Coupling meteorological stations data and satellite data for prediction of global solar radiation with machine learning models

Calibration and Validation of ArcGIS Solar Radiation Tool for Photovoltaic Potential Determination in the Netherlands

(2021) Bala Kausika et al.   Energies

Comparison of four bio-inspired algorithms to optimize KNEA for predicting monthly reference evapotranspiration in different climate zones of China

(2021) Jianhua Dong et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Solar Irradiation Evaluation through GIS Analysis Based on Grid Resolution and a Mathematical Model: A Case Study in Northeast Mexico

(2021) Fausto André Valenzuela-Domínguez et al.   Energies

Short term solar irradiance forecasting using sky images based on a hybrid CNN–MLP model

(2021) Omaima El Alani et al.   Energy Reports

Clear-Sky Surface Solar Radiation and the Radiative Effect of Aerosol and Water Vapor Based on Simulations and Satellite Observations over Northern China

(2020) Guang Zhang et al.   Remote Sensing

Improving solar radiation estimation in China based on regional optimal combination of meteorological factors with machine learning methods

(2020) Chuan He et al.   ENERGY CONVERSION AND MANAGEMENT

Comparison of Support Vector Machine and Extreme Gradient Boosting for predicting daily global solar radiation using temperature and precipitation in humid subtropical climates: A case study in China

(2018) Junliang Fan et al.   ENERGY CONVERSION AND MANAGEMENT

Evaluating the effect of air pollution on global and diffuse solar radiation prediction using support vector machine modeling based on sunshine duration and air temperature

(2018) Junliang Fan et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Assessment of SVM, empirical and ANN based solar radiation prediction models with most influencing input parameters

(2018) R. Meenal et al.   RENEWABLE ENERGY

A support vector machine approach to estimate global solar radiation with the influence of fog and haze

(2018) Wanxiang Yao et al.   RENEWABLE ENERGY

Drought evolution, severity and trends in mainland China over 1961–2013

(2018) Ning Yao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Estimation of the daily global solar radiation based on the Gaussian process regression methodology in the Saharan climate

(2018) Mawloud Guermoui et al.   European Physical Journal Plus

Short-term forecasting of solar irradiance without local telemetry: A generalized model using satellite data

(2018) Jesus Lago et al.   SOLAR ENERGY

Photovoltaic solar energy: Conceptual framework

(2017) Priscila Gonçalves Vasconcelos Sampaio et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A wavelet-coupled support vector machine model for forecasting global incident solar radiation using limited meteorological dataset

(2016) Ravinesh C. Deo et al.   APPLIED ENERGY

Prediction of daily and mean monthly global solar radiation using support vector machine in an arid climate

(2016) S. Belaid et al.   ENERGY CONVERSION AND MANAGEMENT

Combining solar irradiance measurements, satellite-derived data and a numerical weather prediction model to improve intra-day solar forecasting

(2016) L. Mazorra Aguiar et al.   RENEWABLE ENERGY

Use of satellite data to improve solar radiation forecasting with Bayesian Artificial Neural Networks

(2015) L. Mazorra Aguiar et al.   SOLAR ENERGY

Estimation of global radiation in China and comparison with satellite product

(2013) Wenwu Qing et al.   Environmental Earth Sciences

Application of extreme learning machine for estimating solar radiation from satellite data

(2013) Mehmet Şahin et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Comparison of ANN and MLR models for estimating solar radiation in Turkey using NOAA/AVHRR data

(2012) Mehmet Şahin et al.   ADVANCES IN SPACE RESEARCH

A Comparison of Two Solar Radiation Models Using Artificial Neural Networks and Remote Sensing in Turkey

(2012) B. Y. Yildiz et al.   Energy Sources Part A-Recovery Utilization and Environmental Effects

Estimation of monthly average daily solar radiation from measured meteorological data in Yangtze River Basin in China

(2012) Ji-Long Chen et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY