Paper
11 July 2024 Research and application of evaluation method for man-machine arrangement of commercial vehicle based on RBF
Dan Wang, Shuai Lu, Boye An, Xiaodan Wang, Xingyue Wang, Jingcai Shi
Author Affiliations +
Abstract
In the process of research and development of automotive products, the man-machine layout design of cab comfort has become the focus of development. At present, to judge whet that man-machine arrangement of the cab of the commercial vehicle meets the comfort requirement, a sample vehicle is usually manufacture first, Evaluated by professionals, this development process is not only cumbersome, high error rate and low efficiency, but also consumes huge human and financial resources. In this paper, the man-machine bench test of commercial vehicle is designed and carried out. The corresponding comfort evaluation data of each percentile driver under different man-machine arrangements are collected. Secondly, a RBF neural network model is built to predict the subjective evaluation of man-machine layout. The training set and test set of the model use the data from the bench test, and the accuracy of the model is evaluated by objective indicators. Finally, the secondary development of the commonly used design software CATIA is carried out, and the program is written to automatically read the size information of the three-dimensional model. One key evaluation is realized by embedding RBF neural network. The example shows that the software of RBF neural network and CATIA secondary development can greatly improve the efficiency of designers.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Dan Wang, Shuai Lu, Boye An, Xiaodan Wang, Xingyue Wang, and Jingcai Shi "Research and application of evaluation method for man-machine arrangement of commercial vehicle based on RBF", Proc. SPIE 13210, Third International Symposium on Computer Applications and Information Systems (ISCAIS 2024), 132102L (11 July 2024); https://doi.org/10.1117/12.3034760
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KEYWORDS
Neural networks

Design

Data modeling

3D modeling

Software development

3D applications

Education and training

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