High-resolution crop yield and water productivity dataset generated using random forest and remote sensing

Combining multi-indicators with machine-learning algorithms for maize yield early prediction at the county-level in China

(2022) Minghan Cheng et al.   AGRICULTURAL AND FOREST METEOROLOGY

Prediction of Maize Yield at the City Level in China Using Multi-Source Data

(2021) Xinxin Chen et al.   Remote Sensing

Assimilation of soil moisture and canopy cover data improves maize simulation using an under-calibrated crop model

(2021) Yang Lu et al.   AGRICULTURAL WATER MANAGEMENT

Satellite time series data reveal interannual and seasonal spatiotemporal evapotranspiration patterns in China in response to effect factors

(2021) Minghan Cheng et al.   AGRICULTURAL WATER MANAGEMENT

Crop yield forecasting and associated optimum lead time analysis based on multi-source environmental data across China

(2021) Linchao Li et al.   AGRICULTURAL AND FOREST METEOROLOGY

Dynamic wheat yield forecasts are improved by a hybrid approach using a biophysical model and machine learning technique

(2020) Puyu Feng et al.   AGRICULTURAL AND FOREST METEOROLOGY

Combining Multi-Source Data and Machine Learning Approaches to Predict Winter Wheat Yield in the Conterminous United States

(2020) Yumiao Wang et al.   Remote Sensing

The role of topography, soil, and remotely sensed vegetation condition towards predicting crop yield

(2020) Trenton E. Franz et al.   FIELD CROPS RESEARCH

Using UAV Visible Images to Estimate the Soil Moisture of Steppe

(2020) Fengshuai Lu et al.   Water

Integrated phenology and climate in rice yields prediction using machine learning methods

(2020) Yahui Guo et al.   ECOLOGICAL INDICATORS

Wheat yield predictions at a county and field scale with deep learning, machine learning, and google earth engine

(2020) Juan Cao et al.   EUROPEAN JOURNAL OF AGRONOMY

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

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

High spatial resolution monitoring land surface energy, water and CO2 fluxes from an Unmanned Aerial System

(2019) Sheng Wang et al.   REMOTE SENSING OF ENVIRONMENT

Nonlinear boundaries of land surface temperature–vegetation index space to estimate water deficit index and evaporation fraction

(2019) Xiaolong Hu et al.   AGRICULTURAL AND FOREST METEOROLOGY

Soybean yield prediction from UAV using multimodal data fusion and deep learning

(2019) Maitiniyazi Maimaitijiang et al.   REMOTE SENSING OF ENVIRONMENT

Status of accuracy in remotely sensed and in-situ agricultural water productivity estimates: A review

(2019) Megan L. Blatchford et al.   REMOTE SENSING OF ENVIRONMENT

Remote sensing for agricultural applications: A meta-review

(2019) M. Weiss et al.   REMOTE SENSING OF ENVIRONMENT

Stand-alone uncertainty characterization of GLEAM, GLDAS and MOD16 evapotranspiration products using an extended triple collocation approach

(2018) Muhammad Sarfraz Khan et al.   AGRICULTURAL AND FOREST METEOROLOGY

Statistical modelling of crop yield in Central Europe using climate data and remote sensing vegetation indices

(2018) Anikó Kern et al.   AGRICULTURAL AND FOREST METEOROLOGY

Water productivity of rainfed maize and wheat: A local to global perspective

(2018) Juan I. Rattalino Edreira et al.   AGRICULTURAL AND FOREST METEOROLOGY

Incorporating diffuse radiation into a light use efficiency and evapotranspiration model: An 11-year study in a high latitude deciduous forest

(2018) Sheng Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

A review of data assimilation of remote sensing and crop models

(2018) Xiuliang Jin et al.   EUROPEAN JOURNAL OF AGRONOMY

Estimating alfalfa yield and nutritive value using remote sensing and air temperature

(2018) Reagan L. Noland et al.   FIELD CROPS RESEARCH

Contribution of crop model structure, parameters and climate projections to uncertainty in climate change impact assessments

(2018) Fulu Tao et al.   GLOBAL CHANGE BIOLOGY

Machine Learning Regression Techniques for the Silage Maize Yield Prediction Using Time-Series Images of Landsat 8 OLI

(2018) Hossein Aghighi et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

Statistical Machine Learning Methods and Remote Sensing for Sustainable Development Goals: A Review

(2018) Jacinta Holloway et al.   Remote Sensing

Downscaling rice yield simulation at sub-field scale using remotely sensed LAI data

(2018) Carlo Gilardelli et al.   EUROPEAN JOURNAL OF AGRONOMY

Multi-scale validation of GLEAM evapotranspiration products over China via ChinaFLUX ET measurements

(2017) Xiuqin Yang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Winter wheat yield estimation based on multi-source medium resolution optical and radar imaging data and the AquaCrop model using the particle swarm optimization algorithm

(2017) Xiuliang Jin et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimates of plant density of wheat crops at emergence from very low altitude UAV imagery

(2017) Xiuliang Jin et al.   REMOTE SENSING OF ENVIRONMENT

The water productivity score (WPS) at global and regional level: Methodology and first results from remote sensing measurements of wheat, rice and maize

(2017) Wim G.M. Bastiaanssen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Growing degree days – Ecosystem indicator for changing diurnal temperatures and their impact on corn growth stages in Kansas

(2016) Aavudai Anandhi   ECOLOGICAL INDICATORS

Estimating crop yield using a satellite-based light use efficiency model

(2016) Wenping Yuan et al.   ECOLOGICAL INDICATORS

Evaluation of GLDAS-1 and GLDAS-2 Forcing Data and Noah Model Simulations over China at the Monthly Scale

(2016) Wen Wang et al.   JOURNAL OF HYDROMETEOROLOGY

Estimation of water productivity in winter wheat using the AquaCrop model with field hyperspectral data

(2016) Xiuliang Jin et al.   PRECISION AGRICULTURE

Wake effect modeling: A review of wind farm layout optimization using Jensen׳s model

(2016) Rabia Shakoor et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Mid-Season High-Resolution Satellite Imagery for Forecasting Site-Specific Corn Yield

(2016) Nahuel Peralta et al.   Remote Sensing

Drivers of land cover and land use changes in St. Louis metropolitan area over the past 40 years characterized by remote sensing and census population data

(2015) Maitiniyazi Maimaitijiang et al.   International Journal of Applied Earth Observation and Geoinformation

Using geographically weighted regression kriging for crop yield mapping in West Africa

(2015) Muhammad Imran et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Comparison of MOD16 and LSA-SAF MSG evapotranspiration products over Europe for 2011

(2015) Guangcheng Hu et al.   REMOTE SENSING OF ENVIRONMENT

Remote Sensing Based Spatial Statistics to Document Tropical Rainforest Transition Pathways

(2015) Abduwasit Ghulam et al.   Remote Sensing

Comparison of Different GPP Models in China Using MODIS Image and ChinaFLUX Data

(2014) Zhengjia Liu et al.   Remote Sensing

Validation of Global Evapotranspiration Product (MOD16) using Flux Tower Data in the African Savanna, South Africa

(2014) Abel Ramoelo et al.   Remote Sensing

Estimating crop yield potential at regional to national scales

(2013) Justin van Wart et al.   FIELD CROPS RESEARCH

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

A comprehensive evaluation of two MODIS evapotranspiration products over the conterminous United States: Using point and gridded FLUXNET and water balance ET

(2013) N.M. Velpuri et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of satellite-based evapotranspiration models over terrestrial ecosystems in China

(2013) Yang Chen et al.   REMOTE SENSING OF ENVIRONMENT

Using Low Resolution Satellite Imagery for Yield Prediction and Yield Anomaly Detection

(2013) Felix Rembold et al.   Remote Sensing

Validation of MODIS 16 global terrestrial evapotranspiration products in various climates and land cover types in Asia

(2012) Hyun Woo Kim et al.   KSCE Journal of Civil Engineering

A review of global terrestrial evapotranspiration: Observation, modeling, climatology, and climatic variability

(2012) Kaicun Wang et al.   REVIEWS OF GEOPHYSICS

How sensitive is SEBAL to changes in input variables, domain size and satellite sensor?

(2011) Di Long et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Improvements to a MODIS global terrestrial evapotranspiration algorithm

(2011) Qiaozhen Mu et al.   REMOTE SENSING OF ENVIRONMENT

Investigating soil moisture–climate interactions in a changing climate: A review

(2010) Sonia I. Seneviratne et al.   EARTH-SCIENCE REVIEWS

Deficit irrigation as an on-farm strategy to maximize crop water productivity in dry areas

(2009) Sam Geerts et al.   AGRICULTURAL WATER MANAGEMENT

Scaling sap flux measurements of grazed and ungrazed shrub communities with fine and coarse-resolution remote sensing

(2008) Edward P. Glenn et al.   Ecohydrology

Combining remote sensing and economic analysis to support decisions that affect water productivity

(2008) P. J. G. J. Hellegers et al.   IRRIGATION SCIENCE

Global estimates of the land–atmosphere water flux based on monthly AVHRR and ISLSCP-II data, validated at 16 FLUXNET sites

(2007) Joshua B. Fisher et al.   REMOTE SENSING OF ENVIRONMENT