reviewTop 1% cited
A review of deep learning for renewable energy forecasting
Energy Conversion and Management · 2019 · Vol. 198 · pp. 111799–111799
Huaizhi Wang(Shenzhen University)Zhenxing Lei(Shenzhen University)Xian Zhang✉(Hong Kong Polytechnic University)Bin Zhou(Hunan University)Jianchun Peng(Shenzhen University)
Energy Load and Power ForecastingSolar Radiation and PhotovoltaicsElectric Power System OptimizationDeep learningArtificial intelligenceComputer scienceRenewable energyMachine learningArtificial neural networkProbabilistic logicData pre-processingDeep belief networkEngineering
Citations
1,078
FWCI
55.14
field-weighted impact
References
172
Percentile
100%
vs. same field & year
Citations per year
Cited by
A day-ahead PV power forecasting method based on LSTM-RNN model and time correlation modification under partial daily pattern prediction framework
Energy Conversion and Management · 2020 · 607 citations
A Stacked GRU-RNN-Based Approach for Predicting Renewable Energy and Electricity Load for Smart Grid Operation
IEEE Transactions on Industrial Informatics · 2021 · 370 citations
References
Traffic Flow Prediction With Big Data: A Deep Learning Approach
IEEE Transactions on Intelligent Transportation Systems · 2014 · 2,943 citations
Statistical Analysis of Wind Power Forecast Error
IEEE Transactions on Power Systems · 2008 · 748 citations
Lower Upper Bound Estimation Method for Construction of Neural Network-Based Prediction Intervals
IEEE Transactions on Neural Networks · 2010 · 721 citations
A Fast Learning Algorithm for Deep Belief Nets
Neural Computation · 2006 · 16,253 citations
Deep learning based ensemble approach for probabilistic wind power forecasting
Applied Energy · 2016 · 730 citations
Deep Learning for Household Load Forecasting—A Novel Pooling Deep RNN
IEEE Transactions on Smart Grid · 2017 · 1,063 citations
Forecasting of photovoltaic power generation and model optimization: A review
Renewable and Sustainable Energy Reviews · 2017 · 1,133 citations
Solar photovoltaic generation forecasting methods: A review
Energy Conversion and Management · 2017 · 919 citations
Related articles
Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning
IEEE Transactions on Intelligent Transportation Systems · 2014 · 1,132 citations
A survey of deep neural network architectures and their applications
Neurocomputing · 2016 · 3,220 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.
