Irrigation in the Earth system
Irrigation accounts for~ 70% of global freshwater withdrawals and~ 90% of consumptive
water use, driving myriad Earth system impacts. In this Review, we summarize how irrigation …
water use, driving myriad Earth system impacts. In this Review, we summarize how irrigation …
Machine learning for hydrologic sciences: An introductory overview
The hydrologic community has experienced a surge in interest in machine learning in recent
years. This interest is primarily driven by rapidly growing hydrologic data repositories, as …
years. This interest is primarily driven by rapidly growing hydrologic data repositories, as …
Map** three decades of annual irrigation across the US High Plains Aquifer using Landsat and Google Earth Engine
Understanding how irrigated areas change over time is vital to effectively manage limited
agricultural water resources, but long-term, high-resolution, and spatially explicit datasets …
agricultural water resources, but long-term, high-resolution, and spatially explicit datasets …
Map** 20 years of irrigated croplands in China using MODIS and statistics and existing irrigation products
As a routine agricultural practice, irrigation is fundamental to protect crops from water
scarcity and ensure food security in China. However, consistent and reliable maps about the …
scarcity and ensure food security in China. However, consistent and reliable maps about the …
Map** irrigated cropland extent across the conterminous United States at 30 m resolution using a semi-automatic training approach on Google Earth Engine
Y ** annual irrigation from Landsat imagery and environmental variables across the conterminous United States
Identifying the location of irrigated croplands and how they change over time is critical for
assessing and managing limited water resources to navigate such challenges as local to …
assessing and managing limited water resources to navigate such challenges as local to …
[HTML][HTML] Landsat-based Irrigation Dataset (LANID): 30 m resolution maps of irrigation distribution, frequency, and change for the US, 1997–2017
Data on irrigation patterns and trends at field-level detail across broad extents are vital for
assessing and managing limited water resources. Until recently, there has been a scarcity of …
assessing and managing limited water resources. Until recently, there has been a scarcity of …
IrriMap_CN: Annual irrigation maps across China in 2000–2019 based on satellite observations, environmental variables, and machine learning
Agricultural irrigation, as an important practice to protect crops from drought and promote
grain yield, has a long history in China. A timely and precise dataset about the extent and …
grain yield, has a long history in China. A timely and precise dataset about the extent and …
Tracking spatiotemporal dynamics of irrigated croplands in China from 2000 to 2019 through the synergy of remote sensing, statistics, and historical irrigation datasets
Irrigation is widely implemented in China to enhance grain production and ensure food
security. Spatiotemporal information on irrigation is critically important, but the existing …
security. Spatiotemporal information on irrigation is critically important, but the existing …
Estimating irrigation water consumption using machine learning and remote sensing data in Kansas high plains
Groundwater-based irrigation has dramatically expanded over the past decades. It has
important implications for terrestrial water, energy fluxes, and food production, as well as …
important implications for terrestrial water, energy fluxes, and food production, as well as …