Genetic Algorithm for the Calibration of Vehicle Performance Models of Microscopic Traffic Simulators

被引:0
|
作者
Cunha, Andre Luiz [1 ]
Bessa, Jose Elievam, Jr. [1 ]
Setti, Jose Reynaldo [1 ]
机构
[1] Univ Sao Paulo, Sao Carlos Sch Engn, Dept Transport Engn, BR-13566590 Sao Carlos, SP, Brazil
关键词
Genetic algorithm; performance curve; traffic simulation; FRESIM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A genetic algorithm was used to search for optimum calibration parameter values for the vehicle performance models used by two well-known microscopic traffic simulation models, CORSIM and Integration. The mean absolute error ratio between simulated and empirical performance curves was used as the objective function. Empirical data was obtained using differential GPS transponders installed oil trucks travelling oil divided highways ill Brazil. Optimal parameter values were found for the "average" truck for each truck class and for each vehicle in the sample. The results clearly show the feasibility of the proposed approach. The simulation models calibrated to represent Brazilian trucks individually provided average errors of 2.2%. Average errors arouud 5.0% were found when using the average truck class parameters.
引用
收藏
页码:3 / 14
页数:12
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