Monthly aggregated GLASS FAPAR V6 (250 m): 95th percentile monthly time-series (2021)
General Description The monthly aggregated Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) dataset is derived from 250m 8d GLASS V6 FAPAR. The data set is derived from Moderate Resolution Imaging Spectroradiometer (MODIS) reflectance and LAI data using several other FAPAR products (...
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ftzenodo:oai:zenodo.org:8392976 2023-10-29T02:32:14+01:00 Monthly aggregated GLASS FAPAR V6 (250 m): 95th percentile monthly time-series (2021) Yu-Feng Ho Xuemeng Tian Davide Consoli Julia Hackländer Tomislav Hengl 2023-10-02 https://zenodo.org/record/8392976 https://doi.org/10.5281/zenodo.8392976 eng eng info:eu-repo/grantAgreement/EC/HE/101059548/ doi:10.5281/zenodo.8392975 https://zenodo.org/record/8392976 https://doi.org/10.5281/zenodo.8392976 oai:zenodo.org:8392976 info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-sa/4.0/legalcode FAPAR global OEMC info:eu-repo/semantics/other dataset 2023 ftzenodo https://doi.org/10.5281/zenodo.839297610.5281/zenodo.8392975 2023-10-03T23:04:20Z General Description The monthly aggregated Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) dataset is derived from 250m 8d GLASS V6 FAPAR. The data set is derived from Moderate Resolution Imaging Spectroradiometer (MODIS) reflectance and LAI data using several other FAPAR products (MODIS Collection 6, GLASS FAPAR V5, and PROBA-V1 FAPAR) to generate a bidirectional long-short-term memory (Bi-LSTM) model to estimate FAPAR. The dataset time spans from March 2000 to December 2021 and provides data that covers the entire globe. The dataset can be used in many applications like land degradation modeling, land productivity mapping, and land potential mapping. The dataset includes: Long-term: Derived from monthly time-series. This dataset provides linear trend model for the p95 variable: (1) slope beta mean (p95.beta_m), p-value for beta (p95.beta_pv), intercept alpha mean (p95.alpha_m), p-value for alpha (p95.alpha_pv), and coefficient of determination R2 (p95.r2_m). Monthly time-series: Monthly aggregation with three standard statistics: (1) 5th percentile (p05), median (p50), and 95th percentile (p95). For each month, we aggregate all composites within that month plus one composite each before and after, ending up with 5 to 6 composites for a single month depending on the number of images within that month. Data Details Time period: March 2000 – December 2021 Type of data: Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) How the data was collected or derived: Derived from 250m 8 d GLASS V6 FAPAR using Python running in a local HPC. Cloudy pixels were removed and only positive values of water vapor were considered to compute the statistics. The time-series gap-filling and time-series analysis were computed using the Scikit-map Python package. Statistical methods used: for the long-term, Ordinary Least Square (OLS) of p95 monthly variable; for the monthly time-series, percentiles 05, 50, and 95. Limitations or exclusions in the data: The dataset does not include data for Antarctica. ... Dataset Antarc* Antarctica Zenodo |
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FAPAR global OEMC Yu-Feng Ho Xuemeng Tian Davide Consoli Julia Hackländer Tomislav Hengl Monthly aggregated GLASS FAPAR V6 (250 m): 95th percentile monthly time-series (2021) |
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FAPAR global OEMC |
description |
General Description The monthly aggregated Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) dataset is derived from 250m 8d GLASS V6 FAPAR. The data set is derived from Moderate Resolution Imaging Spectroradiometer (MODIS) reflectance and LAI data using several other FAPAR products (MODIS Collection 6, GLASS FAPAR V5, and PROBA-V1 FAPAR) to generate a bidirectional long-short-term memory (Bi-LSTM) model to estimate FAPAR. The dataset time spans from March 2000 to December 2021 and provides data that covers the entire globe. The dataset can be used in many applications like land degradation modeling, land productivity mapping, and land potential mapping. The dataset includes: Long-term: Derived from monthly time-series. This dataset provides linear trend model for the p95 variable: (1) slope beta mean (p95.beta_m), p-value for beta (p95.beta_pv), intercept alpha mean (p95.alpha_m), p-value for alpha (p95.alpha_pv), and coefficient of determination R2 (p95.r2_m). Monthly time-series: Monthly aggregation with three standard statistics: (1) 5th percentile (p05), median (p50), and 95th percentile (p95). For each month, we aggregate all composites within that month plus one composite each before and after, ending up with 5 to 6 composites for a single month depending on the number of images within that month. Data Details Time period: March 2000 – December 2021 Type of data: Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) How the data was collected or derived: Derived from 250m 8 d GLASS V6 FAPAR using Python running in a local HPC. Cloudy pixels were removed and only positive values of water vapor were considered to compute the statistics. The time-series gap-filling and time-series analysis were computed using the Scikit-map Python package. Statistical methods used: for the long-term, Ordinary Least Square (OLS) of p95 monthly variable; for the monthly time-series, percentiles 05, 50, and 95. Limitations or exclusions in the data: The dataset does not include data for Antarctica. ... |
format |
Dataset |
author |
Yu-Feng Ho Xuemeng Tian Davide Consoli Julia Hackländer Tomislav Hengl |
author_facet |
Yu-Feng Ho Xuemeng Tian Davide Consoli Julia Hackländer Tomislav Hengl |
author_sort |
Yu-Feng Ho |
title |
Monthly aggregated GLASS FAPAR V6 (250 m): 95th percentile monthly time-series (2021) |
title_short |
Monthly aggregated GLASS FAPAR V6 (250 m): 95th percentile monthly time-series (2021) |
title_full |
Monthly aggregated GLASS FAPAR V6 (250 m): 95th percentile monthly time-series (2021) |
title_fullStr |
Monthly aggregated GLASS FAPAR V6 (250 m): 95th percentile monthly time-series (2021) |
title_full_unstemmed |
Monthly aggregated GLASS FAPAR V6 (250 m): 95th percentile monthly time-series (2021) |
title_sort |
monthly aggregated glass fapar v6 (250 m): 95th percentile monthly time-series (2021) |
publishDate |
2023 |
url |
https://zenodo.org/record/8392976 https://doi.org/10.5281/zenodo.8392976 |
genre |
Antarc* Antarctica |
genre_facet |
Antarc* Antarctica |
op_relation |
info:eu-repo/grantAgreement/EC/HE/101059548/ doi:10.5281/zenodo.8392975 https://zenodo.org/record/8392976 https://doi.org/10.5281/zenodo.8392976 oai:zenodo.org:8392976 |
op_rights |
info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-sa/4.0/legalcode |
op_doi |
https://doi.org/10.5281/zenodo.839297610.5281/zenodo.8392975 |
_version_ |
1781053440120586240 |