in the digitized data or it's 98 1 an artifact of the platting; is that correct? 2 A. I would say that's right. 3 Q. What is the inclination to its orbital path 4 for the satellite of the sensors employed to produce 5 these two images, the '93 images? 6 A. What? 7 Q. Inclination of the sensors to the orbital 8 path of the satellite? 9 A. Inclination of the sensors to the orbital 10 path -- 11 Q. What satellite are we talking about? 12 A. Landsat 5. 13 Q. Landsat 5's sensors, are they normal to the 14 footprint of the satellite? 15 A. Are they off NADER, are they pointed other 16 than straight down? Is that what you are asking? 17 Q. Yes. 18 A. They are pointed straight down. Landsat 5 19 does not have a pointing capability. Therefore, the 20 sensors are always aligned in the same direction from 21 the satellite, if I understand your question. 22 Q. Then if there were -- if banding were 23 present you would expect it to be consistent 24 throughout the areas that you mapped if there were 25 banding as a result of the sensor? 99 1 A. Expected to be consistent within that 2 image, yes. 3 Q. If you look at the image for the entire 4 study area, do you see banding in what would be the 5 Loxahatchee National Wildlife Refuge? 6 A. I do see what could be interpreted as 7 banding in the upper portion of Loxahatchee. If you 8 are speaking of this area here, is that what you are 9 talking about, here? 10 Q. The entire area of Loxahatchee. 11 A. I do not see indications of banding in the 12 southern area or 2A. 13 Q. When you hold the paper chart and look at 14 it end on, very close to end on, you still don't see 15 it? 16 A. We printed these on a -- these are color 17 electrostatic plats, and the color electrostatic 18 platting that we are using prints in rows and our 19 observation of the image on the screen was that there 20 was no significant banding. 21 I can see what you are talking about there 22 and that does have the appearance in the upper 23 Loxahatchee of possible banding in the image, but we 24 never observed it in the image on the screen and I 25 cannot tell you where that came from. 100 1 Q. I guess the problem I have when I look down 2 at WCA-3A on that image I see bands from whatever 3 source running more or less parallel east/west. And 4 when I look at Loxahatchee on the same image, 5 certainly in the northern half of it above the cloud 6 cut out, I see what appear to be bands running 7 northwest, slightly southeast. 8 If there is an artifact of your platter, I 9 would expect them to be consistent throughout the 10 entire range of the imagery. It was platted at one 11 time? 12 A. This is what you are talking about, right 13 here. 14 Q. Show me what you are talking about in the 15 image. 16 A. I see the banding effect right here. Since 17 I think you are wrong on the satellite you are not 18 interpreting what I'm talking about, the platter 19 effect which is straight horizontally. 20 Q. Down in 3A we are talking east, west or -- 21 A. All right. Let me see this down here. In 22 this part of the image, what are you talking about, 23 right here. 24 Q. East/west, there are triangles, if you 25 will, in the imagery? 101 1 A. You mean this little light thing here? 2 Q. No. I see it continuously. 3 A. Where do you see it? 4 Q. I see it like every 16 lines. 5 A. Every 16 lines? 6 Q. How many sensors are there on a Landsat? 7 A. There are 7, 7 bands. I can see something 8 in this image. I do not know -- I cannot attribute 9 why that's there. 10 Q. And we can both see something in the 11 Loxahatchee part of the image? 12 A. I see something up there, yes. There is 13 some. 14 Q. Do those striations which I use, because it 15 doesn't have a normative value what the cause is, 16 they don't all run in the same direction, which is 17 roughly parallel to those in 3A, and it seems to me 18 this is an artifact of the printer. You just 19 suggested your printer prints in rows, which I assume 20 is roughly east/west normal to the paper? 21 A. Yes. 22 Q. That would not seem to account for 23 striations for Loxahatchee. I want to know what they 24 are. Are they an artifact, are they in the data or 25 is there some problem in the classification we have 102 1 not considered? 2 A. Is your question, do I know what that is? 3 Q. Yes, or can you explain that for me. 4 A. The artifact you are observing is something 5 either in the data of the platter, it looks like from 6 the angle of it. It's in the data. At least in 7 northern Loxahatchee during our classification 8 process we observed no banding that caused us 9 difficulty with the classification. 10 Frankly, I don't see -- I don't observe 11 that banding at that angle referred to, I don't 12 observe that in the southern study area. I don't see 13 it. I see perfectly horizontal lines and I do see 14 that slightly off horizontal artifact you referred to 15 here. But I do not see that here. 16 Q. Did you process the portion of the data 17 involving Loxahatchee in some way different from the 18 balance of the imagery as a result of the cutting 19 into the middle of Loxahatchee? 20 A. That was not separated out as an area of 21 interest or digitized out in any fashion from the 22 classification that occurred in this portion of the 23 study area around 2A. It was not treated separately. 24 Q. Other than the tasseled cap effort, has any 25 classification been done on images other than '85 and 103 1 '93? 2 A. Yes. We did an unsupervised classification 3 on '87 and '89. 4 Q. As I understand what you said, while you 5 classified them to the 36 and 99 class, no effort was 6 made or expended to identify vegetative species with 7 those classes? 8 A. Correct. 9 MR. WATTS-FITZGERALD: He has a call to 10 make and I'm at a good stopping point. It's a 11 quarter to 12. I would like to review these 12 materials before we continue. So if we can take 13 an early lunch and get back early -- 14 MS. RAEPPLE: Do you want to take a short 15 lunch? 16 MR. WATTS-FITZGERALD: Let's come back at 17 12:45. 18 (Thereupon, a lunch recess was taken, 19 after which the following proceedings 20 were had.) 21 BY MR. WATTS-FITZGERALD: 22 Q. Your imagery for 1985, that is complete and 23 final as I understand it; is that correct? 24 A. Yes. Yes, it is. 25 Q. Did you yourself do any of the photo 104 1 interpretation in the process of developing the 2 classified images? 3 A. No, not directly. I looked at the photos 4 and gained as much familiarity as I could. But that 5 was left for Dr. Lodge. 6 Q. You stated you were going to compare Ken 7 Rutchey's procedures and results to yours or to your 8 effort. 9 Other than the limited discussion we had 10 about comparing acreages and classes and whether you 11 could overlay them or not, how you would do that? 12 Have you done anything else to analyze and compare 13 your methodologies of the final product? 14 A. To Ken Rutchey? 15 Q. Yes. 16 A. You know the GPS procedures. I stated some 17 differences in