Day-ahead hourly photovoltaic power forecasting using attention-based CNN-LSTM neural network embedded with multiple relevant and target variables prediction pattern

2020 ◽

Author(s):

Yuan Peng ◽

Suhua Lou ◽

Senlin Yang ◽

Yaowu Wu ◽

Xianglu He ◽

...

Keyword(s):

Neural Network ◽

Bp Neural Network ◽

Forecasting Model ◽

Short Term ◽

Neural Network Method ◽

Model Based ◽

Photovoltaic Power ◽

Network Method ◽

Power Forecasting

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Short-term active power forecasting of a photovoltaic power plant using an artificial neural network

2017 IEEE Second Ecuador Technical Chapters Meeting (ETCM) ◽

10.1109/etcm.2017.8247527 ◽

2017 ◽

Author(s):

Andres F. Romero ◽

Franklin L. Quilumba ◽

Hugo N. Arcos

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Power Plant ◽

Active Power ◽

Short Term ◽

Photovoltaic Power ◽

Artificial Neural ◽

Power Forecasting

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A comparison of day-ahead photovoltaic power forecasting models based on deep learning neural network

Applied Energy ◽

10.1016/j.apenergy.2019.113315 ◽

2019 ◽

Vol 251 ◽

pp. 113315 ◽

Cited By ~ 48

Author(s):

Kejun Wang ◽

Xiaoxia Qi ◽

Hongda Liu

Keyword(s):

Neural Network ◽

Deep Learning ◽

Forecasting Models ◽

Photovoltaic Power ◽

Deep Learning Neural Network ◽

Power Forecasting

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Short-Term Photovoltaic Power Forecasting Using Artificial Neural Network Considering Multiple Time Lags

2019 International Conference on Engineering, Science, and Industrial Applications (ICESI) ◽

10.1109/icesi.2019.8862996 ◽

2019 ◽

Author(s):

Muhammad Murtadha Othman ◽

Muhamad Hafizuddin Idris Ramlee ◽

Mohd Hafez Hilmi Harun ◽

Ismail Musirin

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Multiple Time ◽

Time Lags ◽

Short Term ◽

Photovoltaic Power ◽

Artificial Neural ◽

Power Forecasting

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Artificial neural network models for global solar energy and photovoltaic power forecasting over India

Energy Sources Part A Recovery Utilization and Environmental Effects ◽

10.1080/15567036.2020.1826017 ◽

2020 ◽

pp. 1-26 ◽

Cited By ~ 1

Author(s):

Gulnar Perveen ◽

M. Rizwan ◽

Nidhi Goel ◽

Priyanka Anand

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Solar Energy ◽

Network Models ◽

Neural Network Models ◽

Photovoltaic Power ◽

Artificial Neural ◽

Artificial Neural Network Models ◽

Power Forecasting

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SolarNet: A hybrid reliable model based on convolutional neural network and variational mode decomposition for hourly photovoltaic power forecasting

Applied Energy ◽

10.1016/j.apenergy.2021.117410 ◽

2021 ◽

Vol 300 ◽

pp. 117410

Author(s):

Deniz Korkmaz

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Variational Mode Decomposition ◽

Model Based ◽

Photovoltaic Power ◽

Mode Decomposition ◽

Reliable Model ◽

Power Forecasting

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Elman neural network based short-term photovoltaic power forecasting using association rules and kernel principal component analysis

Journal of Renewable and Sustainable Energy ◽

10.1063/1.5022393 ◽

2018 ◽

Vol 10 (4) ◽

pp. 043501 ◽

Cited By ~ 3

Author(s):

Chunxia Dou ◽

Hang Qi ◽

Wei Luo ◽

Yamin Zhang

Keyword(s):

Neural Network ◽

Principal Component Analysis ◽

Association Rules ◽

Principal Component ◽

Component Analysis ◽

Kernel Principal Component Analysis ◽

Short Term ◽

Elman Neural Network ◽

Photovoltaic Power ◽

Power Forecasting

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Photovoltaic Power Forecasting Using Cascade Forward Neural Network Based On Levenberg-Marquardt Algorithm

2021 IEEE International Conference in Power Engineering Application (ICPEA) ◽

10.1109/icpea51500.2021.9417842 ◽

2021 ◽

Author(s):

Norma Mahmudah ◽

Ardyono Priyadi ◽

Avian Lukman Setya Budi ◽

Vita Lystianingrum Budiharto Putri

Keyword(s):

Neural Network ◽

Photovoltaic Power ◽

Marquardt Algorithm ◽

Levenberg Marquardt ◽

Power Forecasting

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Spatial-Temporal Graph Neural Network for Regional Photovoltaic Power Forecasting Based on Weather Condition Recognition

10.1049/icp.2021.2303 ◽

2021 ◽

Author(s):

M. Zhang ◽

P. Tao ◽

P. Ren ◽

Z. Zhen ◽

F. Wang ◽

...

Keyword(s):

Neural Network ◽

Weather Condition ◽

Photovoltaic Power ◽

Temporal Graph ◽

Power Forecasting ◽

Condition Recognition

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A short-term photovoltaic power forecasting model based on a radial basis function neural network and similar days

IOP Conference Series Earth and Environmental Science ◽

10.1088/1755-1315/227/2/022032 ◽

2019 ◽

Vol 227 ◽

pp. 022032 ◽

Cited By ~ 2

Author(s):

Zhenlei Xu ◽

Zhicong Chen ◽

Haifang Zhou ◽

Lijun Wu ◽

Peijie Lin ◽

...

Keyword(s):

Neural Network ◽

Radial Basis Function ◽

Basis Function ◽

Forecasting Model ◽

Short Term ◽

Model Based ◽

Photovoltaic Power ◽

Radial Basis ◽

Power Forecasting

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Day-ahead hourly photovoltaic power forecasting using attention-based CNN-LSTM neural network embedded with multiple relevant and target variables prediction pattern

Short-term Photovoltaic Power Forecasting Model Based on Improved BP Neural Network Method

Short-term active power forecasting of a photovoltaic power plant using an artificial neural network

A comparison of day-ahead photovoltaic power forecasting models based on deep learning neural network

Short-Term Photovoltaic Power Forecasting Using Artificial Neural Network Considering Multiple Time Lags

Artificial neural network models for global solar energy and photovoltaic power forecasting over India

SolarNet: A hybrid reliable model based on convolutional neural network and variational mode decomposition for hourly photovoltaic power forecasting

Elman neural network based short-term photovoltaic power forecasting using association rules and kernel principal component analysis

Photovoltaic Power Forecasting Using Cascade Forward Neural Network Based On Levenberg-Marquardt Algorithm

Spatial-Temporal Graph Neural Network for Regional Photovoltaic Power Forecasting Based on Weather Condition Recognition

A short-term photovoltaic power forecasting model based on a radial basis function neural network and similar days

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