{"title":"Structural optimisation method for transportation equipment based on an adaptive approximation model","authors":"Xin Liu, Zhonghua Chen, Xiang Liu, Zhenhua Zhou, Qiqi Li, Fang Wang","doi":"10.1680/jtran.22.00100","DOIUrl":null,"url":null,"abstract":"Considering the high computational cost in 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. Firstly, the approximation models of 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 the error evaluation of optimal solution, secondly, 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 performed 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, the more accurate optimisation results could be obtained. Finally, the effectiveness of the method and the applicability in practical application of transportation equipment are investigated by one numerical test and one engineering example.","PeriodicalId":49670,"journal":{"name":"Proceedings of the Institution of Civil Engineers-Transport","volume":"35 1","pages":""},"PeriodicalIF":1.0000,"publicationDate":"2023-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Institution of Civil Engineers-Transport","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1680/jtran.22.00100","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"ENGINEERING, CIVIL","Score":null,"Total":0}
引用次数: 1
Abstract
Considering the high computational cost in 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. Firstly, the approximation models of 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 the error evaluation of optimal solution, secondly, 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 performed 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, the more accurate optimisation results could be obtained. Finally, the effectiveness of the method and the applicability in practical application of transportation equipment are investigated by one numerical test and one engineering example.
期刊介绍:
Transport is essential reading for those needing information on civil engineering developments across all areas of transport. This journal covers all aspects of planning, design, construction, maintenance and project management for the movement of goods and people.
Specific topics covered include: transport planning and policy, construction of infrastructure projects, traffic management, airports and highway pavement maintenance and performance and the economic and environmental aspects of urban and inter-urban transportation systems.