Deep-Learning Prediction Model with Serial Two-Level Decomposition Based on Bayesian Optimization
Joint Authors
Jin, Xue-Bo
Wang, Hong-Xing
Wang, Xiao-Yi
Bai, Yu-Ting
Su, Ting-Li
Kong, Jian-Lei
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-09-14
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Abstract EN
The power load prediction is significant in a sustainable power system, which is the key to the energy system’s economic operation.
An accurate prediction of the power load can provide a reliable decision for power system planning.
However, it is challenging to predict the power load with a single model, especially for multistep prediction, because the time series load data have multiple periods.
This paper presents a deep hybrid model with a serial two‐level decomposition structure.
First, the power load data are decomposed into components; then, the gated recurrent unit (GRU) network, with the Bayesian optimization parameters, is used as the subpredictor for each component.
Last, the predictions of different components are fused to achieve the final predictions.
The power load data of American Electric Power (AEP) were used to verify the proposed predictor.
The results showed that the proposed prediction method could effectively improve the accuracy of power load prediction.
American Psychological Association (APA)
Jin, Xue-Bo& Wang, Hong-Xing& Wang, Xiao-Yi& Bai, Yu-Ting& Su, Ting-Li& Kong, Jian-Lei. 2020. Deep-Learning Prediction Model with Serial Two-Level Decomposition Based on Bayesian Optimization. Complexity،Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1141888
Modern Language Association (MLA)
Jin, Xue-Bo…[et al.]. Deep-Learning Prediction Model with Serial Two-Level Decomposition Based on Bayesian Optimization. Complexity No. 2020 (2020), pp.1-14.
https://search.emarefa.net/detail/BIM-1141888
American Medical Association (AMA)
Jin, Xue-Bo& Wang, Hong-Xing& Wang, Xiao-Yi& Bai, Yu-Ting& Su, Ting-Li& Kong, Jian-Lei. Deep-Learning Prediction Model with Serial Two-Level Decomposition Based on Bayesian Optimization. Complexity. 2020. Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1141888
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1141888