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DOI:​10.1016/J.RSER.2015.11.055
Corpus ID: 110367440
Estimating the diffuse solar radiation using a coupled support vector machine–wavelet transform model
Shahaboddin Shamshirband, Kasra Mohammadi, +4 authors E. Zalnezhad
Published 2016
Mathematics

Renewable & Sustainable Energy Reviews
Diffuse solar radiation is a fundamental parameter highly required in several solar energy applications. Despite its significance, diffuse solar radiation is not measured in many locations around the… Expand
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72 Citations
Highly Influential Citations
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11
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9
72 Citations
A fuzzy regression with support vector machine approach to the estimation of horizontal global solar radiation
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2017
Accurate estimation of the amount of horizontal global solar radiation for a particular field is an important input for decision processes in solar radiation investments. In this article, we focus on… Expand
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Abstract Generalized models for assessment of monthly average diffuse solar radiation over India were established using long-term solar radiation data available for 15 years (1986–2000) obtained from… Expand
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Comparison of artificial intelligence and empirical models for estimation of daily diffuse solar radiation in North China Plain
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Environmental Science
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Abstract Accurate diffuse solar radiation (Hd) data is highly crucial for the development and utilization of solar energy technologies. However, due to expensive cost and technology requirements,… Expand
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Application of machine learning for solar radiation modeling
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Theoretical and Applied Climatology
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Solar radiation is an important parameter that affects the atmosphere-earth thermal balance and many water and soil processes such as evapotranspiration and plant growth. The modeling of the daily… Expand
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Prediction of diffuse solar radiation based on multiple variables in China
L. Wang, Y. Lu, +4 authors Zigeng Niu
Environmental Science
Renewable and Sustainable Energy Reviews
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Abstract The accurate knowledge of diffuse solar radiation is of vital importance for climatology, sustainable energy, agriculture and biological activities. However, the spatial coverage of diffuse… Expand
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Wavelet-Gaussian Process Regression Model for Regression Daily Solar Radiation in Ghardaia, Algeria
Khaled Ferkous, F. Chellali, Abdalah Kouzou, Belgacem Bekkar
Mathematics
2021
Received: 18 October 2020 Accepted: 22 February 2021 Several methods have been used to predict daily solar radiation in recent years, such as artificial intelligence and hybrid models. In this paper,… Expand
RETRACTED ARTICLE: Horizontal global solar radiation estimation using hybrid SVM-firefly and SVM-wavelet algorithms: a case study
Kasra Mohammadi, Shahaboddin Shamshirband, A. S. Danesh, M. Zamani, C. Sudheer
Computer Science
Natural Hazards

2015
TLDR
Assessment of the suitability of two hybrid approaches to predict monthly mean daily horizontal global solar radiation indicates that hybridizing the SVM with FFA and WT algorithms would be promising as both SVM-FFA and S VM-WT approaches show higher performance than single SVM. Expand
13 Citations
Predicting daily diffuse horizontal solar radiation in various climatic regions of China using support vector machine and tree-based soft computing models with local and extrinsic climatic data
Junliang Fan, Xiukang Wang, Fucang Zhang, Xin Ma, Lifeng Wu
Environmental Science
2020
Abstract Knowledge of diffuse horizontal solar radiation (Rd) on horizontal surfaces is a prerequisite for the design and optimization of active and passive solar energy systems such as the solar… Expand
25 Citations
Estimation of solar radiation per month on horizontal surface using adaptive neuro-fuzzy inference system (case study in Surabaya)
Jauharotul Maknunah, I. Abadi, Isnan Abdurrahman, C. Imron
Computer Science
2019
TLDR
The results of this study indicate that the ANFIS method has a smaller Root Mean Square Error (RMSE) and Mean Absolute Error (MAE) values than the ELM method of artificial neural networks. Expand
Global horizontal radiation forecast using forward regression on a quadratic kernel support vector machine: Case study of the Tibet Autonomous Region in China
He Jiang, Yao Dong
Engineering
2017
Effective and accurate forecasting of solar radiation plays a critically important role in the design of grid-connected photovoltaic installations. However, this is an extremely challenging task… Expand
27 Citations
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Environmental Science
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Mathematics
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L. Olatomiwa, S. Mekhilef, Shahaboddin Shamshirband, Kasra Mohammadi, D. Petković, C. Sudheer
Mathematics
2015
In this paper, the accuracy of a hybrid machine learning technique for solar radiation prediction based on some meteorological data is examined. For this aim, a novel method named as SVM–FFA is… Expand
214 Citations
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Evaluation of different diffuse radiation models for Indian stations and predicting the best fit model
Indira Karakoti, B. Pande, K. Pandey
Mathematics
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In the present study, the non-linear solar radiation models for predicting the monthly average daily diffuse radiation are developed using the measured data on global radiation, diffuse radiation and… Expand
36 Citations
General models for estimation of the monthly mean daily diffuse solar radiation (Case study: Algeria)
T. E. Boukelia, M. Mecibah, I. E. Meriche
Environmental Science
2014
Abstract In this study, 10 empirical models are developed correlating monthly mean daily diffuse solar radiation with monthly mean sunshine records and global solar radiation data. The aims of this… Expand
56 Citations
Prediction of monthly mean daily diffuse solar radiation using artificial neural networks and comparison with other empirical models
Yingni Jiang
Mathematics
2008
An artificial neural network (ANN) model for estimating monthly mean daily diffuse solar radiation is presented in this paper. Solar radiation data from 9 stations having different climatic… Expand
111 Citations
Modeling global solar radiation using Particle Swarm Optimization (PSO)
M. Mohandes
Environmental Science
2012
Abstract The quantity of solar radiation received by the earth’s surface is very important to numerous renewable energy applications. However, direct measurement of solar data is not widely… Expand
120 Citations
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