Machine learning approaches for rice crop yield predictions using time-series satellite data in Taiwan

Modeling maize above-ground biomass based on machine learning approaches using UAV remote-sensing data

(2019) Liang Han et al.   Plant Methods

Crop Yield Prediction Using Deep Neural Networks

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

A Comparison Between Major Artificial Intelligence Models for Crop Yield Prediction: Case Study of the Midwestern United States, 2006–2015

(2019) Nari Kim et al.   ISPRS International Journal of Geo-Information

Machine learning predictions of electronic couplings for charge transport calculations of P3HT

(2019) Evan D. Miller et al.   AICHE JOURNAL

Maize yield estimation in West Africa from crop process-induced combinations of multi-domain remote sensing indices

(2019) Louise Leroux et al.   EUROPEAN JOURNAL OF AGRONOMY

Monitoring Within-Field Variability of Corn Yield using Sentinel-2 and Machine Learning Techniques

(2019) Ahmed Kayad et al.   Remote Sensing

Model Evaluation for Forecasting Traffic Accident Severity in Rainy Seasons Using Machine Learning Algorithms: Seoul City Study

(2019) Jonghak Lee et al.   Applied Sciences-Basel

Machine learning approaches for crop yield prediction and nitrogen status estimation in precision agriculture: A review

(2018) Anna Chlingaryan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

Comparing SVM and ANN based Machine Learning Methods for Species Identification of Food Contaminating Beetles

(2018) Halil Bisgin et al.   Scientific Reports

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

Estimation of paddy rice leaf area index using machine learning methods based on hyperspectral data from multi-year experiments

(2018) Li Wang et al.   PLoS One

Modeling Managed Grassland Biomass Estimation by Using Multitemporal Remote Sensing Data—A Machine Learning Approach

(2017) Iftikhar Ali et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Sugarcane yield prediction in Brazil using NDVI time series and neural networks ensemble

(2017) Jeferson Lobato Fernandes et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Forecasting wheat yield from weather data and MODIS NDVI using Random Forests for Punjab province, Pakistan

(2017) Umer Saeed et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Application of neural networks and support vector machine for significant wave height prediction

(2017) Jadran Berbić et al.   OCEANOLOGIA

Application of random forest time series, support vector regression and multivariate adaptive regression splines models in prediction of snowfall (a case study of Alvand in the middle Zagros, Iran)

(2017) Omid Hamidi et al.   THEORETICAL AND APPLIED CLIMATOLOGY

An Ensemble Random Forest Algorithm for Insurance Big Data Analysis

(2017) Weiwei Lin et al.   IEEE Access

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

A robust parameter approach for estimating CERES-Rice model parameters for the Vietnam Mekong Delta

(2016) Linh Hoang et al.   FIELD CROPS RESEARCH

Comparison of random forests and other statistical methods for the prediction of lake water level: a case study of the Poyang Lake in China

(2016) B. Li et al.   HYDROLOGY RESEARCH

Diagnosis of Acute Coronary Syndrome with a Support Vector Machine

(2016) Göksu Bozdereli Berikol et al.   JOURNAL OF MEDICAL SYSTEMS

Comparison of random forests and other statistical methods for the prediction of lake water level: a case study of the Poyang Lake in China

(2016) B. Li et al.   Hydrology Research

Random Forests for Global and Regional Crop Yield Predictions

(2016) Jig Han Jeong et al.   PLoS One

Evaluation of the DSSAT-CSM for simulating yield and soil organic C and N of a long-term maize and wheat rotation experiment in the Loess Plateau of Northwestern China

(2015) Zhuo Ting Li et al.   AGRICULTURAL SYSTEMS

Identifying irrigation and nitrogen best management practices for aerobic rice–maize cropping system for semi-arid tropics using CERES-rice and maize models

(2015) M.D.M. Kadiyala et al.   AGRICULTURAL WATER MANAGEMENT

Performance of Support Vector Machines and Artificial Neural Network for Mapping Endangered Tree Species Using WorldView-2 Data in Dukuduku Forest, South Africa

(2015) Galal Omer et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Classification of Herbaceous Vegetation Using Airborne Hyperspectral Imagery

(2015) Péter Burai et al.   Remote Sensing

A comparative analysis of multitemporal MODIS EVI and NDVI data for large-scale rice yield estimation

(2014) N.T. Son et al.   AGRICULTURAL AND FOREST METEOROLOGY

Maize yield forecasting by linear regression and artificial neural networks in Jilin, China

(2014) K. MATSUMURA et al.   JOURNAL OF AGRICULTURAL SCIENCE

Evaluation of Ceres-Rice, Aquacrop and Oryza2000 Models in Simulation of Rice Yield Response to Different Irrigation and Nitrogen Management Strategies

(2014) E. Amiri et al.   JOURNAL OF PLANT NUTRITION

A framework for mapping tree species combining hyperspectral and LiDAR data: Role of selected classifiers and sensor across three spatial scales

(2013) Aniruddha Ghosh et al.   International Journal of Applied Earth Observation and Geoinformation

Land and cryosphere products from Suomi NPP VIIRS: Overview and status

(2013) Christopher O. Justice et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Modeling spatial patterns of fire occurrence in Mediterranean Europe using Multiple Regression and Random Forest

(2012) Sandra Oliveira et al.   FOREST ECOLOGY AND MANAGEMENT

Random Forest classification of Mediterranean land cover using multi-seasonal imagery and multi-seasonal texture

(2012) V.F. Rodriguez-Galiano et al.   REMOTE SENSING OF ENVIRONMENT

Crop yield forecasting on the Canadian Prairies using MODIS NDVI data

(2011) M.S. Mkhabela et al.   AGRICULTURAL AND FOREST METEOROLOGY

Simulation of winter wheat yield and its variability in different climates of Europe: A comparison of eight crop growth models

(2011) Taru Palosuo et al.   EUROPEAN JOURNAL OF AGRONOMY

Mapping double-cropped irrigated rice fields in Taiwan using time-series Satellite Pour I'Observation de la Terre data

(2011) Chi-Farn Chen   Journal of Applied Remote Sensing

Application of the CSM-CERES-Rice model for evaluation of plant density and nitrogen management of fine transplanted rice for an irrigated semiarid environment

(2011) Shakeel Ahmad et al.   PRECISION AGRICULTURE

The multispectral separability of Costa Rican rainforest types with support vector machines and Random Forest decision trees

(2010) Steven E. Sesnie et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Using the DSSAT-CERES-Maize model to simulate crop yield and nitrogen cycling in fields under long-term continuous maize production

(2010) H. L. Liu et al.   NUTRIENT CYCLING IN AGROECOSYSTEMS

Advantages of a two band EVI calculated from solar and photosynthetically active radiation fluxes

(2009) Adrian V. Rocha et al.   AGRICULTURAL AND FOREST METEOROLOGY

Impact assessment of climate change on rice production in Asia in comprehensive consideration of process/parameter uncertainty in general circulation models

(2009) Yuji Masutomi et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Correlation between potato yield and MODIS‐derived vegetation indices

(2009) S. K. Bala et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Impact of global warming on agricultural product markets: stochastic world food model analysis

(2009) Jun Furuya et al.   Sustainability Science

Corn‐yield estimation through assimilation of remotely sensed data into the CSM‐CERES‐Maize model

(2008) Hongliang Fang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Development of a two-band enhanced vegetation index without a blue band

(2008) Z JIANG et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of 12 models to estimate hourly diffuse irradiation on inclined surfaces

(2007) Ali Mohammad Noorian et al.   RENEWABLE ENERGY