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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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2022-01-01
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| Series: | Journal of Electrical and Computer Engineering |
| Online Access: | http://dx.doi.org/10.1155/2022/6454942 |
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| _version_ | 1849690947148840960 |
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| author | Hanting Zhang |
| author_facet | Hanting Zhang |
| author_sort | Hanting Zhang |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-e8c3ccd2beba4feb84441585077beb91 |
| institution | DOAJ |
| issn | 2090-0155 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Journal of Electrical and Computer Engineering |
| spelling | doaj-art-e8c3ccd2beba4feb84441585077beb912025-08-20T03:21:10ZengWileyJournal of Electrical and Computer Engineering2090-01552022-01-01202210.1155/2022/6454942CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network AlgorithmHanting Zhang0Hubei University of TechnologyThe 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.http://dx.doi.org/10.1155/2022/6454942 |
| spellingShingle | Hanting Zhang CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm Journal of Electrical and Computer Engineering |
| title | CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm |
| title_full | CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm |
| title_fullStr | CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm |
| title_full_unstemmed | CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm |
| title_short | CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm |
| title_sort | cad assisted 3d assembly of automobile electrical switch considering pso bp neural network algorithm |
| url | http://dx.doi.org/10.1155/2022/6454942 |
| work_keys_str_mv | AT hantingzhang cadassisted3dassemblyofautomobileelectricalswitchconsideringpsobpneuralnetworkalgorithm |