The purpose of the SNF study was to improve understanding of the relationship between remotely sensed observations and important biophysical parameters in the boreal forest. A key element of the experiment was the development of methodologies to measure forest stand characteristics to determine values of importance to both remote sensing and ecology. Parameters studied were biomass, leaf area index, above-ground net primary productivity, bark area index, and ground coverage by vegetation. Thirty-two quaking aspen and thirty-one black spruce sites were studied. Sites were chosen in uniform stands of aspen or spruce. Use of multiple plots within each site allowed estimation of the importance of spatial variation in stand parameters.
Deciduous vegetation undergoes dramatic changes over the seasonal cycle. The varying amount of green foliage in the canopy effects the transpiration and productivity of the forest. Measurements of changes in the canopy and subcanopy green foliage amount over the spring of 1984 have been made. From above the subcanopy, photographs of the aspen canopy were taken, pointing vertically up. The photographs were taken at two locations in sites 16 and 93 on several different days. Foliage coverage was determined by overlaying grids with 200 points onto the photos of the canopy. The number of points obscured by vegetation were counted. These counts were adjusted for the area of the branches, which had been determined by photos taken before leaf out. The number of foliage points were then scaled between zero, for no leaves, to one, for maximum coverage.
Subcanopy leaf extension was measured for beaked hazelnut and mountain maple, the two most common understory shrubs. For selected branches on trees in sites 16 and 93, the length and width of all leaves were measured on several days. These measurements were used to calculate a total leaf area which was scaled between 0 and 1 as with the aspen. The aspen canopy measurements have been combined with the subcanopy measurements and are available in this data set (i.e., SNF Forest Phenology/Leaf Expansion Data).
These measurements of leafout show that the subcanopy leaf expansion lags behind that of the canopy. Subcanopy leaf expansion only begins in earnest after the canopy has reached nearly full coverage.
SNF Forest Phenology/Leaf Expansion Data.
The SNF Forest Phenology/Leaf Expansion Data Set contains biomass, leaf area index, above-ground net primary productivity, bark area index, and ground coverage by vegetation. Thirty-two quaking aspen and thirty-one black spruce sites were studied. Sites were chosen in uniform stands of aspen or spruce. Use of multiple plots within each site allowed estimation of the importance of spatial variation in stand parameters.
The purpose of the SNF study was to improve understanding of the relationship between remotely sensed observations and important biophysical parameters in the boreal forest. A key element of the experiment was the development of methodologies to measure forest stand characteristics to determine values of importance to both remote sensing and ecology. Parameters studied were biomass, leaf area index, above-ground net primary productivity, bark area index, and ground coverage by vegetation.
Biomass, leaf area index, above-ground net primary productivity, bark area index, ground coverage by vegetation, diameter breast height, tree height, depth of crown.
In each stand a uniform site 60 meters in diameter was laid out. Within this site, five circular plots, 16 meters in diameter, were positioned. One plot was at the center of the site and four were tangent to the center plot, one each in the cardinal directions. In very dense stands, plot radii were decreased so that stem count for the five plots remained around 200 stems. Use of multiple plots within each site allowed estimation of the importance of spatial variation in stand parameters.
Within each plot, all woody stems greater than two meters in height were recorded by species and relevant dimensions were measured. Diameter breast height (dbh) was measured directly. Height of the tree and height of the first live branch were determined by triangulation. The difference between these two heights was used as the depth of crown. The distances between trees and observer were such that no angle exceeded 65 degrees. Most plots were level, small slopes were ignored in calculating heights. Similar measurements were made for shrubs between one and two meters tall in the aspen sites. The Forest Canopy Composition (SNF) data set provides the counts of canopy (over two meters tall) tree species and subcanopy (between one and two meters tall) tree species.
For each plot, a two-meter diameter subplot was defined at the center of each plot. Within this subplot, the percent of ground coverage by plants under one meter in height was determined by species. These data, averaged for the five plots in each site, are presented in the SNF Forest Understory Cover Data (Table) data set in tabular format, e.g. plant species with a count for that species at each site. The same data are presented in the SNF Forest Understory Cover Data data set but are arranged with a row for each species and site and a percent ground coverage for each combination.
In addition, these data sets: canopy, subcanopy, and understory counts have been combined into the SNF Forest Cover by Species/Strata dataset.
For the aspen sites, in each plot a visual estimation of the percent coverage of the canopy,subcanopy and understory vegetation was made. The site averages of these coverage estimates are presented in the Aspen Forest Cover by Stratum/Plot (SNF) data set.
Fifteen mountain maple and fifteen beaked hazelnut trees were also sampled and leaf area determined. These data were used to determine understory leaf area.
For each sampled tree, diameter at breast height, height to first live branch and total height were measured before and after felling. Measurements of all branches included: height of attachment on bole, diameter, length to first secondary branch and total length. Crowns were vertically stratified into three equal sections and six branches were randomly sampled from each stratum. For each sampled branch, all leaves and wood were weighted green and the current year's woody growth was measured. A sample of 200 leaves from each stratum had leaf area measured with a Licor leaf area meter and were dried and weighed. Subsamples from each sampled branch were dried and weighed.
Removal of green spruce needles from branches proved impractical, so needle bearing parts of sampled branches were cut off, separated between current year and older classes, and dried. A sample of 21 needles each from the new and older growth were randomly selected from each canopy stratum. The sampled needles were photographed and green and dry weights were measured. Projected area was determined from the digitized photographs.
Boles were sectioned and weighed green. Four sections five to 20 centimeters long were cut from: the base of the bole; half-way between the base and first live branch; just below the first live branch; and half-way between the first live branch and the tree top. Each section was measured and dried and weighed.
Methods for estimating leaf area were parallel to those for estimating branch biomass. Leaf weights for unsampled branches were estimated using tree-specific, linear regressions on branch dimensions fit with data from sampled branches. For spruce, separate regressions were done for current year and older needles. Measured and estimated foliage weights were summed within strata and, for spruce, age class. The foliage weights were converted to leaf areas using ratios determined from sampled leaves, then totaled for trees. The sacrificed tree statistics for aspen and spruce are provided in the Biomass of Sacrificed Spruce/Aspen (SNF) data set.
Bark area in aspen was determined using similar techniques to those for leaf area. Sampled branches were divided into segments, each segment was assumed to be a cylinder and the surface area was calculated. Total branch surface area was the sum of the surface areas of the segments. A regression was developed to determine branch area for the unsampled branches. The sum of the estimated branch areas for the sampled and unsampled branches is the total bark area.
Net primary productivity was estimated from the average radial growth over five years measured from the segments cut from the boles and the terminal growth measured as the height increase of the tree. Allometric equations were used to find the height and radial increment as a function of crown height and diameter at breast height. Spruce used an additional parameter of stem density. The models were used to back project five years and determine biomass at that time. The change in biomass over that time was used to determine the productivity.
Measurements of the sacrificed trees were used to develop relationships between the biophysical parameters (biomass, leaf area index, bark area index and net primary productivity) and the measurements made at each site (diameter at breast height, tree height, crown depth and stem density). These relationships were then used to estimate biophysical characteristics for the aspen and spruce study sites that are provided in the Forest Biophysical Parameters (SNF) data set.
Biomass density and projected LAI were much more variable for spruce than aspen. Spruce LAI and biomass density have a tight, nearly linear relationship. Stand attributes are often determined by site characteristics. Wet, ombrotrophic sites support open, low biomass, mixed age stands. Spruce stands with LAI below about two and biomass densities below about five kilograms per square meter appear to be limited by site characteristics such as nutrient poverty and wetness. Stand quality improves with site richness until canopy closure brings on self thinning. Closed canopies attain maximum LAI at around four, higher than aspen, perhaps because spruce is more shade tolerant (it is often observed growing beneath closed aspen stands in the study area). However, differences between maximum LAI for aspen and spruce may also be related to differences in the leaf distribution within the canopy.
Subcanopy leaf extension was measured for beaked hazelnut and mountain maple, the two most common understory shrubs. For selected branches on trees in sites 16 and 93, the length and width of all leaves were measured on several days. These measurements were used to calculate a total leaf area which was scaled between 0 and 1 as with the aspen. The aspen canopy measurements have been combined with the subcanopy measurements and are available in this data set (i.e., SNF Forest Phenology/Leaf Expansion Data).
These measurements of leafout show that the subcanopy leaf expansion lags behind that of the canopy. Subcanopy leaf expansion only begins in earnest after the canopy has reached nearly full coverage.
Dr. Forrest G. Hall
NASA Goddard Space Flight Center
Dr. K. Fred Huemmrich
NASA Goddard Space Flight Center
Dr. Donald E. Strebel
Versar, Inc.
Dr. Scott J. Goetz
University of Maryland
Ms. Jaime E. Nickeson
NASA Goddard Space Flight Center
Dr. Kerry D. Woods
Bennington College
Dr. Celeste Jarvis
NASA Headquarters
Biophysical, Morphological, Canopy Optical Property, and Productivity Data on the Superior National Forest.
Dr. Forrest G. Hall
Fax: +1 (301) 614-6659
Telephone: +1 (301) 614-6695
Email: fghall@ltpmail.gsfc.nasa.gov
Not available.
Ground-based.
Field Investigation.
Not available.
Biomass, leaf area index, above-ground net primary productivity, bark area index, ground coverage by vegetation, diameter breast height, tree height, depth of crown.
Not available.
Not available.
Not available.
Not available.
Not available.
Not available.
The study area covered a 50 x 50 km area centered at approximately 48 degrees North latitude and 92 degrees West longitude in northeastern Minnesota at the southern edge of the North American boreal forest.
This data set was collected during the summers of 1983 and 1984 in a portion of the Superior National Forest (SNF) near Ely, Minnesota, U.S.A.
Variable Name/ Long Name SAS Type Generic Type Description
1 species $ 16 "Plant species"
2 site_id SITE_ID 8 NUMBER(4,0) "Site ID"
3 doy 8 "Day of year"
4 cam_view CAMERA_VIEW 8 NUMBER(3,0) "View/position of camera"
5 can_covr CANOPY_COVER 8 NUMBER(4,3) "The percent of green leaf coverage relative to a full coverage of 1 (100%)"
6 gdd 8 "Growing degree days"
7 leafexpn UNDERSTORY_EXPN 8 NUMBER(4,3) "The percent of leaf extension relative to a total leaf extension of 1 (100%)"
8 obs_datc OBS_DATE $ 11 DATE "The observation date , in DD-MON-YY format (eg. 01-JAN-90)"
9 speccode SPECIES_CODE $ 10 CHAR(6) "Plant species code [see speccomm (Common Name) and spec_sci (Latin Name)]"
10 speccomm COMMON_NAME $ 36 CHAR(20) "Plant species common name"
11 spec_sci LATIN_NAME $ 36 CHAR(25) "The Latin (botanical) name of the species"
species site_id doy cam_view can_covr gdd leafexpn obs_datc speccode speccomm spec_sciFootnote:
"Mountain Maple" 16 132 . . 153 0.008 "11-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 135 . . 177 0.01 "14-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 138 . . 223 0.011 "17-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 142 . . 272 0.039 "21-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 144 . . 299 0.122 "23-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 147 . . 306 0.167 "26-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 151 . . 355 0.238 "30-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 155 . . 436 0.742 "03-JUN-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 160 . . 544 0.923 "08-JUN-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 16 164 . . 606 1 "12-JUN-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Beaked Hazelnut" 16 132 . . 153 0.008 "11-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 135 . . 177 0.014 "14-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 138 . . 223 0.042 "17-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 142 . . 272 0.086 "21-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 144 . . 299 0.259 "23-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 147 . . 306 0.33 "26-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 151 . . 355 0.539 "30-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 155 . . 436 0.777 "03-JUN-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 160 . . 544 0.95 "08-JUN-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 16 164 . . 606 1 "12-JUN-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Aspen" 16 136 1 0.304 188 . "15-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/ "Populus, gradidentata/tremuloides" "Aspen" 16 136 2 0.09 188 . "15-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 139 1 0.554 231 . "18-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 139 2 0.382 231 . "18-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 145 1 0.739 300 . "24-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 145 2 0.809 300 . "24-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 148 1 0.891 306 . "27-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 148 2 0.843 306 . "27-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 152 1 0.967 376 . "31-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 152 2 0.888 376 . "31-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 161 1 1 554 . "09-JUN-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 16 161 2 1 554 . "09-JUN-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Mountain Maple" 93 138 . . 223 0.015 "17-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 93 145 . . 300 0.046 "24-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 93 148 . . 306 0.152 "27-MAY-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 93 153 . . 394 0.381 "01-JUN-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 93 157 . . 486 0.799 "05-JUN-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 93 160 . . 544 0.91 "08-JUN-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Mountain Maple" 93 164 . . 606 1 "12-JUN-1984" "ACSP" "Maple, Mountain" "Acer Spicatum" "Beaked Hazelnut" 93 132 . . 153 0.009 "11-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 93 136 . . 188 0.02 "15-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 93 138 . . 223 0.079 "17-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 93 145 . . 300 0.16 "24-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 93 148 . . 306 0.186 "27-MAY-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 93 153 . . 394 0.393 "01-JUN-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 93 157 . . 486 0.86 "05-JUN-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 93 160 . . 544 0.964 "08-JUN-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Beaked Hazelnut" 93 164 . . 606 1 "12-JUN-1984" "COCO" "Hazelnut, Beaked" "Corylus Cornuta" "Aspen" 93 137 1 0 208 . "16-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 137 2 0 208 . "16-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 139 1 0.123 231 . "18-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 139 2 0.068 231 . "18-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 146 1 0.189 302 . "25-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 146 2 0.205 302 . "25-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 149 1 0.557 308 . "28-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 149 2 0.466 308 . "28-MAY-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 155 1 0.962 436 . "03-JUN-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 155 2 0.966 436 . "03-JUN-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 161 1 1 554 . "09-JUN-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides" "Aspen" 93 161 2 1 554 . "09-JUN-1984" "POGR/POTR" "Aspen, Mixed Big-Tooth/Trembling" "Populus, gradidentata/tremuloides"
Data are sorted by species code (speccode) and study site (site_id) and observation date (obs_datc). Key fields in each record are site_id, speccode and obs_datc. Records with speccode = "Aspen" were mixed aspen in this data set; the species common name and Latin name are "Aspen, Mixed Big-Tooth/Trembling" and "Populus, gradidentata/tremuloides", respectively, to represent the mixed classification. Neither of these mixed classifications is included in the Species Reference File, though each individual classification is included as a distinct entry (e.g. "Aspen, Trembling" and "Aspen, Big-Tooth").
This data set consists of a single ASCII file containing a leaf expansion value for each species at each site on a particular observation date.
A general description of data granularity as it applies to the IMS appears in the EOSDIS Glossary.
The data files associated with this data set consist of numeric and character fields of varying lengths aligned in columns. The first row of each data file contains the 8 character SAS variable name that links to the data format definition file. Character fields are enclosed in double quotes and numeric fields are listed without quotes.
Missing data values can be of two varieties:
Not available.
Not available.
Not available.
Not available.
Not available.
Not available.
The Superior National Forest data were received from the Goddard Space Flight Center in three media:
Data from both electronic sources were input into SAS by ORNL DAAC data management staff and compared using computer code developed to process the SNF data. In many cases, the data values from both sources were found to be identical. In some cases, however, differences were identified and the providers of the data were consulted to resolve inconsistencies.
Additionally, some variable columns were available in one source, but not the other for various reasons. For example, some calculated variables/columns were provided in the ASCII files (reflecting the Tech Memo tables) that were not stored in the Oracle database for purposes of space conservation.
For similar reasons, coded values were used for many of the site and species identifier variables. A separate reference table was provided to link the coded variable with its definition (e.g., the SPECIES_REF file and the SITE_REF file).
The database produced by the ORNL DAAC is a hybrid product that is a composite of data and information extracted from all three source media. In data sets where coded variables were included, the code definition variables have been added to improve usability of the data set as a stand-alone product.
Therefore the ASCII files that are available through the ORNL DAAC on-line search and order systems are output from a data set that is a product of the essential core of numeric data provided by the data source (GSFC), augmented with additional descriptive information provided by GSFC and reorganized by the ORNL DAAC into a data structure consistent with other similar data sets maintained by the ORNL DAAC.
Not available.
This data set can be used to improve our understanding of the relationship between remotely sensed observations and important biophysical parameters in the boreal forest. A key element of the experiment was the development of methodologies to measure forest stand characteristics to determine values of importance to both remote sensing and ecology.
None available at this revision.
Not available.
ORNL DAAC User Services
Oak Ridge National Laboratory
Telephone: (865) 241-3952
Fax: (865) 574-4665
E-mail: ornldaac@ornl.gov
ORNL Distributed Active Archive Center
Oak Ridge National Laboratory
Telephone: (865) 241-3952
Fax: (865) 574-4665
E-mail: ornldaac@ornl.gov
Users may order data by telephone, electronic mail, or fax. Data are available via FTP or on CD-ROM. Data are also available via the World Wide Web at http://daac.ornl.gov.
The Superior National Forest Data are available from the ORNL DAAC. Please contact the ORNL DAAC User Services Office for the most current information about these data.
Available via FTP or on CD-ROM.
Not available.
Contact the ORNL DAAC, Oak Ridge, Tennessee (see the Data Center Identification Section).
A general glossary is located at EOSDIS Glossary.
A general list of acronyms is available at http://cdiac.ornl.gov/pns/acronyms.html.
October 10, 1996 (citation revised September 23, 2002)
February 6, 1997.
ORNL- SNF_LEAF_EXP.
Please cite this data set as follows (citation revised September 23, 2002):
Hall, F. G., K. F. Huemmrich, D. E. Strebel, S. J. Goetz, J. E. Nickeson, and K. D. Woods. 1996. SNF Forest Phenology/Leaf Expansion Data. [Superior National Forest Forest Phenology/Leaf Expansion Data]. Data set. Available on-line [http://daac.ornl.gov] from Oak Ridge National Laboratory Distributed Active Archive Center, Oak Ridge, Tennessee, U.S.A. doi:10.3334/ORNLDAAC/180.
Based on F. G. Hall, K. F. Huemmrich, D. E. Strebel, S. J. Goetz, J. E. Nickeson, and K. D. Woods, Biophysical, Morphological, Canopy Optical Property, and Productivity Data from the Superior National Forest, NASA Technical Memorandum 104568, National Aeronautics and Space Administration, Goddard Space Flight Center, Greenbelt, Maryland, U.S.A., 1992.