Proceedings of the 2023 4th International Conference on Management Science and Engineering Management (ICMSEM 2023)

Equipment Management Performance Evaluation Method Based on Improved Wavelet Neural Network

Authors
Lili WANG1, Liang YOU1, *, Zhongyi CAI1, Jiangang JIN1
1Equipment Management and Unmanned Aerial Vehicle Engineering College, Air Force Engineering University, Xi’an, 710051, China
*Corresponding author. Email: you_liang2022@163.com
Corresponding Author
Liang YOU
Available Online 9 October 2023.
DOI
10.2991/978-94-6463-256-9_91How to use a DOI?
Keywords
equipment management; performance evaluation; neural network
Abstract

Because there are many factors affecting enterprise equipment management, the performance evaluation of equipment management is uncertain, and the existing evaluation methods are too subjective. In order to improve this problem, this paper proposes a new method of equipment management performance evaluation using sparrow search algorithm to improve wavelet neural network. Firstly, according to the characteristics of equipment management, the performance evaluation index system of equipment management is established. Secondly, the Sparrow Search Algorithm is used to improve the evaluation accuracy and convergence speed of the Wavelet Neural Network. Finally, the equipment management performance evaluation model is constructed, and the case analysis is carried out. The analysis shows that compared with other neural networks, the improved Wavelet Neural Network has faster convergence speed and better fitting effect, and can effectively carry out equipment management performance evaluation.

Copyright
© 2024 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 2023 4th International Conference on Management Science and Engineering Management (ICMSEM 2023)
Series
Advances in Economics, Business and Management Research
Publication Date
9 October 2023
ISBN
10.2991/978-94-6463-256-9_91
ISSN
2352-5428
DOI
10.2991/978-94-6463-256-9_91How to use a DOI?
Copyright
© 2024 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

TY  - CONF
AU  - Lili WANG
AU  - Liang YOU
AU  - Zhongyi CAI
AU  - Jiangang JIN
PY  - 2023
DA  - 2023/10/09
TI  - Equipment Management Performance Evaluation Method Based on Improved Wavelet Neural Network
BT  - Proceedings of the 2023 4th International Conference on Management Science and Engineering Management (ICMSEM 2023)
PB  - Atlantis Press
SP  - 925
EP  - 935
SN  - 2352-5428
UR  - https://doi.org/10.2991/978-94-6463-256-9_91
DO  - 10.2991/978-94-6463-256-9_91
ID  - WANG2023
ER  -