Evaluation model of enterprise operation based on BP neural network optimization algorithm

doi:10.1088/1742-6596/1570/1/012084

Details of Research Outputs

Title	Evaluation model of enterprise operation based on BP neural network optimization algorithm
Creator	Zhang，Yan 1; Hu，Ziwei 2; Ji，Li 3; Sun，Nanlin 3; Lin，Yuluo 4
Date Issued	2020-06-18
Source Publication	Journal of Physics: Conference Series
ISSN	1742-6588
Volume	1570
Issue	1
Abstract	The parameter selection of the traditional BP neural network (BPNN) has randomness, which makes the network prone to local extreme values during the calculation process. In order to solve this problem, this paper introduces the bat algorithm(BA) to optimize the parameter selection process of the BPNN and apply the algorithm to evaluate the enterprises' operating condition, a corresponding evaluation model of the enterprises' operating condition is established, and the evaluation model is applied to the prediction of the enterprises' future operating condition and compared with the prediction effect of the traditional BPNN model. The prediction accuracy of the BPNN optimization algorithm is higher than the prediction accuracy of the traditional BPNN. The established enterprise operation evaluation model can effectively predict the future operation of the enterprise.
DOI	10.1088/1742-6596/1570/1/012084
URL	View source
Language	英语English
Scopus ID	2-s2.0-85088050824
Citation statistics	Cited Times [WOS]:0 [WOS Record] [Related Records in WOS]
Document Type	Conference paper
Identifier	http://repository.uic.edu.cn/handle/39GCC9TT/6166
Collection	Beijing Normal-Hong Kong Baptist University
Corresponding Author	Zhang，Yan
Affiliation	1.Tongling University,Tongling, Anhui,244000,China 2.Beijing Normal University,Hong Kong Baptist University,United International College,Zhuhai, Guangdong,519000,China 3.University of Chinese Academy of Social Sciences,Beijing,102488,China 4.Chengdu University of Technology,ChengDu, Sichuan,610000,China
Recommended Citation GB/T 7714	Zhang，Yan,Hu，Ziwei,Ji，Liet al. Evaluation model of enterprise operation based on BP neural network optimization algorithm[C], 2020.

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