Prediction of diffuse solar radiation by integrating radiative transfer model and machine-learning techniques

Thermo-physical properties and heat transfer potential of novel silica-ethylene glycol mono nanofluid: Experiments and multi-layer perceptron (MLP) modelling

(2022) S. Mukherjee et al.   COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS

Solar radiation prediction using improved soft computing models for semi-arid, slightly-arid and humid climates

(2022) Hailong Huang et al.   Alexandria Engineering Journal

Aerosol direct radiative effects at the ARM SGP and TWP Sites: Clear skies

(2021) X. Wu et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Comparison of machine learning and deep learning algorithms for hourly global/diffuse solar radiation predictions

(2021) Olusola Bamisile et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Assessing new intra-daily temperature-based machine learning models to outperform solar radiation predictions in different conditions

(2021) Juan Antonio Bellido-Jiménez et al.   APPLIED ENERGY

Evaluation of satellite land surface albedo products over China using ground-measurements

(2021) Yunbo Lu et al.   International Journal of Digital Earth

The effect of aerosol on downward diffuse radiation during winter haze in Wuhan, China

(2021) Huaping Li et al.   ATMOSPHERIC ENVIRONMENT

Variability in Direct and Diffuse Solar Radiation Across China From 1958 to 2017

(2020) Yanyi He et al.   GEOPHYSICAL RESEARCH LETTERS

Random forest regression for improved mapping of solar irradiance at high latitudes

(2020) Bilal Babar et al.   SOLAR ENERGY

Assessment of machine learning, time series, response surface methodology and empirical models in prediction of global solar radiation

(2020) Ali Etem Gürel et al.   JOURNAL OF CLEANER PRODUCTION

Aerosol direct radiative effect sensitivity analysis

(2020) Tyler J. Thorsen et al.   JOURNAL OF CLIMATE

Near Real-Time Global Solar Radiation Forecasting at Multiple Time-Step Horizons Using the Long Short-Term Memory Network

(2020) Anh Ngoc-Lan Huynh et al.   Energies

Estimation of Surface Shortwave Radiation From Himawari-8 Satellite Data Based on a Combination of Radiative Transfer and Deep Neural Network

(2020) Run Ma et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A comprehensive review of hybrid models for solar radiation forecasting

(2020) Mawloud Guermoui et al.   JOURNAL OF CLEANER PRODUCTION

AE-LSTM Based Deep Learning Model for Degradation Rate Influenced Energy Estimation of a PV System

(2020) Muhammad Aslam et al.   Energies

A CNN‐BiLSTM based deep learning model for mid‐term solar radiation prediction

(2020) Amit Rai et al.   International Transactions on Electrical Energy Systems

Daily global solar radiation modeling using data-driven techniques and empirical equations in a semi-arid climate

(2019) Saeed Samadianfard et al.   Engineering Applications of Computational Fluid Mechanics

Prediction of diffuse solar radiation based on multiple variables in China

(2019) Lunche Wang et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Increased atmospheric vapor pressure deficit reduces global vegetation growth

(2019) Wenping Yuan et al.   Science Advances

Deep solar radiation forecasting with convolutional neural network and long short-term memory network algorithms

(2019) Sujan Ghimire et al.   APPLIED ENERGY

A deep learning algorithm to estimate hourly global solar radiation from geostationary satellite data

(2019) Hou Jiang et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Simulation analysis of natural lighting of residential buildings in Xi'an, China

(2019) Meng Zhen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Rapid evaluation of micro-scale photovoltaic solar energy systems using empirical methods combined with deep learning neural networks to support systems’ manufacturers

(2019) Eisa Almeshaiei et al.   JOURNAL OF CLEANER PRODUCTION

General models for estimating daily and monthly mean daily diffuse solar radiation in China's subtropical monsoon climatic zone

(2019) Zhe Song et al.   RENEWABLE ENERGY

Hybrid support vector machines with heuristic algorithms for prediction of daily diffuse solar radiation in air-polluted regions

(2019) Junliang Fan et al.   RENEWABLE ENERGY

Comparison of support vector machine and copula-based nonlinear quantile regression for estimating the daily diffuse solar radiation: A case study in China

(2019) Yanfeng Liu et al.   RENEWABLE ENERGY

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

Evaluation of sunshine-based models for predicting diffuse solar radiation in China

(2018) Lan Feng et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A new empirical model for forecasting the diffuse solar radiation over Sahara in the Algerian Big South

(2018) Nadjem Bailek et al.   RENEWABLE ENERGY

A decomposition-clustering-ensemble learning approach for solar radiation forecasting

(2018) Shaolong Sun et al.   SOLAR ENERGY

Estimated spatiotemporal variability of total, direct and diffuse solar radiation across China during 1958-2016

(2018) Yao Feng et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Wavelet Decomposition and Convolutional LSTM Networks Based Improved Deep Learning Model for Solar Irradiance Forecasting

(2018) Fei Wang et al.   Applied Sciences-Basel

Solar radiation forecasting using artificial neural network and random forest methods: Application to normal beam, horizontal diffuse and global components

(2018) L. Benali et al.   RENEWABLE ENERGY

Empirical and machine learning models for predicting daily global solar radiation from sunshine duration: A review and case study in China

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

Global Performance of a Fast Parameterization Scheme for Estimating Surface Solar Radiation From MODIS Data

(2017) Wenjun Tang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Prediction of daily diffuse solar radiation using artificial neural networks

(2017) Xinhua Xue   INTERNATIONAL JOURNAL OF HYDROGEN ENERGY

Comparison of empirical models to estimate monthly mean diffuse solar radiation from measured data: Case study for humid-subtropical climatic region of India

(2017) Basharat Jamil et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A novel soft computing framework for solar radiation forecasting

(2016) Mahmoud Ghofrani et al.   APPLIED SOFT COMPUTING

WRF-Solar: Description and Clear-Sky Assessment of an Augmented NWP Model for Solar Power Prediction

(2016) Pedro A. Jimenez et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Transmission and division of total optical depth method: A universal calibration method for Sun photometric measurements

(2016) Ming Zhang et al.   GEOPHYSICAL RESEARCH LETTERS

Diffuse solar radiation on a horizontal surface: Reviewing and categorizing the empirical models

(2016) Hossein Khorasanizadeh et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Estimating the diffuse solar radiation using a coupled support vector machine–wavelet transform model

(2016) Shahaboddin Shamshirband et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Evaluation of WRF shortwave radiation parameterizations in predicting Global Horizontal Irradiance in Greece

(2016) Melina-Maria Zempila et al.   RENEWABLE ENERGY

Separating the effects of phenology and diffuse radiation on gross primary productivity in winter wheat

(2016) Ian N. Williams et al.   Journal of Geophysical Research-Biogeosciences

A novel clustering approach for short-term solar radiation forecasting

(2015) M. Ghayekhloo et al.   SOLAR ENERGY

Representative wavelengths absorption parameterization applied to satellite channels and spectral bands

(2014) J. Gasteiger et al.   JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER

Investigating the aerosol optical and radiative characteristics of heavy haze episodes in Beijing during January of 2013

(2014) Jianrong Bi et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Modeling solar radiation of Mediterranean region in Turkey by using fuzzy genetic approach

(2013) Ozgur Kisi   ENERGY

Variability of aerosol optical depth and Angstrom wavelength exponent derived from AERONET observations in recent decades

(2011) Xiangao Xia   Environmental Research Letters

Direct Aerosol Radiative Forcing Uncertainty Based on a Radiative Perturbation Analysis

(2010) Norman G. Loeb et al.   JOURNAL OF CLIMATE

The potential of different artificial neural network (ANN) techniques in daily global solar radiation modeling based on meteorological data

(2010) M.A. Behrang et al.   SOLAR ENERGY

Quality control and estimation of global solar radiation in China

(2010) Wenjun Tang et al.   SOLAR ENERGY

Instrument calibration and aerosol optical depth validation of the China Aerosol Remote Sensing Network

(2009) Huizheng Che et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Impact of changes in diffuse radiation on the global land carbon sink

(2009) Lina M. Mercado et al.   NATURE

Data Quality Assessment and the Long-Term Trend of Ground Solar Radiation in China

(2008) Guang-Yu Shi et al.   Journal of Applied Meteorology and Climatology

Aerosol light scattering effect on terrestrial plant productivity and energy fluxes over the eastern United States

(2008) Toshihisa Matsui et al.   JOURNAL OF GEOPHYSICAL RESEARCH