Cereal Yield Forecasting with Satellite Drought-Based Indices, Weather Data and Regional Climate Indices Using Machine Learning in Morocco

Completing the machine learning saga in fractional snow cover estimation from MODIS Terra reflectance data: Random forests versus support vector regression

(2021) Semih Kuter   REMOTE SENSING OF ENVIRONMENT

Climate change vulnerability, water resources and social implications in North Africa

(2020) Janpeter Schilling et al.   Regional Environmental Change

Prediction of Winter Wheat Yield Based on Multi-Source Data and Machine Learning in China

(2020) Jichong Han et al.   Remote Sensing

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

(2020) Juan Cao et al.   Remote Sensing

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

Satellite-based soybean yield forecast: Integrating machine learning and weather data for improving crop yield prediction in southern Brazil

(2020) Raí A. Schwalbert et al.   AGRICULTURAL AND FOREST METEOROLOGY

Comparative assessment of environmental variables and machine learning algorithms for maize yield prediction in the US Midwest

(2020) Yanghui Kang et al.   Environmental Research Letters

Potential for early forecast of Moroccan wheat yields based on climatic drivers

(2020) J. Lehmann et al.   GEOPHYSICAL RESEARCH LETTERS

The ERA5 Global Reanalysis

(2020) Hans Hersbach et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

Crop Yield Prediction through Proximal Sensing and Machine Learning Algorithms

(2020) Farhat Abbas et al.   Agronomy-Basel

Quantifying the impacts of pre-occurred ENSO signals on wheat yield variation using machine learning in Australia

(2020) Bin Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Crop yield prediction using machine learning: A systematic literature review

(2020) Thomas van Klompenburg et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Monitoring of wheat crops using the backscattering coefficient and the interferometric coherence derived from Sentinel-1 in semi-arid areas

(2020) Nadia Ouaadi et al.   REMOTE SENSING OF ENVIRONMENT

Linkages between Rainfed Cereal Production and Agricultural Drought through Remote Sensing Indices and a Land Data Assimilation System: A Case Study in Morocco

(2020) El houssaine Bouras et al.   Remote Sensing

Drought and food security prediction from NOAA new generation of operational satellites

(2019) Felix Kogan et al.   Geomatics Natural Hazards & Risk

A new multi-sensor integrated index for drought monitoring

(2019) Wenzhe Jiao et al.   AGRICULTURAL AND FOREST METEOROLOGY

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

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

A review of environmental droughts: Increased risk under global warming?

(2019) Sergio M. Vicente-Serrano et al.   EARTH-SCIENCE REVIEWS

California Almond Yield Prediction at the Orchard Level With a Machine Learning Approach

(2019) Zhou Zhang et al.   Frontiers in Plant Science

Effects of Severe Water Stress on Maize Growth Processes in the Field

(2019) Libing Song et al.   Sustainability

Remote sensing for drought monitoring & impact assessment: Progress, past challenges and future opportunities

(2019) Harry West et al.   REMOTE SENSING OF ENVIRONMENT

Estimating wheat yields in Australia using climate records, satellite image time series and machine learning methods

(2019) Elisa Kamir et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Synergistic integration of optical and microwave satellite data for crop yield estimation

(2019) Anna Mateo-Sanchis et al.   REMOTE SENSING OF ENVIRONMENT

Assessing the impact of global climate changes on irrigated wheat yields and water requirements in a semi-arid environment of Morocco

(2019) Elhoussaine Bouras et al.   Scientific Reports

Assessment of the agro-climatic indices to improve crop yield forecasting

(2018) Jordane A. Mathieu et al.   AGRICULTURAL AND FOREST METEOROLOGY

The relation between climate change in the Mediterranean region and global warming

(2018) Piero Lionello et al.   Regional Environmental Change

Contribution of Land Surface Temperature (TCI) to Vegetation Health Index: A Comparative Study Using Clear Sky and All-Weather Climate Data Records

(2018) Virgílio Bento et al.   Remote Sensing

Comparison of meteorological and satellite-based drought indices as yield predictors of Spanish cereals

(2018) David García-León et al.   AGRICULTURAL WATER MANAGEMENT

ESA CCI Soil Moisture for improved Earth system understanding: State-of-the art and future directions

(2017) Wouter Dorigo et al.   REMOTE SENSING OF ENVIRONMENT

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

Crop yield prediction under soil salinity using satellite derived vegetation indices

(2016) Onur Satir et al.   FIELD CROPS RESEARCH

Evaluating NDVI Data Continuity Between SPOT-VEGETATION and PROBA-V Missions for Operational Yield Forecasting in North African Countries

(2016) Michele Meroni et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Soil moisture retrieval over irrigated grassland using X-band SAR data

(2016) Mohammad El Hajj et al.   REMOTE SENSING OF ENVIRONMENT

The Evaporative Stress Index as an indicator of agricultural drought in Brazil: An assessment based on crop yield impacts

(2016) Martha C. Anderson et al.   REMOTE SENSING OF ENVIRONMENT

A comparison of within-season yield prediction algorithms based on crop model behaviour analysis

(2015) B. Dumont et al.   AGRICULTURAL AND FOREST METEOROLOGY

Fast optimization of hyperparameters for support vector regression models with highly predictive ability

(2015) Hiromasa Kaneko et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Within-season yield prediction with different nitrogen inputs under rain-fed condition using CERES-Wheat model in the northwest of China

(2015) Zhengpeng Li et al.   JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE

Assessing the potential of an algorithm based on mean climatic data to predict wheat yield

(2014) Benjamin Dumont et al.   PRECISION AGRICULTURE

Rising temperatures reduce global wheat production

(2014) S. Asseng et al.   Nature Climate Change

Corn Yield Forecasting in Northeast China Using Remotely Sensed Spectral Indices and Crop Phenology Metrics

(2014) Meng WANG et al.   Journal of Integrative Agriculture

A new irrigation priority index based on remote sensing data for assessing the networks irrigation scheduling

(2013) S. Belaqziz et al.   AGRICULTURAL WATER MANAGEMENT

Winter wheat yield forecasting in Ukraine based on Earth observation, meteorological data and biophysical models

(2013) Felix Kogan et al.   International Journal of Applied Earth Observation and Geoinformation

Linkages between common wheat yields and climate in Morocco (1982–2008)

(2013) L. Jarlan et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Monitoring meteorological drought in semiarid regions using multi-sensor microwave remote sensing data

(2013) Anzhi Zhang et al.   REMOTE SENSING OF ENVIRONMENT

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

Correction: Rembold, F.; Atzberger, C.; Savin, I.; Rojas, O. Using Low Resolution Satellite Imagery for Yield Prediction and Yield Anomaly Detection. Remote Sens. 2013, 5, 1704-1733

(2013) Felix Rembold et al.   Remote Sensing

Crop management and phenology trends in the U.S. Corn Belt: Impacts on yields, evapotranspiration and energy balance

(2011) William J. Sacks et al.   AGRICULTURAL AND FOREST METEOROLOGY

Power of teleconnection patterns on precipitation and streamflow variability of upper Medjerda Basin

(2011) Rim Ouachani et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Daily streamflow forecasting by machine learning methods with weather and climate inputs

(2011) Kabir Rasouli et al.   JOURNAL OF HYDROLOGY

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

Integrating remote sensing, census and weather data for an assessment of rice yield, water consumption and water productivity in the Indo-Gangetic river basin

(2009) X.L. Cai et al.   AGRICULTURAL WATER MANAGEMENT

Support Vector Machines for classification and regression

(2009) Richard G. Brereton et al.   ANALYST

Sorghum yield prediction from seasonal rainfall forecasts in Burkina Faso

(2008) Ashok Mishra et al.   AGRICULTURAL AND FOREST METEOROLOGY

Numerical simulation of the probability distribution function of precipitation over Morocco

(2008) Fatima Driouech et al.   CLIMATE DYNAMICS

Use of climate indices to predict corn yields in southeast USA

(2008) Christopher J. Martinez et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Prioritizing Climate Change Adaptation Needs for Food Security in 2030

(2008) D. B. Lobell et al.   SCIENCE

Empirical regression models using NDVI, rainfall and temperature data for the early prediction of wheat grain yields in Morocco

(2007) Riad Balaghi et al.   International Journal of Applied Earth Observation and Geoinformation