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In no event and under no legal theory, + whether in tort (including negligence), contract, or otherwise, + unless required by applicable law (such as deliberate and grossly + negligent acts) or agreed to in writing, shall any Contributor be + liable to You for damages, including any direct, indirect, special, + incidental, or consequential damages of any character arising as a + result of this License or out of the use or inability to use the + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + Copyright (c) 2022 California Institute of Technology (“Caltech”) U.S. + Government sponsorship acknowledged, and United States Government as + represented by the Administrator of the National Aeronautics and Space + Administration. + + All rights reserved. + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/config.yml b/config.yml index 4d6416d..f90a1e9 100644 --- a/config.yml +++ b/config.yml @@ -7,8 +7,6 @@ DATASETS: - cci_biomass_sd - gedi_l4b - gedi_l4b_se - - nasa_jpl - - nasa_jpl_se - paraguay_forest_mask - paraguay_tree_cover - paraguay_estimated_biomass @@ -27,5 +25,4 @@ PRODUCTS: - cci_biomass - gedi_l4b - icesat2_boreal - - nasa_jpl - nceo_africa diff --git a/country_pilots/japan/country_pilot.json b/country_pilots/japan/country_pilot.json index df211b7..71924ed 100644 --- a/country_pilots/japan/country_pilot.json +++ b/country_pilots/japan/country_pilot.json @@ -43,11 +43,8 @@ { "id": "cci_biomass" }, - { - "id": "nasa_jpl" - }, { "id": "gedi_l4b" } ] -} \ No newline at end of file +} diff --git a/country_pilots/japan/summary.html b/country_pilots/japan/summary.html index d4f31d9..eeadd61 100644 --- a/country_pilots/japan/summary.html +++ b/country_pilots/japan/summary.html @@ -15,7 +15,7 @@

- As part of the biomass harmonization collaboration, JAXA provides the global ALOS (for the time period 2007-2010) and ALOS-2 (2015-present) radar imagery that constitute the key input data for the CCI Biomass, JPL, and NCEO Africa biomass products. + As part of the biomass harmonization collaboration, JAXA provides the global ALOS (for the time period 2007-2010) and ALOS-2 (2015-present) radar imagery that constitute the key input data for the CCI Biomass and NCEO Africa biomass products.

@@ -24,4 +24,4 @@ Figure 1: Locations of forest inventory sites in Japan (sub-set) obtained from the Ministry of Environment "Monitoring Site 1000" project, overlaid on an ALOS-2 PALSAR-2 radar mosaic image (© JAXA 2020)
-
\ No newline at end of file + diff --git a/country_pilots/paraguay/country_pilot.json b/country_pilots/paraguay/country_pilot.json index e8f06d2..cf5c10c 100644 --- a/country_pilots/paraguay/country_pilot.json +++ b/country_pilots/paraguay/country_pilot.json @@ -52,11 +52,8 @@ { "id": "cci_biomass" }, - { - "id": "nasa_jpl" - }, { "id": "gedi_l4b" } ] -} \ No newline at end of file +} diff --git a/country_pilots/peru/country_pilot.json b/country_pilots/peru/country_pilot.json index a075743..8a4ac47 100644 --- a/country_pilots/peru/country_pilot.json +++ b/country_pilots/peru/country_pilot.json @@ -43,9 +43,6 @@ { "id": "cci_biomass" }, - { - "id": "nasa_jpl" - }, { "id": "gedi_l4b" } diff --git a/country_pilots/solomon_islands/country_pilot.json b/country_pilots/solomon_islands/country_pilot.json index 0ac9667..f588896 100644 --- a/country_pilots/solomon_islands/country_pilot.json +++ b/country_pilots/solomon_islands/country_pilot.json @@ -43,11 +43,8 @@ { "id": "cci_biomass" }, - { - "id": "nasa_jpl" - }, { "id": "gedi_l4b" } ] -} \ No newline at end of file +} diff --git a/country_pilots/wales/country_pilot.json b/country_pilots/wales/country_pilot.json index b2fc07f..ae19614 100644 --- a/country_pilots/wales/country_pilot.json +++ b/country_pilots/wales/country_pilot.json @@ -43,11 +43,8 @@ { "id": "cci_biomass" }, - { - "id": "nasa_jpl" - }, { "id": "gedi_l4b" } ] -} \ No newline at end of file +} diff --git a/datasets/CCI_BIOMASS.json b/datasets/CCI_BIOMASS.json index 0fbbc5b..ab925d4 100644 --- a/datasets/CCI_BIOMASS.json +++ b/datasets/CCI_BIOMASS.json @@ -9,7 +9,7 @@ "source": { "type": "raster", "tiles": [ - "https://titiler.maap-project.org/mosaics/f343756d-bf15-4095-a8f3-f4fcbb26b5f9/tiles/{z}/{x}/{y}?rescale=0,400&bidx=1&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" + "https://titiler-pgstac.maap-project.org/mosaic/4f2b21b1d359e0169117e84c35ed5f7d/tiles/{z}/{x}/{y}?assets=estimates&rescale=0,400&bidx=1&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" ] }, "legend": { diff --git a/datasets/CCI_BIOMASS_SD.json b/datasets/CCI_BIOMASS_SD.json index 18db9cc..ecc44fa 100644 --- a/datasets/CCI_BIOMASS_SD.json +++ b/datasets/CCI_BIOMASS_SD.json @@ -9,7 +9,7 @@ "source": { "type": "raster", "tiles": [ - "https://titiler.maap-project.org/mosaics/f343756d-bf15-4095-a8f3-f4fcbb26b5f9/tiles/{z}/{x}/{y}?rescale=0,500&bidx=2&colormap_name=reds&color_formula=gamma r {gamma}" + "https://titiler-pgstac.maap-project.org/mosaic/4f2b21b1d359e0169117e84c35ed5f7d/tiles/{z}/{x}/{y}?assets=standard_deviation&rescale=0,500&bidx=2&colormap_name=reds&color_formula=gamma r {gamma}" ] }, "legend": { diff --git a/datasets/GEDI_L4B.json b/datasets/GEDI_L4B.json index b91f058..11b62c6 100644 --- a/datasets/GEDI_L4B.json +++ b/datasets/GEDI_L4B.json @@ -9,7 +9,7 @@ "source": { "type": "raster", "tiles": [ - "https://titiler.dit.maap-project.org/cog/tiles/{z}/{x}/{y}.png?url=s3://ornl-cumulus-prod-protected/gedi/GEDI_L4B_Gridded_Biomass/data/GEDI04_B_MW019MW138_02_002_05_R01000M_MU.tif&rescale=0,400&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" + "https://titiler.maap-project.org/cog/tiles/{z}/{x}/{y}.png?url=s3://ornl-cumulus-prod-protected/gedi/GEDI_L4B_Gridded_Biomass_V2_1/data/GEDI04_B_MW019MW223_02_002_02_R01000M_MU.tif&rescale=0,400&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" ] }, "legend": { diff --git a/datasets/GEDI_L4B_SE.json b/datasets/GEDI_L4B_SE.json index 63beb54..b9ef47c 100644 --- a/datasets/GEDI_L4B_SE.json +++ b/datasets/GEDI_L4B_SE.json @@ -9,7 +9,7 @@ "source": { "type": "raster", "tiles": [ - "https://titiler.dit.maap-project.org/cog/tiles/{z}/{x}/{y}.png?url=s3://ornl-cumulus-prod-protected/gedi/GEDI_L4B_Gridded_Biomass/data/GEDI04_B_MW019MW138_02_002_05_R01000M_SE.tif&rescale=0,310&colormap_name=reds&color_formula=gamma r {gamma}" + "https://titiler.maap-project.org/cog/tiles/{z}/{x}/{y}.png?url=s3://ornl-cumulus-prod-protected/gedi/GEDI_L4B_Gridded_Biomass_V2_1/data/GEDI04_B_MW019MW223_02_002_02_R01000M_SE.tif&rescale=0,310&colormap_name=reds&color_formula=gamma r {gamma}" ] }, "legend": { diff --git a/datasets/ICESat2_boreal_biomass.json b/datasets/ICESat2_boreal_biomass.json index 104ca93..9cc8786 100644 --- a/datasets/ICESat2_boreal_biomass.json +++ b/datasets/ICESat2_boreal_biomass.json @@ -10,7 +10,7 @@ "type": "raster", "minzoom": 7, "tiles": [ - "https://titiler.maap-project.org/mosaics/e7027568-3a10-472d-a96b-3d0c81aadc6d/tiles/{z}/{x}/{y}.png?bidx=1&rescale=0,400&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" + "https://titiler.maap-project.org/mosaics/cb39d9f9-4b7b-4812-a350-629f9f27fa3a/tiles/{z}/{x}/{y}.png?bidx=1&rescale=0,400&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" ] }, "legend": { diff --git a/datasets/ICESat2_boreal_biomass_reduced.json b/datasets/ICESat2_boreal_biomass_reduced.json index 79d955a..29153d8 100644 --- a/datasets/ICESat2_boreal_biomass_reduced.json +++ b/datasets/ICESat2_boreal_biomass_reduced.json @@ -10,7 +10,7 @@ "type": "raster", "maxzoom": 7, "tiles": [ - "https://titiler.maap-project.org/cog/tiles/{z}/{x}/{y}.png?url=s3://maap-ops-workspace/shared/nathanmthomas/DPS_tile_lists/AGB/c2020/map_boreal_2022_rh_noground_v4/AGB_tindex_average_4500m.tif&bidx=1&rescale=0,400&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" + "https://titiler.maap-project.org/cog/tiles/{z}/{x}/{y}.png?url=s3://nasa-maap-data-store/file-staging/dashboard-datasets/icesat2-boreal/AGB_tindex_average_4500m.tif&bidx=1&rescale=0,400&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" ] }, "legend": { diff --git a/datasets/ICESat2_boreal_biomass_se.json b/datasets/ICESat2_boreal_biomass_se.json index 4562e4b..d27ddea 100644 --- a/datasets/ICESat2_boreal_biomass_se.json +++ b/datasets/ICESat2_boreal_biomass_se.json @@ -10,7 +10,7 @@ "type": "raster", "minzoom": 8, "tiles": [ - "https://titiler.maap-project.org/mosaics/e7027568-3a10-472d-a96b-3d0c81aadc6d/tiles/{z}/{x}/{y}.png?bidx=2&rescale=0%2C20&colormap_name=reds&color_formula=gamma r {gamma}" + "https://titiler.maap-project.org/mosaics/cb39d9f9-4b7b-4812-a350-629f9f27fa3a/tiles/{z}/{x}/{y}.png?bidx=2&rescale=0%2C20&colormap_name=reds&color_formula=gamma r {gamma}" ] }, "legend": { diff --git a/datasets/nasa_jpl.json b/datasets/nasa_jpl.json deleted file mode 100644 index 007fb0e..0000000 --- a/datasets/nasa_jpl.json +++ /dev/null @@ -1,36 +0,0 @@ -{ - "id": "nasa_jpl", - "name": "NASA JPL Global Above Ground Biomass Mean Prediction 2020", - "type": "raster", - "swatch": { - "color": "#189C54", - "name": "Dark Green" - }, - "source": { - "type": "raster", - "tiles": [ - "https://titiler.maap-project.org/mosaics/f0e6f941-4e50-46b3-9463-11b3c2181662/tiles/{z}/{x}/{y}?bidx=1&max_size=1024&resampling_method=nearest&rescale=0,400&return_mask=true&colormap_name=gist_earth_r&color_formula=gamma r {gamma}" - ] - }, - "legend": { - "type": "gradient-adjustable", - "min": 0, - "max": 400, - "units": "Mg/ha", - "stops": [ - "#fdfbfb", - "#e3c3b5", - "#c9a87a", - "#bab060", - "#9db059", - "#76a652", - "#45994a", - "#3a8c66", - "#2e7c7f", - "#1f567b", - "#0f2577", - "#000000" - ] - }, - "info": "Global aboveground biomass (AGB) density estimates (unit: Mg/ha) derived from a combination of Landsat-8 composites, ALOS-2 PALSAR-2 backscatter (2019-2020) data and SRTM DEM at 100m spatial resolution, trained with samples from the spaceborne lidar data of ICESAT-1, airborne laser scanning (ALS) data, and field inventory data. The boosting tree machine learning model was applied to predict wall-to-wall AGB inferred from satellite data." -} diff --git a/datasets/nasa_jpl_se.json b/datasets/nasa_jpl_se.json deleted file mode 100644 index b34be93..0000000 --- a/datasets/nasa_jpl_se.json +++ /dev/null @@ -1,36 +0,0 @@ -{ - "id": "nasa_jpl_se", - "name": "NASA JPL Global Above Ground Biomass Mean Prediction 2020 SE", - "type": "raster", - "swatch": { - "color": "#c0392b", - "name": "Pomegranate" - }, - "source": { - "type": "raster", - "tiles": [ - "https://titiler.maap-project.org/mosaics/210e8e5d-35c0-4549-8fc1-2b2145ad6ecf/tiles/{z}/{x}/{y}?bidx=1&max_size=1024&resampling_method=nearest&rescale=0,150&return_mask=true&colormap_name=reds&nodata=0&color_formula=gamma r {gamma}" - ] - }, - "legend": { - "type": "gradient-adjustable", - "min": 0, - "max": 150, - "units": "Mg/ha", - "stops": [ - "#fff5f0", - "#fee6da", - "#fdcfbc", - "#fcb498", - "#fc9676", - "#fb7959", - "#f7593f", - "#ec382b", - "#d21e20", - "#b61319", - "#940b13", - "#67000d" - ] - }, - "info": "The uncertainty map in the AGB 2020 product was produced using quantile regression to calculate the lower- and upper-bound of the estimation for each pixel, such that the 2.5-percentile and 97.5-percentile of the AGB estimation were predicted. The error map was produced by assuming that the error distribution is Gaussian. Therefore 95% of the predictions are approximately ±2 SD." -} diff --git a/products/GEDI_L4B/summary.html b/products/GEDI_L4B/summary.html index 37f3849..e605a3d 100644 --- a/products/GEDI_L4B/summary.html +++ b/products/GEDI_L4B/summary.html @@ -2,10 +2,10 @@ The Global Ecosystem Dynamics Investigation (GEDI) L4B product provides 1 km estimates of mean aboveground biomass density (AGBD). NASA's GEDI mission is a full waveform lidar instrument aboard the ISS. It launched in December 2018 and has been collecting 3D Earth surface and vegetation samples of temperate and tropical forests since April, 2019. GEDI is the first satellite lidar designed specifically to measure vegetation structure and biomass, filling a critical data gap. Each laser illuminates ~25 m on the ground, and measures tree heights and volumes within those 25 m areas. GEDI estimates biomass by relating lidar measurements to biomass collected in forest plots across the globe.

- The GEDI L4B product provides 1 km x 1 km (1 km, hereafter) estimates of mean aboveground biomass density (AGBD) based on observations from mission week 19 starting on 2019-04-18 to mission week 138 ending on 2021-08-04. The GEDI L4A parametric footprint biomass models convert each high-quality waveform to an AGBD prediction, and the L4B algorithm uses the sample present within the borders of each 1 km cell to statistically infer mean AGBD and the standard error of the mean. The GEDI L4B product is 1 km spatial resolution and the gridding procedure is described in the GEDI L4B Algorithm Theoretical Basis Document (ATBD). Patterson et al. (2019) and Dubayah et al. (2022) describe the hybrid model-based mode of inference used, where estimates of the standard error of the mean account for both GEDI L4A modeling uncertainty and uncertainty related to how the 1 km cells are sampled by GEDI's observations (as opposed to making wall-to-wall observations). + The Global Ecosystem Dynamics Investigation (GEDI) L4B product provides 1 km x 1 km (1 km, hereafter) estimates of mean aboveground biomass density (AGBD) based on observations from mission week 19 starting on 2019-04-18 to mission week 223 ending on 2023-03-16. The GEDI L4A Footprint Biomass product converts each high-quality waveform to an AGBD prediction, and the L4B product uses the sample present within the borders of each 1 km cell to statistically infer mean AGBD. The gridding procedure is described in the GEDI L4B Algorithm Theoretical Basis Document (ATBD). Patterson et al. (2019) and describes the hybrid model-based mode of inference used in the L4B product. Corresponding 1 km estimates of the standard error of the mean are also provided in the L4B product. Uncertainty is due to both GEDI's sampling of the 1 km area (as opposed to making wall-to-wall observations) and the fact that L4A biomass values are modeled in a process subject to error instead of measured in a process that may be assumed to be error-free.

- For more information on how this product was made, visit: https://daac.ornl.gov/GEDI/guides/GEDI_L4B_Gridded_Biomass.html and https://ceos.org/gst/GEDI-biomass.html. + For more information on how this product was made, visit: https://daac.ornl.gov/GEDI/guides/GEDI_L4B_Gridded_Biomass_V2_1.html.

diff --git a/products/NASA_JPL/product.json b/products/NASA_JPL/product.json deleted file mode 100644 index e43274c..0000000 --- a/products/NASA_JPL/product.json +++ /dev/null @@ -1,50 +0,0 @@ -{ - "id": "nasa_jpl", - "label": "NASA JPL 2020", - "center": [ - 0.0, - 0.0 - ], - "polygon": { - "coordinates": [ - [ - [ - -180, - -90 - ], - [ - 180, - -90 - ], - [ - 180, - 90 - ], - [ - 180, - -90 - ], - [ - -180, - -90 - ] - ] - ], - "type": "Polygon" - }, - "bounding_box": [ - -180, - -90, - 180, - 90 - ], - "indicators": [], - "datasets": [ - { - "id": "nasa_jpl" - }, - { - "id": "nasa_jpl_se" - } - ] -} \ No newline at end of file diff --git a/products/NASA_JPL/summary.html b/products/NASA_JPL/summary.html deleted file mode 100644 index 4185cae..0000000 --- a/products/NASA_JPL/summary.html +++ /dev/null @@ -1,10 +0,0 @@ -

- The JPL 2020 map is the global aboveground biomass (AGB) density estimates (unit: Mg/ha) derived from a combination of Landsat-8 composites, ALOS PALSAR backscatter (2019-2020) data and SRTM DEM at 100m spatial resolution, trained with samples from the spaceborne lidar data of ICESAT-1, airborne laser scanning (ALS) data, and field inventory data. We applied the boosting tree machine learning model to predict wall-to-wall AGB inferred from satellite data. -

-

- The product shared on the Multi-Mission Algorithm and Analysis Platform (MAAP) is separated continentally, including Africa, Asia, Europe, N America, Oceania, and S America. One can merge the 6 files to obtain the global mosaic. -

-

Relevant Links:

- diff --git a/products/global/product.json b/products/global/product.json index b6d87d9..7f3cde2 100644 --- a/products/global/product.json +++ b/products/global/product.json @@ -49,11 +49,8 @@ { "id": "cci_biomass" }, - { - "id": "nasa_jpl" - }, { "id": "nceo_africa" } ] -} \ No newline at end of file +}