Google Earth Engine（GEE）——全球2015年的耕地范围数据GFSAD全球耕地范围产品（GCEP）

2024-02-02 14:23:52 浏览数 (2)

GFSAD全球耕地范围产品（GCEP） NASA的 "研究环境中使用的地球系统数据记录"（MEaSUREs）全球粮食安全支持分析数据（GFSAD）数据产品以30米的分辨率提供了全球2015年的耕地范围数据。对全球耕地范围的监测对政策制定至关重要，并提供了重要的基线数据，用于许多与水的可持续性和粮食安全有关的农业耕地研究。GCEP数据产品使用基于像素的监督分类器--随机森林（RF），从Landsat 8 Operational Land Imager（OLI）、Landsat 7 Enhanced Thematic Mapper Plus（ETM ）和来自Shuttle Radar Topography Mission（SRTM）第3版数据产品的高程组合中检索出耕地范围。前言 – 床长人工智能教程

免责声明：部分或全部数据集描述借用了作者提供的现有描述。

这些数据集的编码如下，你可以在这里找到各个数据集的链接

https://lpdaac.usgs.gov/news/release-of-gfsad-30-meter-cropland-extent-products/

Class Label

Name

Description

0

Ocean

Ocean and Water bodies

1

Non-croplands

Non-croplands

2

Croplands

Croplands

Citation¶

代码语言：javascript复制
Thenkabail, P.S., Teluguntla, P.G., Xiong, J., Oliphant, A., Congalton, R.G., Ozdogan, M., Gumma, M.K., Tilton, J.C., Giri, C., Milesi, C., Phalke,
A., Massey, R., Yadav, K., Sankey, T., Zhong, Y., Aneece, I., and Foley, D., 2021, Global Cropland-Extent Product at 30-m Resolution (GCEP30)
Derived from Landsat Satellite Time-Series Data for the Year 2015 Using Multiple Machine-Learning Algorithms on Google Earth Engine Cloud: U.S.
Geological Survey Professional Paper 1868, 63 p., https://doi.org/10.3133/pp1868.

Dataset citation¶

代码语言：javascript复制
GFSAD30 Cropland Extent 2015 Africa 30 m
DOI: https://doi.org/10.5067/MEaSUREs/GFSAD/GFSAD30AFCE.001

GFSAD30 Cropland Extent 2015 30 m Australia, New Zealand, China, Mongolia 30 m
DOI: https://doi.org/10.5067/MEaSUREs/GFSAD/GFSAD30AUNZCNMOCE.001

GFSAD30 Cropland Extent 2015 Europe, Central Asia, Russia, Middle East 30 m
DOI: https://doi.org/10.5067/MEaSUREs/GFSAD/GFSAD30EUCEARUMECE.001

GFSAD30 Cropland Extent 2015 North America 30 m
DOI: https://doi.org/10.5067/MEaSUREs/GFSAD/GFSAD30NACE.001

GFSAD30 Cropland Extent 2015 South Asia, Afghanistan, Iran 30 m
DOI: https://doi.org/10.5067/MEaSUREs/GFSAD/GFSAD30SAAFGIRCE.001

GFSAD30 Cropland Extent 2015 South America 30 m
DOI: https://doi.org/10.5067/MEaSUREs/GFSAD/GFSAD30SACE.001

GFSAD30 Cropland Extent 2015 Southeast and Northeast Asia 30 m
DOI: https://doi.org/10.5067/MEaSUREs/GFSAD/GFSAD30SEACE.001

GFSAD30 Cropland Extent 2015 Global Validation
DOI: https://doi.org/10.5067/MEaSUREs/GFSAD/GFSAD30VAL.001

Earth Engine snippet¶

代码语言：javascript复制
var gcep30 = ee.ImageCollection("projects/sat-io/open-datasets/GFSAD/GCEP30");

var countries = ee.FeatureCollection("FAO/GAUL/2015/level0"),
    gcep30 = ee.ImageCollection("projects/sat-io/open-datasets/GFSAD/GCEP30");
/*
Class Label	Name	Description
0 Water	Water bodies/no-data
1	Non-Cropland	Non-Cropland areas
2	Cropland	Cropland areas
*/

var vis = {min:0,max:2,palette:["0050cb","d78956","21d911"]}
Map.addLayer(gcep30.mosaic().clip(countries),vis,'GCEP30')

Sample code: https://code.earthengine.google.com/?scriptPath=users/sat-io/awesome-gee-catalog-examples:agriculture-vegetation-forestry/GCEP-30-CROPLAND-EXTENT

License¶

GFSAD GCEP 30 data are freely available to the public (similar to a CC0 license) and are generated by leveraging other national programs including the Landsat satellite program.

Created by: U.S. Geological Survey Center for Earth Resources Observation and Science (EROS)

Curated by: Samapriya Roy

Keywords: Landsat, Global Food, Cropland Extent, GEE, USGS, EROS

Last updated in GEE: 2023-03-01

数据 https google 编码 产品

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