Identifying the Contributions of Multi-Source Data for Winter Wheat Yield Prediction in China

Assessing the performance of GIS- based machine learning models with different accuracy measures for determining susceptibility to gully erosion

(2019) Younes Garosi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Crop Yield Prediction Using Deep Neural Networks

(2019) Saeed Khaki et al.   Frontiers in Plant Science

Integrating satellite and climate data to predict wheat yield in Australia using machine learning approaches

(2019) Yaping Cai et al.   AGRICULTURAL AND FOREST METEOROLOGY

Impact-oriented water footprint assessment of wheat production in China

(2019) Yijie Zhai et al.   SCIENCE OF THE TOTAL ENVIRONMENT

The influence of excess precipitation on winter wheat under climate change in China from 1961 to 2017

(2019) Yanling Song et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Parallel and reliable probabilistic load forecasting via quantile regression forest and quantile determination

(2018) Wenjie Zhang et al.   ENERGY

Nondestructive Estimation of Standing Crop and Fuel Moisture Content in Tallgrass Prairie

(2018) Sonisa Sharma et al.   Rangeland Ecology & Management

A high-performance and in-season classification system of field-level crop types using time-series Landsat data and a machine learning approach

(2018) Yaping Cai et al.   REMOTE SENSING OF ENVIRONMENT

Short-term biochar manipulation of microbial nitrogen transformation in wheat rhizosphere of a metal contaminated Inceptisol from North China plain

(2018) Huimin Zhou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

TerraClimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958–2015

(2018) John T. Abatzoglou et al.   Scientific Data

Improving regional winter wheat yield estimation through assimilation of phenology and leaf area index from remote sensing data

(2018) Yi Chen et al.   EUROPEAN JOURNAL OF AGRONOMY

Susceptibility assessment of landslides triggered by earthquakes in the Western Sichuan Plateau

(2018) Juan Cao et al.   CATENA

Assessment of urban flood susceptibility using semi-supervised machine learning model

(2018) Gang Zhao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatio-temporal patterns of winter wheat yield potential and yield gap during the past three decades in North China

(2017) Yi Chen et al.   FIELD CROPS RESEARCH

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

Satellite-based assessment of yield variation and its determinants in smallholder African systems

(2017) Marshall Burke et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The shared and unique values of optical, fluorescence, thermal and microwave satellite data for estimating large-scale crop yields

(2017) Kaiyu Guan et al.   REMOTE SENSING OF ENVIRONMENT

Crop yield forecasting on the Canadian Prairies by remotely sensed vegetation indices and machine learning methods

(2016) Michael D. Johnson et al.   AGRICULTURAL AND FOREST METEOROLOGY

Accurate prediction of sugarcane yield using a random forest algorithm

(2016) Yvette Everingham et al.   Agronomy for Sustainable Development

Wheat yield prediction using machine learning and advanced sensing techniques

(2016) X.E. Pantazi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Hot spots of wheat yield decline with rising temperatures

(2016) Senthold Asseng et al.   GLOBAL CHANGE BIOLOGY

Influence of extreme weather disasters on global crop production

(2016) Corey Lesk et al.   NATURE

Mapping Smallholder Wheat Yields and Sowing Dates Using Micro-Satellite Data

(2016) Meha Jain et al.   Remote Sensing

Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model

(2015) Jianxi Huang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Improving the monitoring of crop productivity using spaceborne solar-induced fluorescence

(2015) Kaiyu Guan et al.   GLOBAL CHANGE BIOLOGY

Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia

(2015) Ahmed Mohamed Youssef et al.   Landslides

A scalable satellite-based crop yield mapper

(2015) David B. Lobell et al.   REMOTE SENSING OF ENVIRONMENT

Using Ridge Regression Models to Estimate Grain Yield from Field Spectral Data in Bread Wheat (Triticum Aestivum L.) Grown under Three Water Regimes

(2015) Javier Hernandez et al.   Remote Sensing

Yield Gap and Production Gap of Rainfed Winter Wheat in the Southern Great Plains

(2014) Andres Patrignani et al.   AGRONOMY JOURNAL

Temperature variations and rice yields in China: historical contributions and future trends

(2014) Pin Wang et al.   CLIMATIC CHANGE

Global warming over 1960–2009 did increase heat stress and reduce cold stress in the major rice-planting areas across China

(2014) Zhao Zhang et al.   EUROPEAN JOURNAL OF AGRONOMY

Spatiotemporal characteristics, patterns, and causes of land-use changes in China since the late 1980s

(2014) Jiyuan Liu et al.   Journal of Geographical Sciences

Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence

(2014) L. Guanter et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Syntactic N-grams as machine learning features for natural language processing

(2013) Grigori Sidorov et al.   EXPERT SYSTEMS WITH APPLICATIONS

Climatic and technological ceilings for Chinese rice stagnation based on yield gaps and yield trend pattern analysis

(2013) Tianyi Zhang et al.   GLOBAL CHANGE BIOLOGY

TeleOphta: Machine learning and image processing methods for teleophthalmology

(2013) E. Decencière et al.   IRBM

An assessment of pre- and within-season remotely sensed variables for forecasting corn and soybean yields in the United States

(2013) David M. Johnson   REMOTE SENSING OF ENVIRONMENT

The critical role of extreme heat for maize production in the United States

(2013) David B. Lobell et al.   Nature Climate Change

Response of crop yields to climate trends since 1980 in China

(2012) F Tao et al.   CLIMATE RESEARCH

Recent advances in sensing plant diseases for precision crop protection

(2012) Anne-Katrin Mahlein et al.   EUROPEAN JOURNAL OF PLANT PATHOLOGY

The use of satellite data for crop yield gap analysis

(2012) David B. Lobell   FIELD CROPS RESEARCH

Closing yield gaps through nutrient and water management

(2012) Nathaniel D. Mueller et al.   NATURE

Characterization of Crop Canopies and Water Stress Related Phenomena using Microwave Remote Sensing Methods: A Review

(2012) Harry Vereecken et al.   VADOSE ZONE JOURNAL

Recent patterns of crop yield growth and stagnation

(2012) Deepak K. Ray et al.   Nature Communications

Application of a Random Forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy

(2011) Simone Vincenzi et al.   ECOLOGICAL MODELLING

A soil particle-size distribution dataset for regional land and climate modelling in China

(2011) Wei Shangguan et al.   GEODERMA

A generalized regression-based model for forecasting winter wheat yields in Kansas and Ukraine using MODIS data

(2010) I. Becker-Reshef et al.   REMOTE SENSING OF ENVIRONMENT

Large-area crop mapping using time-series MODIS 250 m NDVI data: An assessment for the U.S. Central Great Plains

(2007) Brian D. Wardlow et al.   REMOTE SENSING OF ENVIRONMENT