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

This paper presents a straight forward application of Layer Recurrent Neural Network (LRNN) to predict the load of a large distribution network. Short term load forecasting provides important information about the system’s load pattern, which is a premier requirement in planning periodical operations and facility expansion. Approximation of data patterns for forecasting is not an easy task to perform. In past, various approaches have been applied for forecasting. In this work application of LRNN is explored. The results of proposed architecture are compared with other conventional topologies of neural networks on the basis of Root Mean Square of Error (RMSE), Mean Absolute Percentage Error (MAPE) and Mean Absolute Error (MAE). It is observed that the results obtained from LRNN are comparatively more significant.

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Short-Term Load Forecasting Using Time Pooling Deep Recurrent Neural Network

10.1109/eeeic/icpseurope51590.2021.9584634 ◽

2021 ◽

Author(s):

Elahe Khoshbakhti Vaygan ◽

Roozbeh Rajabi ◽

Abouzar Estebsari

Keyword(s):

Neural Network ◽

Recurrent Neural Network ◽

Load Forecasting ◽

Short Term ◽

Deep Recurrent Neural Network ◽

Short Term Load Forecasting

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Multi-convolution feature extraction and recurrent neural network dependent model for short-term load forecasting

IEEE Access ◽

10.1109/access.2021.3107954 ◽

2021 ◽

pp. 1-1

Author(s):

Hui Hwang Goh ◽

Biliang He ◽

Hui Liu ◽

Dongdong Zhang ◽

Wei Dai ◽

...

Keyword(s):

Neural Network ◽

Feature Extraction ◽

Recurrent Neural Network ◽

Load Forecasting ◽

Short Term ◽

Short Term Load Forecasting ◽

Dependent Model

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Short-term load forecasting using diagonal recurrent neural network

[1993] Proceedings of the Second International Forum on Applications of Neural Networks to Power Systems ◽

10.1109/ann.1993.264286 ◽

2002 ◽

Cited By ~ 13

Author(s):

K.Y. Lee ◽

T.I. Choi ◽

C.C. Ku ◽

J.H. Park

Keyword(s):

Neural Network ◽

Recurrent Neural Network ◽

Load Forecasting ◽

Short Term ◽

Short Term Load Forecasting

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Short term load forecasting using a novel recurrent neural network

TENCON 2008 - 2008 IEEE Region 10 Conference ◽

10.1109/tencon.2008.4766829 ◽

2008 ◽

Cited By ~ 6

Author(s):

Sanjib Mishra ◽

Sarat Kumar Patra

Keyword(s):

Neural Network ◽

Recurrent Neural Network ◽

Load Forecasting ◽

Short Term ◽

Short Term Load Forecasting

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