CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm
The installation of automotive electrical switches is a complex three-dimensional space assembly project which has high requirements for installation accuracy. In order to improve the installation effect of automotive electrical switches, this paper applies the PSO-BP neural network algorithm to aut...
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| Vydáno v: | Journal of Electrical and Computer Engineering Ročník 2022; s. 1 - 11 |
|---|---|
| Hlavní autor: | |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
New York
Hindawi
05.05.2022
John Wiley & Sons, Inc Wiley |
| Témata: | |
| ISSN: | 2090-0147, 2090-0155 |
| On-line přístup: | Získat plný text |
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| Abstract | The installation of automotive electrical switches is a complex three-dimensional space assembly project which has high requirements for installation accuracy. In order to improve the installation effect of automotive electrical switches, this paper applies the PSO-BP neural network algorithm to automotive electrical switches and integrates PSO and ELM algorithms. The training speed of the ELM model is fast, the model generalizes the data well, and the noise data have little effect on the model. Moreover, this article combines simulation research to evaluate the effect of this algorithm. After confirming the performance of the effect, this paper uses a case study to study the effect of the application of the PSO-BP neural network algorithm to the automotive electrical switch. The research results show that the CAD-assisted 3D assembly system of automobile electrical switch considering PSO-BP neural network algorithm has a good effect. |
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| AbstractList | The installation of automotive electrical switches is a complex three-dimensional space assembly project which has high requirements for installation accuracy. In order to improve the installation effect of automotive electrical switches, this paper applies the PSO-BP neural network algorithm to automotive electrical switches and integrates PSO and ELM algorithms. The training speed of the ELM model is fast, the model generalizes the data well, and the noise data have little effect on the model. Moreover, this article combines simulation research to evaluate the effect of this algorithm. After confirming the performance of the effect, this paper uses a case study to study the effect of the application of the PSO-BP neural network algorithm to the automotive electrical switch. The research results show that the CAD-assisted 3D assembly system of automobile electrical switch considering PSO-BP neural network algorithm has a good effect. |
| Audience | Academic |
| Author | Zhang, Hanting |
| Author_xml | – sequence: 1 givenname: Hanting orcidid: 0000-0001-9406-3667 surname: Zhang fullname: Zhang, Hanting organization: Hubei University of TechnologyWuhan 430068Chinahbut.edu.cn |
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| Cites_doi | 10.1109/tie.2019.2939999 10.1007/s11367-019-01585-y 10.1186/s12891-020-03801-5 10.1109/tii.2019.2936240 10.1007/s11367-016-1254-y 10.1016/j.engappai.2017.08.011 10.1007/s12239-017-0063-z 10.1007/s12239-020-0093-9 10.1016/j.tws.2019.01.046 10.1007/s12239-020-0109-5 10.1109/mvt.2020.2980097 10.1016/j.jpowsour.2017.04.089 10.1007/s11771-020-4278-1 10.1134/s1063782617080255 10.1007/s11367-017-1308-9 10.15446/dyna.v84n203.56448 |
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| Copyright | Copyright © 2022 Hanting Zhang. COPYRIGHT 2022 John Wiley & Sons, Inc. Copyright © 2022 Hanting Zhang. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0 |
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| DOI | 10.1155/2022/6454942 |
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| SubjectTerms | Algorithms Assembly Back propagation networks Coordinate transformations Efficiency Neural networks Process planning Product design Software Switches User interface |
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| Title | CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm |
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