Considering the high computational cost of the optimisation process of complex transportation equipment, an efficient structural optimisation method for transportation equipment based on the multi-criteria sample updating and management strategy of the approximation model is proposed. First, the approximation models of the objective function and constraints are established based on the radial basis function, and the intergeneration projection genetic algorithm is applied to find the optimal solution. According to error evaluation of the optimal solution, second, the function fluctuation index is used to adopt the local sample points. Meanwhile, the global sample points are solved by the inherited Latin hypercube design to ensure the distribution uniformity of samples in the whole design space. Furthermore, the weighted Euclidean distance criterion is applied to evaluate the rationality between the samples. Then, the qualified samples are added to the sample space to update the approximation models of the transportation equipment. Based on the above multi-criteria sample updating and management strategy, more accurate optimisation results could be obtained. Finally, the effectiveness of the method and its applicability in practical application of transportation equipment are investigated by one numerical test and one engineering example.
Article navigation
August 2024
Research Article|
March 21 2023
Structural optimisation of transportation equipment using an adaptive approximation model
Xin Liu, PhD;
Xin Liu, PhD
Professor, The State Key Laboratory of Automotive Simulation and Control, Jilin University, P. R. China; also Hunan Province Key Laboratory of Safety Design and Reliability Technology for Engineering Vehicle, Changsha University of Science and Technology, Changsha, P. R. China
Search for other works by this author on:
Zhonghua Chen, MEng;
Zhonghua Chen, MEng
Post-graduate, Hunan Province Key Laboratory of Safety Design and Reliability Technology for Engineering Vehicle, Changsha University of Science and Technology, Changsha, P. R. China
Search for other works by this author on:
Xiang Liu, MEng;
Xiang Liu, MEng
Post-graduate, Hunan Province Key Laboratory of Safety Design and Reliability Technology for Engineering Vehicle, Changsha University of Science and Technology, Changsha, P. R. China
Search for other works by this author on:
Zhenhua Zhou, PhD;
Zhenhua Zhou, PhD
Lecturer, Hunan Province Key Laboratory of Safety Design and Reliability Technology for Engineering Vehicle, Changsha University of Science and Technology, Changsha, P. R. China (corresponding author: liuxinzhenhua@163.com)
Search for other works by this author on:
Qiqi Li, PhD;
Qiqi Li, PhD
Lecturer, Hunan Province Key Laboratory of Safety Design and Reliability Technology for Engineering Vehicle, Changsha University of Science and Technology, Changsha, P. R. China
Search for other works by this author on:
Fang Wang, PhD
Fang Wang, PhD
Lecturer, Hunan Province Key Laboratory of Safety Design and Reliability Technology for Engineering Vehicle, Changsha University of Science and Technology, Changsha, P. R. China
Search for other works by this author on:
Publisher: Emerald Publishing
Received:
December 02 2022
Accepted:
January 27 2023
Online ISSN: 1751-7710
Print ISSN: 0965-092X
Emerald Publishing Limited: All rights reserved
2024
Proceedings of the Institution of Civil Engineers - Transport (2024) 177 (5): 281–292.
Article history
Received:
December 02 2022
Accepted:
January 27 2023
Citation
Liu X, Chen Z, Liu X, Zhou Z, Li Q, Wang F (2024), "Structural optimisation of transportation equipment using an adaptive approximation model". Proceedings of the Institution of Civil Engineers - Transport, Vol. 177 No. 5 pp. 281–292, doi: https://doi.org/10.1680/jtran.22.00100
Download citation file:
Suggested Reading
The multidisciplinary design optimization method of aero engine fan blade based on the airworthiness compliance and approximation model
Multidiscipline Modeling in Materials and Structures (August,2013)
The Eurocodes are here!
Structural Survey (November,2010)
Nature-positive infrastructure – habitat connectivity structures, a call to arms
Proceedings of the Institution of Civil Engineers - Civil Engineering (December,2024)
Evaluation of fatigue performance of ballastless track slabs reinforced with basalt-FRP and steel-FRP composite bars
Magazine of Concrete Research (December,2018)
Behaviour of octagonal steel-reinforced concrete box columns under compressive load
Magazine of Concrete Research (December,2017)
Related Chapters
DEVELOPING CODES AND REGULATIONS TO PROTECT THE PUBLIC FROM FOOLS AND RASCALS
Application of Codes, Design and Regulations: Proceedings of the International Conference held at the University of Dundee, Scotland, UK on 5–7 July 2005
USING EN 1990 TO IMPROVE CONSISTENCY OF SAFETY FOR STRUCTURAL BUILDING MATERIALS
Application of Codes, Design and Regulations: Proceedings of the International Conference held at the University of Dundee, Scotland, UK on 5–7 July 2005
STRUCTURAL DESIGN OF BRIDGES AND TANKS
Application of Codes, Design and Regulations: Proceedings of the International Conference held at the University of Dundee, Scotland, UK on 5–7 July 2005
Recommended for you
These recommendations are informed by your reading behaviors and indicated interests.
