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In order to improve smoothness and ride comfort of the vehicle, this paper proposes a Genetic Algorithm (GA) optimization method to address the subjectivity and limitations of performance optimization of Linear Quadratic Regulators (LQR) in the vertical dynamic system of vehicles. Firstly, a vertical dynamic model of the vehicle is established, an LQR controller is designed, and genetic algorithm is introduced for parameter optimization. The simulation results show that compared with passive suspension, the controller optimized by genetic algorithm demonstrates better control effect in performance index including body acceleration, suspension dynamic travel and tire dynamic displacement.

, authors=Ping Wang, Yiming Wang, authorsList=Ping Wang, Yiming Wang, authorCompany=null, correspAuthors=Ping Wang, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1308463001602908350, articleId=1308463001179283644, tenantId=1146029695717560320, journalId=1189918454225211397, language=CN, title=面向车辆垂向动力学LQR控制器的遗传算法优化, columnId=0, journalTitle=汽车工程师, columnName=, runingTitle=null, highlight=null, articleAbstract=

为改善整车平顺性和乘坐舒适性,针对车辆垂向动力学系统中线性二次型调节器(LQR)存在的性能优化主观性和局限性问题,提出了一种遗传算法(GA)优化方法。首先建立汽车垂向动力学模型,设计了LQR控制器,然后,引入遗传算法实现了参数优化。仿真结果显示,相较于被动悬架,经遗传算法优化的LQR控制器在车身加速度、悬架动行程以及轮胎动位移方面展现了更优的控制效果。

, authors=王平, 王一鸣, authorsList=王平, 王一鸣, authorCompany=null, correspAuthors=王平, authorNote=null, correspAuthorsNote=
王平(1974—),大学本科,中级工程师,主要研究方向为汽车底盘及电子,。
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面向车辆垂向动力学LQR控制器的遗传算法优化
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王平 , 王一鸣
汽车工程师 | 2026,(6): 31-36
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汽车工程师 | 2026 , (6) : 31 -36
面向车辆垂向动力学LQR控制器的遗传算法优化
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王平 , 王一鸣
作者信息
  • 比亚迪汽车工业有限公司,深圳 518100
通讯作者:
王平(1974—),大学本科,中级工程师,主要研究方向为汽车底盘及电子,。
Genetic Algorithm Optimization of LQR Controller for Vehicle Vertical Dynamics
Ping Wang , Yiming Wang
Affiliations
  • BYD Auto Industry Co., Ltd., Shenzhen 518100
出版时间: 2026-06-15 doi: 10.20104/j.cnki.1674-6546.20240418
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为改善整车平顺性和乘坐舒适性,针对车辆垂向动力学系统中线性二次型调节器(LQR)存在的性能优化主观性和局限性问题,提出了一种遗传算法(GA)优化方法。首先建立汽车垂向动力学模型,设计了LQR控制器,然后,引入遗传算法实现了参数优化。仿真结果显示,相较于被动悬架,经遗传算法优化的LQR控制器在车身加速度、悬架动行程以及轮胎动位移方面展现了更优的控制效果。

垂向动力学  /  LQR控制  /  遗传算法  /  参数优化

In order to improve smoothness and ride comfort of the vehicle, this paper proposes a Genetic Algorithm (GA) optimization method to address the subjectivity and limitations of performance optimization of Linear Quadratic Regulators (LQR) in the vertical dynamic system of vehicles. Firstly, a vertical dynamic model of the vehicle is established, an LQR controller is designed, and genetic algorithm is introduced for parameter optimization. The simulation results show that compared with passive suspension, the controller optimized by genetic algorithm demonstrates better control effect in performance index including body acceleration, suspension dynamic travel and tire dynamic displacement.

Vertical dynamics  /  LQR control  /  Genetic algorithm  /  Parameter optimization
王平, 王一鸣. 面向车辆垂向动力学LQR控制器的遗传算法优化. 汽车工程师, 2026 , (6) : 31 -36 . DOI: 10.20104/j.cnki.1674-6546.20240418
Ping Wang, Yiming Wang. Genetic Algorithm Optimization of LQR Controller for Vehicle Vertical Dynamics[J]. Automotive Engineer, 2026 , (6) : 31 -36 . DOI: 10.20104/j.cnki.1674-6546.20240418

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doi: 10.20104/j.cnki.1674-6546.20240418
  • 首发时间:2026-09-20
  • 出版时间:2026-06-15
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  • 修回日期:2025-02-18
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    比亚迪汽车工业有限公司,深圳 518100

通讯作者:

王平(1974—),大学本科,中级工程师,主要研究方向为汽车底盘及电子,。
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https://castjournals.cast.org.cn/joweb/qcgcs/CN/10.20104/j.cnki.1674-6546.20240418
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2种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
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species
占总种数比例
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total species (%)
属
Genus
种数
Number of
species
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species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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