A hybrid prediction model of improved bidirectional long short-term memory network for cooling load based on PCANet and attention mechanism

Accurate and reliable cooling load forecasting is a prerequisite for air-conditioning system control and the basis for building-side energy management. Therefore, a hybrid prediction model of an improved bidirectional long short-term memory (BiLSTM) network based on principal component analysis netw...

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Bibliographic Details

Published in:	Energy (Oxford) Vol. 292; p. 130388
Main Authors:	Yan, Xiuying, Ji, Xingxing, Meng, Qinglong, Sun, Hang, Lei, Yu
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.04.2024
Subjects:	algorithms Bidirectional long short-term memory Cooling load forecasting energy Improved whale optimization algorithm Large commercial building neural networks prediction Prediction accuracy principal component analysis Improved whale optimization algorithm Prediction accuracy Cooling load forecasting Bidirectional long short-term memory Large commercial building
ISSN:	0360-5442
Online Access:	Get full text
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