Prediction of daily global solar radiation using different machine learning algorithms: Evaluation and comparison
出版年份 2020 全文链接
标题
Prediction of daily global solar radiation using different machine learning algorithms: Evaluation and comparison
作者
关键词
Daily global solar radiation, Machine learning algorithms, Solar energy, Prediction, Model comparison
出版物
RENEWABLE & SUSTAINABLE ENERGY REVIEWS
Volume 135, Issue -, Pages 110114
出版商
Elsevier BV
发表日期
2020-08-19
DOI
10.1016/j.rser.2020.110114
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Point and interval forecasting of solar irradiance with an active Gaussian process
- (2020) Chao Huang et al. IET Renewable Power Generation
- 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
- Reduction of Training Data Using Parallel Hyperplane for Support Vector Machine
- (2019) Pardis Birzhandi et al. APPLIED ARTIFICIAL INTELLIGENCE
- Deep learning-based feature engineering methods for improved building energy prediction
- (2019) Cheng Fan et al. APPLIED ENERGY
- Solar radiation estimation methods using ANN and empirical models
- (2019) Vassilis Z. Antonopoulos et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- Evaluation and development of empirical models for estimating daily and monthly mean daily diffuse horizontal solar radiation for different climatic regions of China
- (2019) Junliang Fan et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Model selection for accurate daily global solar radiation prediction in China
- (2019) Shaban G. Gouda et al. JOURNAL OF CLEANER PRODUCTION
- Application of functional deep belief network for estimating daily global solar radiation: A case study in China
- (2019) Haixiang Zang et al. ENERGY
- Comparison of daily diffuse radiation models in regions of China without solar radiation measurement
- (2019) Liu Yang et al. ENERGY
- Evaluation of temperature-based machine learning and empirical models for predicting daily global solar radiation
- (2019) Yu Feng et al. ENERGY CONVERSION AND MANAGEMENT
- Machine Learning and Deep Learning Methods for Intrusion Detection Systems: A Survey
- (2019) Hongyu Liu et al. Applied Sciences-Basel
- A novel convolutional neural network framework based solar irradiance prediction method
- (2019) Na Dong et al. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS
- 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
- Drying municipal sewage sludge with v-groove triple-pass and quadruple-pass solar air heaters along with testing of a solar absorber drying chamber
- (2019) Ataollah Khanlari et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Performance enhancement of a greenhouse dryer: Analysis of a cost-effective alternative solar air heater
- (2019) Ataollah Khanlari et al. JOURNAL OF CLEANER PRODUCTION
- Big data approach to batch process monitoring: Simultaneous fault detection and diagnosis using nonlinear support vector machine-based feature selection
- (2018) Melis Onel et al. COMPUTERS & CHEMICAL ENGINEERING
- New combined models for estimating daily global solar radiation based on sunshine duration in humid regions: A case study in South China
- (2018) Junliang Fan et al. ENERGY CONVERSION AND MANAGEMENT
- Comparison of artificial intelligence methods in estimation of daily global solar radiation
- (2018) A. Khosravi et al. JOURNAL OF CLEANER PRODUCTION
- A computer vision system for identification of granite-forming minerals based on RGB data and artificial neural networks
- (2018) A. Ramil et al. MEASUREMENT
- Robust clustering using a kNN mode seeking ensemble
- (2018) Jonas Nordhaug Myhre et al. PATTERN RECOGNITION
- Combining Minkowski and Cheyshev: New distance proposal and survey of distance metrics using k-nearest neighbours classifier
- (2018) É.O. Rodrigues PATTERN RECOGNITION LETTERS
- Estimating daily Global solar radiation with graphical user interface in Eastern Mediterranean region of Turkey
- (2018) H.Başak Yıldırım et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- The development of empirical models for estimating global solar radiation on horizontal surface: A case study
- (2018) Hilmi Cenk Bayrakçı 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
- Efficient kNN Classification With Different Numbers of Nearest Neighbors
- (2018) Shichao Zhang et al. IEEE Transactions on Neural Networks and Learning Systems
- Estimation of daily global solar radiation using deep learning model
- (2018) Kazım Kaba et al. ENERGY
- Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning
- (2018) Takeru Miyato et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Application of support vector machine models for forecasting solar and wind energy resources: A review
- (2018) Alireza Zendehboudi et al. JOURNAL OF CLEANER PRODUCTION
- A comparison between the application of empirical and ANN methods for estimation of daily global solar radiation in Iran
- (2018) Babak Jahani et al. THEORETICAL AND APPLIED CLIMATOLOGY
- New daily global solar irradiation estimation model based on automatic selection of input parameters using evolutionary artificial neural networks
- (2018) M. Marzouq et al. JOURNAL OF CLEANER PRODUCTION
- Designing a multi-stage multivariate empirical mode decomposition coupled with ant colony optimization and random forest model to forecast monthly solar radiation
- (2018) Ramendra Prasad et al. APPLIED ENERGY
- A fuzzy regression with support vector machine approach to the estimation of horizontal global solar radiation
- (2017) Furkan Baser et al. ENERGY
- Learning Sensor-Specific Spatial-Spectral Features of Hyperspectral Images via Convolutional Neural Networks
- (2017) Shaohui Mei et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- The mathematical modeling of concentrated photovoltaic module temperature
- (2017) İlhan Ceylan et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- ANFIS, SVM and ANN soft-computing techniques to estimate daily global solar radiation in a warm sub-humid environment
- (2017) Victor H. Quej et al. JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS
- Machine learning on big data: Opportunities and challenges
- (2017) Lina Zhou et al. NEUROCOMPUTING
- Day-Ahead Prediction of Bihourly Solar Radiance With a Markov Switch Approach
- (2017) Yu Jiang et al. IEEE Transactions on Sustainable Energy
- 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
- Hybrid auto-regressive neural network model for estimating global solar radiation in Bandar Abbas, Iran
- (2016) Shahaboddin Shamshirband et al. Environmental Earth Sciences
- Detecting Facial Retouching Using Supervised Deep Learning
- (2016) Aparna Bharati et al. IEEE Transactions on Information Forensics and Security
- Prediction of solar radiation in China using different adaptive neuro-fuzzy methods and M5 model tree
- (2016) Lunche Wang et al. INTERNATIONAL JOURNAL OF CLIMATOLOGY
- Comparison of artificial intelligence methods and empirical equations to estimate daily solar radiation
- (2016) Saeid Mehdizadeh et al. JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS
- Estimation of daily global solar radiation using wavelet regression, ANN, GEP and empirical models: A comparative study of selected temperature-based approaches
- (2016) Sayed Saber Sharifi et al. JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS
- Application of least square support vector machine and multivariate adaptive regression spline models in long term prediction of river water pollution
- (2016) Ozgur Kisi et al. JOURNAL OF HYDROLOGY
- Solar radiation prediction using different techniques: model evaluation and comparison
- (2016) Lunche Wang et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- The distance function effect on k-nearest neighbor classification for medical datasets
- (2016) Li-Yu Hu et al. SpringerPlus
- A new hybrid support vector machine–wavelet transform approach for estimation of horizontal global solar radiation
- (2015) Kasra Mohammadi et al. ENERGY CONVERSION AND MANAGEMENT
- Support vector regression based prediction of global solar radiation on a horizontal surface
- (2015) Kasra Mohammadi et al. ENERGY CONVERSION AND MANAGEMENT
- Daily global solar radiation prediction from air temperatures using kernel extreme learning machine: A case study for Iran
- (2015) Shahaboddin Shamshirband et al. JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS
- Analysis of daily solar power prediction with data-driven approaches
- (2014) Huan Long et al. APPLIED ENERGY
- Parametric models and non-parametric machine learning models for predicting option prices: Empirical comparison study over KOSPI 200 Index options
- (2014) Hyejin Park et al. EXPERT SYSTEMS WITH APPLICATIONS
- Deep Learning-Based Classification of Hyperspectral Data
- (2014) Yushi Chen et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Selection of most relevant input parameters using WEKA for artificial neural network based solar radiation prediction models
- (2014) Amit Kumar Yadav et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Assessing the potential of support vector machine for estimating daily solar radiation using sunshine duration
- (2013) Ji-Long Chen et al. ENERGY CONVERSION AND MANAGEMENT
- Sensitivity of APSIM/ORYZA model due to estimation errors in solar radiation
- (2013) Alexandre Bryan Heinemann et al. BRAGANTIA
- An efficient diagnosis system for detection of Parkinson’s disease using fuzzy k-nearest neighbor approach
- (2012) Hui-Ling Chen et al. EXPERT SYSTEMS WITH APPLICATIONS
- Generation of typical solar radiation data for different climates of China
- (2011) Haixiang Zang et al. ENERGY
- Deep and Wide: Multiple Layers in Automatic Speech Recognition
- (2011) Nelson Morgan IEEE Transactions on Audio Speech and Language Processing
- Mapping daily global solar irradiation over Spain: A comparative study of selected approaches
- (2011) A. Moreno et al. SOLAR ENERGY
- The new interpretation of support vector machines on statistical learning theory
- (2010) ChunHua Zhang et al. Science China-Mathematics
- 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
- Correlations for estimation of daily global solar radiation with hours of bright sunshine in Turkey
- (2009) Kadir Bakirci ENERGY
- Prediction of monthly mean daily diffuse solar radiation using artificial neural networks and comparison with other empirical models
- (2008) Yingni Jiang ENERGY POLICY
- An ANN application for water quality forecasting
- (2008) Sundarambal Palani et al. MARINE POLLUTION BULLETIN
- Analysis of wind power generation and prediction using ANN: A case study
- (2007) M. Carolin Mabel et al. RENEWABLE ENERGY
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started