Documentation Revision Date: 2023-11-17
Dataset Version: 1
Summary
This dataset includes 10 data files in comma-separated values (.csv) and one file in .zip format holding plot photos.
Citation
Huemmrich, K.F., and J.A. Gamon. 2023. Spectral Reflectance and Ancillary Data, Tundra Transect, North Slope, AK, 2000-2022. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/2232
Table of Contents
- Dataset Overview
- Data Characteristics
- Application and Derivation
- Quality Assessment
- Data Acquisition, Materials, and Methods
- Data Access
- References
Dataset Overview
Measurements were made along a 100-m transect aligned mainly in an east-west direction, located approximately 300 m southeast of the NOAA GML baseline observatory near Utqiagvik, Alaska. Reflectance measurements were collected at nearly weekly intervals through the growing seasons of 2000 to 2002 to describe characteristics of green-up, peak growth, and senescence. Reflectance measurements were also collected once near peak growth in 2022. Ancillary measurements were collected at intervals through the 2001 and 2002 growing seasons.
Project: Arctic-Boreal Vulnerability Experiment
The Arctic-Boreal Vulnerability Experiment (ABoVE) is a NASA Terrestrial Ecology Program field campaign being conducted in Alaska and western Canada, for 8 to 10 years, starting in 2015. Research for ABoVE links field-based, process-level studies with geospatial data products derived from airborne and satellite sensors, providing a foundation for improving the analysis, and modeling capabilities needed to understand and predict ecosystem responses to, and societal implications of, climate change in the Arctic and Boreal regions.
Related dataset
Huemmrich, K.F., and J.A. Gamon. 2022. Tundra Plant Reflectance, CO2 Exchange, PAM Fluorometry, and Pigments, AK, 2001-2002. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1960
- Measurements of plots of tundra vegetation collected in conjunction with the transect measurements.
Acknowledgement
This study was funded under the NASA ABoVE program (grant NNX17AC58A).
Data Characteristics
Study Area: 100-m transect aligned mainly in an east-west direction located approximately 300 m southeast of the NOAA GML baseline observatory near Utqiagvik, AK (BRW)
ABoVE Reference Locations
Domain: Core ABoVE
State/Territory: Alaska
Grid cells: Ah001v000, Bh008v001, Ch050v007
Spatial Resolution: Point measurements along a transect
Temporal Coverage: 2000-06-30 to 2022-08-08
Temporal Resolution: Measurements made during the growing season
Site Boundaries: Latitude and longitude are given in decimal degrees.
Site | Westernmost Longitude | Easternmost Longitude | Northernmost Latitude | Southernmost Latitude |
---|---|---|---|---|
transect near Utqiagvik, AK | -156.604369 | -156.601561 | 71.322071 | 71.321974 |
Data file information
This dataset includes 10 data files in comma-separated values (.csv) format and one file in .zip format with plot photos.
Missing numeric data are -9999 in all files. Missing text data are "NA" in all files. In Tram_Transect_SoilTemp.csv, -8888 indicates ice.
Table 1. File names and descriptions.
File name | Description |
---|---|
Tram_Transect_Reflectance_YYYY.csv | Four spectral reflectance files interpolated to 1-nm intervals where YYYY = 2000, 2001, 2002, or 2022 |
Tram_Transect_Elevation.csv | Ground elevation data relative to meter one (western end) of the transect (assigned a value of one meter elevation) |
Tram_Transect_SurfTemp.csv | Surface temperature data measured using Everest IR thermometer |
Tram_Transect_SoilTemp.csv | Soil temperature data at 5-cm depth |
Tram_Transect_ThawDepth.csv | Thaw depth data (active layer depth) measured in 2001 and 2002 mainly during June, July, and August approximately every three days |
Tram_Transect_fAPAR.csv | The fraction of photosynthetically active radiation (fAPAR) absorbed by the standing vegetation, measured with a mini light bar |
Tram_Transect_VegetationCover.csv | Estimated percent cover of vegetation and standing water |
Plot_Photos.zip-contains files named YYMMDDMeterXX.jpeg | Photos of every meter along the transect where the first set of digits are the date (YYMMDD) and XX is the location of the photo in meters from the western end of the transect. All photos were taken of areas on the south side of the transect where reflectance measurements were collected |
Variables in the .csv files
Table 2. Variables in the four reflectance files: Tram_Transect_Reflectance_2000.csv, Tram_Transect_Reflectance_2001.csv, Tram_Transect_Reflectance_2002.csv, and Tram_Transect_Reflectance_2022.csv
Variable | Units | Description |
---|---|---|
date | YYYY-MM-DD | Date |
time_adt | hh:mm:ss | Start time of measurements in Alaska Daylight Time (UTC - 8 h) |
location | m | Position along the transect starting from the western end of the transect |
rfl_400 - rfl_1000 | 1 | Spectral reflectance interpolated to 1-nm intervals; the numbers in the column names refer to the wavelengths in nm |
notes | - | Comments on the measurements |
Table 3. Variables in the file Tram_Transect_Elevation.csv
Variable | Units | Description |
---|---|---|
date | YYYY-MM-DD | Date |
location | m | Position along the transect starting from the western end of the transect |
relative_elevation | cm | Elevation of ground surface relative to meter one of the transect |
Table 4. Variables in the file Tram_Transect_SurfTemp.csv
Variable | Units/format | Description |
---|---|---|
location | m | Position along the transect starting from the western end of the transect |
surface_temp_YYYYMMDD | degrees C | Date surface temperature was measured using Everest IR thermometer |
Table 5. Variables in the file Tram_Transect_SoilTemp.csv. Note: -8888 indicates ice.
Variable | Units/format | Description |
---|---|---|
location | m | Position along the transect starting from the western end of the transect |
soil_temp_5cm_YYYYMMDD | degrees C | Date of soil temperature measurements made at 5-cm depth |
Table 6. Variables in the file Tram_Transect_ThawDepth.csv
Variable | Units/format | Description |
---|---|---|
location | m | Position along the transect starting from the western end of the transect |
thaw_depth_YYYYMMDD | cm | Thaw depth (active layer depth) measured in 2001 and 2002 mainly during June, July, and August approximately every three days. There are eight measurements only in 2001: one on June 16, two in July, and five in August. Measurements for 2002 begin June 9 and end September 1. Measurements were made using a metal rod graduated in centimeter intervals |
Table 7. Variables in the file Tram_Transect_fAPAR.csv. Notes on the vegetation color are included for certain dates.
Variable | Units/format | Description |
---|---|---|
location | m | Position along the transect starting from the western end of the transect |
total_fAPAR_YYYYMMDD | 1 | Total fraction of absorbed photosynthetically active radiation (fAPAR) where YYYYMMDD is one of 20010616, 20010627, 20010706, 20010711, 20010721, and 20010725 |
notes_total_fAPAR_YYYYMMDD | - | Notes for the dates 20010627, 20010721, and 20010725 |
Table 8. Variables in the file Tram_Transect_VegetationCover.csv
Variable | Units | Description |
---|---|---|
date | YYYY-MM-DD | Date |
location | m | Position along the transect starting from the western end of the transect |
green_cover | percent | Percent cover of green plants |
graminoid_cover | percent | Percent cover of graminoids |
other_vascular_plant_cover | percent | Percent cover of other vascular plants (i.e., nongraminoids) |
total_vascular_plant_cover | percent | Percent cover of all vascular plants |
moss_cover | percent | Percent cover of mosses |
lichen_cover | percent | Percent cover of lichens |
bare_ground_cover | percent | Percent cover of bare ground |
standing_dead_vegetation_cover | percent | Percent cover of standing dead plants |
standing_water_cover | percent | Percent cover of standing water |
moss_fraction_tiny_carpet_moss | percent | Percent of moss cover that are tiny carpet mosses |
moss_fraction_carpet_moss | percent | Percent of moss cover that are carpet mosses |
moss_fraction_Polytrichum | percent | Percent of moss cover that are Polytrichum spp. |
moss_fraction_dark_brown_moss | percent | Percent of moss cover that are dark brown mosses |
moss_fraction_brown_curly_moss | percent | Percent of moss cover that are brown curly mosses |
moss_fraction_sphagnum_moss | percent | Percent of moss cover that are Sphagnum spp. |
moss_fraction_gold_brown_moss | percent | Percent of moss cover that are gold-brown mosses |
moss_fraction_fuzzy_gold_brown_moss | percent | Percent of moss cover that are fuzzy gold-brown mosses |
lichen_fraction_D_arctica | percent | Percent of lichen cover that are Dactylina arctica |
lichen_fraction_C_cucullatta | percent | Percent of lichen cover that are Cetraria cucullata |
lichen_fraction_C_nivalis | percent | Percent of lichen cover that are Cetraria nivalis |
lichen_fraction_Cetraria | percent | Percent of lichen cover that are Cetraria spp. |
lichen_fraction_T_subuliformis | percent | Percent of lichen cover that are Thamnolia subuliformis |
lichen_fraction_S_globosus | percent | Percent of lichen cover that are Sphaerophorus globosus |
lichen_fraction_A_nigricans | percent | Percent of lichen cover that are Alectoria nigricans |
lichen_fraction_C_uncialis | percent | Percent of lichen cover that are Cladonia uncialis |
lichen_fraction_Cladonia_finger | percent | Percent of lichen cover that are Cladonia spp. With finger growth form |
lichen_fraction_Cladonia_cups | percent | Percent of lichen cover that are Cladonia spp. With cup growth form |
lichen_fraction_Cladonia_red_brown | percent | Percent of lichen cover that are Cladonia spp. That are red-brown |
lichen_fraction_O_frigida | percent | Percent of lichen cover that are Ochrolechia frigida |
lichen_fraction_yellow_stick | percent | Percent of lichen cover that are yellow stick lichens |
lichen_fraction_Pertusaria | percent | Percent of lichen cover that are Pertusaria spp. |
graminoid_fraction_E_angustifolium | percent | Percent of graminoid cover that are Eriophorum angustifolium |
graminoid_fraction_E_vaginatum | percent | Percent of graminoid cover that are Eriophorum vaginatum |
graminoid_fraction_E_russeolum | percent | Percent of graminoid cover that are Eriophorum russeolum |
graminoid_fraction_L_arctica | percent | Percent of graminoid cover that are Luzula arctica |
graminoid_fraction_L_confusa | percent | Percent of graminoid cover that are Luzula confusa |
graminoid_fraction_P_arctica | percent | Percent of graminoid cover that are Poa arctica |
graminoid_fraction_D_fisheri | percent | Percent of graminoid cover that are Duptonia fisheri |
graminoid_fraction_A_latifolia | percent | Percent of graminoid cover that are Arctagrostis latifolia |
graminoid_fraction_C_aquatilis | percent | Percent of graminoid cover that are Carex aquatilis |
other_vascular_plant_fraction_R_nivalis | percent | Percent of other vascular plant cover that are Ranunculus nivalis |
other_vascular_plant_fraction_S_rotundifolia | percent | Percent of other vascular plant cover that are Salix rotundifolia |
other_vascular_plant_fraction_P_frigidus | percent | Percent of other vascular plant cover that are Petasites frigidus |
other_vascular_plant_fraction_P_hyparctica | percent | Percent of other vascular plant cover that are Potentilla hyparctica |
other_vascular_plant_fraction_C_officinalis | percent | Percent of other vascular plant cover that are Cochlearia officinalis |
other_vascular_plant_fraction_S_hieracifolia | percent | Percent of other vascular plant cover that are Saxifraga hieracifolia |
other_vascular_plant_fraction_V_vitis-idaea | percent | Percent of other vascular plant cover that are Vaccinium vitis-idaea |
other_vascular_plant_fraction_P_macounii | percent | Percent of other vascular plant cover that are Papaver macounii |
other_vascular_plant_fraction_S_atropupureus | percent | Percent of other vascular plant cover that are Senecio atropupureus |
other_vascular_plant_fraction_S_cernua | percent | Percent of other vascular plant cover that are Saxifraga cernua |
notes | Includes estimation of percent of plants that have turned red in the post-peak period |
Application and Derivation
The objective of this study was to examine spatial and seasonal variations in spectral reflectance as it varies across the tundra landscape and how it is related to vegetation and environmental characteristics.
Quality Assessment
The Unispec instrument has a spectral resolution of approximately 3 nm, and the processed reflectance spectra were interpolated to 1-nm bands. The reflectance curve often has spikes over wavelengths between 759 and 766 nm, most likely due to the effect of the atmospheric O2 absorption band in that spectral region. These spikes have not been removed from this dataset.
Thaw depth can be underestimated due to the rod hitting a rock instead of the permafrost.
Coverage of bare ground and standing dead plants was estimated.
Data Acquisition, Materials, and Methods
Site Description
The 100-m transect (endpoint latitude-longitude coordinates: 71.321974° N, -156.604369° E and 71.322071° N, -156.601561° E) aligned mainly in an east-west direction was located approximately 300 m southeast of the NOAA GML baseline observatory near Utqiagvik, AK (BRW) in a landscape of wet sedge wetland tundra patterned ground with high centered polygons producing microtopographic variations between troughs and the higher polygon centers.
Measurement Frequency
Reflectance measurements were collected at nearly weekly intervals through the growing seasons of 2000 to 2002 to describe characteristics of green-up, peak growth, and senescence. Reflectance measurements were also collected once near peak growth in 2022. Ancillary measurements were collected at intervals through the 2001 and 2002 growing seasons.
Measurement Methods
Spectral Reflectance
Visible-near infrared spectral reflectance measurements were collected at 1-m intervals along the 100-m transect using a dual channel spectroradiometer (Unispec DC, PP Systems, Amesbury MA, USA). This spectrometer has two fiber-optic cables, one with a diffuser head viewing upward and the other pointing vertically downward to view the ground. Each measurement simultaneously collects both reflected radiance and incident irradiance. By collecting incident and reflected radiance at the same time data from this dual-detector spectrometer were able to account for changing light conditions.
Measurements were collected of a white reference standard (Spectralon, LabSphere, North Sutton, New Hampshire, USA) to produce a cross-calibration between the measured incident and reflected radiance used to calculate reflectance.
When the dual-detector spectrometer was not available, reflectance was sampled by a single-detector spectrometer (UniSpec SC, PP Systems, Amesbury MA), and reflectance calculated by dividing the surface radiance against the radiance of the same reference panel.
The Unispec instrument has a spectral resolution of approximately 3 nm, and the processed reflectance spectra were interpolated to 1-nm bands. The reflectance curve often has spikes over wavelengths between 759 and 766 nm, most likely due to the effect of the atmospheric O2 absorption band in that spectral region. These spikes have not been removed from this dataset.
Spectrometer measurements viewed the area to the south of the transect with a nadir view. In 2000 and 2001, a track was constructed along the transect with the track positioned less than a meter above the ground. In these years, reflectance data were collected from a tram cart that ran along the tracks and carried the spectrometer with the fiber optics suspended in a vertical (nadir) position over the targets resulting in an approximately 0.8-m diameter field of view. The track was marked at meter intervals for accurate spatial location of repeat measurements. The tram tracks were not installed for the 2002 and 2022 measurements. For these measurements, a 100-m tape measure was extended along the transect to locate points and the spectrometer measurements were collected by a person carrying the spectrometer (Gamon et al., 2013).
Surface Temperature
In 2001 and 2002, surface temperatures were measured using a handheld Everest Infrared Thermometer (Everest Interscience Inc., Chino Hills, CA). One measurement was collected at every meter along the transect.
Thaw Depth
In 2001 and 2002, thaw depth (or active layer depth) was measured using a metal rod graduated in centimeter intervals. The rod was inserted into the ground until stopped by a frozen layer of soil and the depth was read off the rod and recorded in a notebook. Thaw depth can be underestimated due to the rod hitting a rock instead of the permafrost.
Soil Temperatures
Only collected in 2002, soil temperatures were measured at 5-cm depth using a temperature probe. The temperatures were recorded to the nearest °C.
fAPAR
fAPAR was only collected in 2001. To determine total fAPAR, a series of photosynthetically active radiation (PAR) measurements were made using a custom-made “light bar” consisting of a linear array of GaAsP sensors (G1118 Hamamatsu Corp., Bridgewater, N.J) mounted within an aluminum U-bar under a white plastic diffuser. The size of this light bar (1 cm wide × 1 cm deep × 10 cm long) was specifically chosen to fit under the low tundra vegetation canopy. A datalogger (LI-1000, LI-COR, Lincoln, NE, USA) was used to read the PAR values from the light bar sensor array. The light bar was held horizontally above the canopy approximately 30 cm above the ground with the sensors looking downward to measure the reflected PAR (Qr), then flipped over to measure incident PAR (Qin). Due to the low stature of the canopy, and the dark understory surface (typically covered by moss or a thin layer of standing water), it was difficult to obtain a measurable value of the PAR reflected from the ground under the canopy (Qrb), and this value was found to be negligible so set to zero in the calculation of fAPAR. The PAR transmitted through the canopy (Qt) was measured by placing the light bar at ground level under the vascular plant canopy. Three repetitions of Qt were made at each meter along the transect and averaged. fAPAR was then calculated as:
fAPAR = (Qin – Qr – Qt)/Qin
The fAPAR measurements were collected under cloudy (diffuse light) conditions.
Microtopography
The microtopography along the transect was measured on June 23, 2001. The distance from the tram track to the ground was measured at every meter using a tape measure along with the angle of horizontal of the track using a digital level. The ground elevation relative to meter 1 (western end) of the transect (assigned a value of 1 meter elevation) was calculated as the measured distance from the track to the ground adjusted by the cumulative variation of the track elevation derived from the angle measurements.
Vegetation Cover Descriptions
Three times in 2001 vegetation cover was described for every meter along the transect. An early season (pre-peak) cover description was made June 28-30, peak season cover on August 6-11, and a late season (post-peak) cover September 2-4, 2001. Sampling was done by laying a one meter by one meter quadrat every meter along the transect. The percentage cover was estimated in that square meter. The primary aim of these measurements was to describe the coverage of different plant functional types (PFT). The functional type groups were: lichen, moss, and vascular plants, which was divided up into graminoids and other vascular plants. In addition, coverage of bare ground and standing dead plants was estimated. For the peak and post-peak cover of standing water was also explicitly described, for pre-peak observations standing water cover was qualitatively given in the comments. In the post-peak data, a specific estimation of the coverage of plants that had changed color (%red) was included in notes. Total cover can be greater than 100% due to the three dimensional structure of the plant canopies.
The PFT coverage was further broken down by species fractions of each PFT cover. Species identification, particularly for lichens and mosses, was difficult so many of the species’ descriptions are simply physical descriptions of the plants.
Data Access
These data are available through the Oak Ridge National Laboratory (ORNL) Distributed Active Archive Center (DAAC).
Spectral Reflectance and Ancillary Data, Tundra Transect, North Slope, AK, 2000-2022
Contact for Data Center Access Information:
- E-mail: uso@daac.ornl.gov
- Telephone: +1 (865) 241-3952
References
Gamon, J.A., K.F. Huemmrich, R.S. Stone, and C.E. Tweedie. 2013. Spatial and temporal variation in primary productivity (NDVI) of coastal Alaskan tundra: Decreased vegetation growth following earlier snowmelt. Remote sensing of environment, 129, 144-153. https://doi.org/10.1016/j.rse.2012.10.030
Huemmrich, K.F., and J.A. Gamon. 2022. Tundra Plant Reflectance, CO2 Exchange, PAM Fluorometry, and Pigments, AK, 2001-2002. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1960