Concepedia

Convolutional and recurrent neural network based model for short-term load forecasting

Hosein Eskandari, Maryam Imani, Mohsen Parsa Moghaddam

Electric Power Systems Research · 2021 · 199 citations · 43 references

Concepts

ComputingData ScienceForecastingMachine LearningTime Series AnalysisDeep LearningLoad ForecastingShort-term ForecastingTime Series ForecastingTime Series ModelingTime Series PredictionConvolutional Forecasting ModelsDeep Learning For ForecastingDeep Learning For Time Series ForecastingRecurrent Neural Network ForecastingShort-term Load Forecasting

References

43

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Jun‐Young Chung, Çağlar Gülçehre, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 10.8K citations · Full text

Computing, Data Science, Machine Learning +13

Short-Term Residential Load Forecasting Based on LSTM Recurrent Neural Network

Weicong Kong, Zhao Yang Dong, Youwei Jia et al. · IEEE Transactions on Smart Grid · 2017 · 2.5K citations

Computing, Data Science, Forecasting +16

Improving deep neural networks for LVCSR using rectified linear units and dropout

George E. Dahl, Tara N. Sainath, Geoffrey E. Hinton · 2013 · 1.3K citations

Computing, Computer Science, Computer Vision +14

Deep Learning for Household Load Forecasting—A Novel Pooling Deep RNN

Heng Shi, Minghao Xu, Ran Li · IEEE Transactions on Smart Grid · 2017 · 1.1K citations · Full text

Computing, Computer Science, Data Science +16

Load Forecasting Using Support Vector Machines: A Study on EUNITE Competition 2001

Bing Chen, Ming‐Wei Chang, Chih‐Jen Lin · IEEE Transactions on Power Systems · 2004 · 843 citations

Computing, Data Science, Forecasting +10