CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm

Author:

Zhang Hanting1ORCID

Affiliation:

1. Hubei University of Technology, Wuhan 430068, China

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.

Funder

Hubei University of Technology

Publisher

Hindawi Limited

Subject

Electrical and Electronic Engineering,General Computer Science,Signal Processing

Reference20 articles.

1. Fast functional safety verification for distributed automotive applications during early design phase;G. Xie;IEEE Transactions on Industrial Electronics,2017

2. Life cycle assessment-based selection of a sustainable lightweight automotive engine hood design

3. Meeting advanced automotive design challenges with mems-based timing devices;G. Mostyn;Electronics World,2018

4. Occupational risk factors for shoulder chronic tendinous pathology in the Spanish automotive manufacturing sector: a case-control study

5. Model-based diagnosis through structural analysis and causal computation for automotive polymer electrolyte membrane fuel cell systems;P. Polverino;Journal of Power Sources,2018

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Retracted: CAD-Assisted 3D Assembly of Automobile Electrical Switch considering PSO-BP Neural Network Algorithm;Journal of Electrical and Computer Engineering;2024-01-24

2. Real-time Evaluation Model Construction of GIS Conductor Thermal State Based on PSO-BP Neural Network;2023 3rd International Conference on Electrical Engineering and Control Science (IC2ECS);2023-12-29

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