Application of Improved PSO-BP Neural Network in Cold Load Forecasting of Mall Air-Conditioning
Joint Authors
Yu, JunQi
Jing, WenQiang
Zhao, AnJun
Ren, YanHuan
Zhou, Meng
Source
Journal of Control Science and Engineering
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-09-22
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Electronic engineering
Information Technology and Computer Science
Abstract EN
A combination of JMP, PSO-BP neural network, and Markov chain which aims at the low correlation between input and output data and the error of prediction model in the PSO-BP neural network prediction model is proposed.
First, the JMP data processing software is used to process the input data and eliminate the samples with low coupling degree.
Then, obtaining the cooling load prediction results relies on the training from the PSO-BP neural network.
Finally, the final prediction results will be generated by eliminating the random errors using the Markov chain.
The results show that the combination of the prediction methods has higher prediction accuracy and conforms to the change rule of the cooling load in shopping malls.
Besides, the combination fits the actual application requirements as well.
American Psychological Association (APA)
Yu, JunQi& Jing, WenQiang& Zhao, AnJun& Ren, YanHuan& Zhou, Meng. 2019. Application of Improved PSO-BP Neural Network in Cold Load Forecasting of Mall Air-Conditioning. Journal of Control Science and Engineering،Vol. 2019, no. 2019, pp.1-9.
https://search.emarefa.net/detail/BIM-1172450
Modern Language Association (MLA)
Yu, JunQi…[et al.]. Application of Improved PSO-BP Neural Network in Cold Load Forecasting of Mall Air-Conditioning. Journal of Control Science and Engineering No. 2019 (2019), pp.1-9.
https://search.emarefa.net/detail/BIM-1172450
American Medical Association (AMA)
Yu, JunQi& Jing, WenQiang& Zhao, AnJun& Ren, YanHuan& Zhou, Meng. Application of Improved PSO-BP Neural Network in Cold Load Forecasting of Mall Air-Conditioning. Journal of Control Science and Engineering. 2019. Vol. 2019, no. 2019, pp.1-9.
https://search.emarefa.net/detail/BIM-1172450
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1172450