Robust short-term electrical load forecasting framework for commercial buildings using deep recurrent neural networks

Applied Energy ◽

10.1016/j.apenergy.2020.115410 ◽

2020 ◽

Vol 278 ◽

pp. 115410 ◽

Cited By ~ 6

Author(s):

Gopal Chitalia ◽

Manisa Pipattanasomporn ◽

Vishal Garg ◽

Saifur Rahman

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Commercial Buildings ◽

Electrical Load ◽

Short Term ◽

Electrical Load Forecasting

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Short-term electrical load forecasting using radial basis function neural networks considering weather factors

Electrical Engineering ◽

10.1007/s00202-018-0678-8 ◽

2018 ◽

Vol 100 (3) ◽

pp. 1985-1995 ◽

Cited By ~ 10

Author(s):

Surender Reddy Salkuti

Keyword(s):

Neural Networks ◽

Radial Basis Function ◽

Basis Function ◽

Load Forecasting ◽

Electrical Load ◽

Short Term ◽

Weather Factors ◽

Radial Basis ◽

Electrical Load Forecasting

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Electrical load forecasting using fast learning recurrent neural networks

The 2013 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2013.6706998 ◽

2013 ◽

Cited By ~ 5

Author(s):

Gul Muhammad Khan ◽

Atif Rashid Khattak ◽

Faheem Zafari ◽

Sahibzada Ali Mahmud

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Load Forecasting ◽

Electrical Load ◽

Fast Learning ◽

Electrical Load Forecasting

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On the Use of Syntactic Pattern Recognition Methods, Neural Networks, and Fuzzy Systems for Short-Term Electrical Load Forecasting

Advances in Soft Computing - Computer Recognition Systems ◽

10.1007/3-540-32390-2_100 ◽

2008 ◽

pp. 851-858 ◽

Cited By ~ 3

Author(s):

Janusz Jurek ◽

Tomasz Peszek

Keyword(s):

Neural Networks ◽

Pattern Recognition ◽

Fuzzy Systems ◽

Load Forecasting ◽

Electrical Load ◽

Short Term ◽

Syntactic Pattern Recognition ◽

Pattern Recognition Methods ◽

Syntactic Pattern ◽

Electrical Load Forecasting

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Performance Analysis of Combined Similar Day and Day Ahead Short Term Electrical Load Forecasting using Sequential Hybrid Neural Networks

IETE Journal of Research ◽

10.1080/03772063.2017.1417749 ◽

2018 ◽

Vol 65 (2) ◽

pp. 216-226 ◽

Cited By ~ 3

Author(s):

Rohit Rajan Eapen ◽

Sishaj Pulikottil Simon

Keyword(s):

Neural Networks ◽

Performance Analysis ◽

Load Forecasting ◽

Electrical Load ◽

Short Term ◽

Electrical Load Forecasting ◽

Similar Day ◽

Hybrid Neural Networks

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Short term electrical load forecasting using back propagation neural networks

2014 North American Power Symposium (NAPS) ◽

10.1109/naps.2014.6965453 ◽

2014 ◽

Cited By ~ 6

Author(s):

S. Surender Reddy ◽

James A. Momoh

Keyword(s):

Neural Networks ◽

Load Forecasting ◽

Back Propagation ◽

Electrical Load ◽

Short Term ◽

Back Propagation Neural Networks ◽

Electrical Load Forecasting

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Short term electrical load forecasting for mauritius using Artificial Neural Networks

2008 IEEE International Conference on Systems, Man and Cybernetics ◽

10.1109/icsmc.2008.4811869 ◽

2008 ◽

Author(s):

Tina Bugwan ◽

Robert T. F. Ah King

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Load Forecasting ◽

Electrical Load ◽

Short Term ◽

Electrical Load Forecasting ◽

Artificial Neural

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Sequence-to-sequence neural networks for short-term electrical load forecasting in commercial office buildings

Energy and Buildings ◽

10.1016/j.enbuild.2020.110350 ◽

2020 ◽

Vol 226 ◽

pp. 110350 ◽

Cited By ~ 1

Author(s):

Elliott Skomski ◽

Joon-Yong Lee ◽

Woohyun Kim ◽

Vikas Chandan ◽

Srinivas Katipamula ◽

...

Keyword(s):

Neural Networks ◽

Load Forecasting ◽

Office Buildings ◽

Electrical Load ◽

Short Term ◽

Electrical Load Forecasting

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Wavelet transform and neural networks for short-term electrical load forecasting

Energy Conversion and Management ◽

10.1016/s0196-8904(00)00035-2 ◽

2000 ◽

Vol 41 (18) ◽

pp. 1975-1988 ◽

Cited By ~ 70

Author(s):

S.J Yao ◽

Y.H Song ◽

L.Z Zhang ◽

X.Y Cheng

Keyword(s):

Neural Networks ◽

Wavelet Transform ◽

Load Forecasting ◽

Electrical Load ◽

Short Term ◽

Electrical Load Forecasting

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Optimum input sequence size for a sliding window-based LSTM neural network used in short-term electrical load forecasting

10.1109/telfor52709.2021.9653206 ◽

2021 ◽

Author(s):

Vladimir Urosevic ◽

Sonja Dimitrijevic

Keyword(s):

Neural Network ◽

Load Forecasting ◽

Input Sequence ◽

Sliding Window ◽

Electrical Load ◽

Short Term ◽

Electrical Load Forecasting ◽

Optimum Input

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LSTM-based short-term electrical load forecasting framework with improved input feature space

10.1109/ict-pep53949.2021.9600923 ◽

2021 ◽

Author(s):

Abhishek Sharma ◽

Sachin Kumar Jain

Keyword(s):

Load Forecasting ◽

Feature Space ◽

Electrical Load ◽

Short Term ◽

Input Feature ◽

Electrical Load Forecasting

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