Intelligent Vehicle Cyber-physical System Modeling Method Based on Scenario-oriented MBSoSE

doi:10.3901/JME.260143

Abstract

Abstract: The intelligent vehicle cyber-physical system (IVCPS) is a system-of-systems with evolving and emergent properties, demanding robust architectural design. To develop a feasible, verifiable, and scalable IVCPS architecture, the Scenario-oriented Model-and-Simulation-based System-of-Systems Engineering approach is proposed. This method examines IVCPS’s structure and evolution, adopting the Unified Architecture Framework Modeling Language to build a distributed framework maintaining consistent models across scenario task systems. The architecture is developed from seven viewpoints and validated via simulations. A standard model library is established to enable quick adaptation to new scenarios, while integrated multi-resolution simulations ensure positive system emergence. The system layer adopts MBSE for modeling and simulation. A case study of the demonstrates the first-stage IVCPS architecture. Simulations validate its logic and parameters, confirming the capacity to address system development needs, facilitate design transitions, identify hidden collaborative requirements, and quickly assemble new scenario architectures.

Key words: system-of-systems engineering, cyber-physical systems of systems, unified architecture framework, vehicle-cloud collaboration

CLC Number:

U462

QI Xiaojing, XIAO Yayue, ZHONG Wei, GAO Bolin, WANG Yong, SUN Dihua, LI Keqiang. Intelligent Vehicle Cyber-physical System Modeling Method Based on Scenario-oriented MBSoSE[J]. Journal of Mechanical Engineering, 2025, 62(6): 267-291.

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References

[1] SHLADOVER S，DESOER C，HEDRICK J，et al. Automatic vehicle control developments in the path program[J]. IEEE Transactions on Vehicular Technology，1991，40(1)：114-130.
[2] CHU W，WUNIRI Q，DU X，et al. Cloud control system architectures，technologies and applications on intelligent and connected vehicles：A review[J]. Chinese Journal of Mechanical Engineering，2021，34(1)：1-24.
[3] WANG Z，GUO Y，GAO Y，et al. Fog-based distributed networked control for connected autonomous vehicles[J]. Wireless Communications and Mobile Computing，2020，2020：1-11.
[4] WANG W，DENG H，SUN M，et al. A cloud-connected autonomous driving system[C]//2020 IEEE 5th International Conference on Cloud Computing and Big Data Analytics (ICCCBDA). IEEE，2020：96-102.
[5] KAIWARTYA O，ABDULLAH A H，CAO Y，et al. Internet of vehicles：motivation，layered architecture，network model，challenges，and future aspects[J]. IEEE Access，2016，4：5356-5373.
[6] 李克强，常雪阳，李家文，等. 智能网联汽车云控系统及其实现[J]. 汽车工程，2020，42(12)：1595-1605. LI Keqiang，CHANG Xueyang，LI Jiawen，et al. Cloud control system for intelligent and connected vehicles and its application[J]. Automotive Engineering，2020，42(12)：1595-1605.
[7] 李克强，李家文，常雪阳，等. 智能网联汽车云控系统原理及其典型应用[J]. 汽车安全与节能学报，2020，11(3)：261-275. LI Keqiang，LI Jiawen，CHANG Xueyang，et al. Principles and typical applications of cloud control system for intelligent and connected vehicles[J]. Journal of Automotive Safety and Energy，2020，11(3)：261-275.
[8] 中国智能网联汽车产业创新联盟.车路云一体化系统白皮书[EB/OL].[2023-02-08]. http：//www.caicv.org.cn/. CAICV. White paper on vehicle road cloud integration system[EB/OL].[2023-02-08]. http：//www.caicv.org.cn/.
[9] RAN B，ZHENG Y，LUO K，et al. Architecture design of a vehicle–road-cloud collaborative automated driving system[J]. Urban Lifeline，2023，1(1)：9.
[10] GUO Z，YU K，KONSTANTIN K，et al. Deep collaborative intelligence-driven traffic forecasting in green internet of vehicles[J]. IEEE Transactions on Green Communications and Networking，2022，7(2)：1023-1035.
[11] SASAKI K，SUZUKI N，MAKIDO S，et al. Vehicle control system coordinated between cloud and mobile edge computing[C]//201655th Annual Conference of the Society of Instrument and Control Engineers of Japan. IEEE，2016：1122-1127.
[12] JIA D，LU K，WANG J，et al. A survey on platoon-based vehicular cyber-physical systems[J]. IEEE Communications Surveys & Tutorials，2015，18(1)：263-284.
[13] HEJAZI H，BOKOR L. A survey on the use-cases and deployment efforts toward converged internet of things (iot) and vehicle-to-everything (v2x) environments[J]. Acta Technica Jaurinensis，2022，15(2)：58-73.
[14] US department of transportation. ARC-IT version 9.3 The national ITS reference architecture [EB/OL]. [2024-07-17]. https：//www.arc-it.net/html/architecture /architecture.html.
[15] Consortium C M. C-mobile：Advanced cooperative mobility for urban transportation[EB/OL]. [2024-10-15]. https：//c-mobile-project.eu.
[16] LU M，TURETKEN O，ADALI OE，et al. C-ITS deployment in Europe：challenges and key findings[C]//25th ITS World Congress，Copenhagen，Denmark. 2018：17-21.
[17] FERRANDEZ R，DAJSUREN Y，KARKHANIS P，et al. Modelling the C-ITS architectures：C-MobILE case study[C]// 25th ITS World Congress，Copenhagen，Denmark. 2018：17-21.
[18] 国家智能网联汽车创新中心.智能网联汽车信息物理系统参考架构1.0[EB/OL]. [2019-02-18]. http：//www. caicv.org.cn/. CICV. Intelligent vehicle cyber-physical system reference architecture 1.0[EB/OL]. [2019-02-18]. http：//www. caicv.org.cn/.
[19] XU Tianxiao，LIANG Hao，ZHAO Jing，et.al. Modeling method for intelligent vehicle cyber-physical system based on MBSE [J]. Automotive Digest. 2023，10(1)：1-16.
[20] DASSAULT S. Strategic systems engineering for functional and logical structures[EB/OL]. [2012-05-20].
[21] 国家智能网联汽车创新中心.智能网联汽车信息物理系统参考架构2.0[EB/OL]. [2021-08-29]. http：//www.caicv.org.cn/. CICV. Intelligent vehicle cyber-physical system reference architecture 1.0. [EB/OL].[2021-08-29]. http：//www. caicv.org.cn/.
[22] 中国汽车工程学会. 车路云一体化系统云控基础平台功能场景参考架构1.0[EB/OL]. [2024-06-29]. https：//zhishi.sae-china.org/ppt.html?id=4891. CSAE. Vehicle road cloud integrated system cloud control basic platform function scenario reference architecture 1.0[EB/OL].[2024-06-29].https：//zhishi.sae-china.org/ ppt. html?id=4891.
[23] GAO X，ZHANG Y，WANG Z. The architecture of digital system model for systems-of-systems engineering [C/CD]// 2019 Chinese Automation Congress (CAC). 2019.
[24] 高星海. 从基于模型的定义(MBD)到基于模型的企业(MBE)——模型驱动的架构：面向智能制造的新起点[J]. 智能制造，2017(5)：25-28. GAO Xinghai. From model based definition to model based enterprises.—model-driven architecture：new start point towards intelligent manufacturing.[J]. Intelligent Manufacturing，2017(5)：25-28.
[25] 王海龙，李崑，曹梦月，等. 体系工程下大型复杂业务系统总体设计浅析[C]//国防科技大学系统工程学院.第五届体系工程学术会议论文集——数智时代的体系工程. 2023：8. WANG Hailong，LI Kun，CAO Mengyue，et al. Analysis of the overall design of large and complex business systems under system engineering[C]// 5th Systems Engineering Academic Conference Proceedings – Systems Engineering in the Digital Intelligence Era .2023：8.
[26] GAO X，XIAO G，XIE K，et al. A Framework of modeling and simulation based on swarm ontology for autonomous unmanned systems[J]. Applied Sciences，2023，13(16)：9297.
[27] 王维平，朱一凡，王涛，等. 体系视野下的MBSE[J]. 科技导报，2019，37(7)：12-21. WANG Weiping，ZHU Yifan，WANG Tao，et al. MBSE from a system of systems point of view [J]. Science and Technology Review，2019，37(7)：12-21.
[28] 冯益民，刘玉生，邵艳利，等. 基于建模与仿真的体系工程框架[C]//国防科技大学系统工程学院.第六届体系工程学术会议论文集—体系工程与高质量发展. 2024：11. FENG Yimin，LIU Yusheng，SHAO Yanli，et al. Modeling and simulation based system-of-systems engineering framework[C]//NUDT 6th Systems Engineering Academic Conference Proceedings –Systems Engineering and High-quality Development. 2024：11.
[29] 李明华. 新时期航天体系工程模型研究[J]. 工程研究-跨学科视野中的工程，2021，13(6)：552-562. LI Minghua. Aerospace system engineering model in the new era[J]. Journal of Engineering Studies，2021，13(6)：552-562.
[30] 张霖，王昆玉，赖李媛君，等. 基于建模仿真的体系工程[J]. 系统仿真学报，2022，34(2)：179-190. ZHANG Lin，WANG Kun，LAILI Yuanjun，et al. Modeling & simulation based system of systems engineering[J]. Journal of System Simulation，2022，34(2)：179-190.
[31] 刘兴华，曹云峰，王彪，等. 基于SysML与Simulink的飞控系统概念样机设计[J]. 电子科技大学学报，2011，40(6)：887-891. LIU Xinghua，CAO Yunfeng，WANG Biao，et al. Flight control system conceptual prototype design based on sysml and simulink[J]. Journal of University of Electronic Science and Technology of China，2011，40(6)：887-891.
[32] 刘同磊，曹云峰，庄丽葵，等. 基于SysML的三余度飞控计算机系统建模方法研究[J]. 云南民族大学学报(自然科学版)，2015，24(5)：412-417. LIU Tonglei，CAO Yunfeng，ZHUANG likui，et al. Research of treble－redundancy flight control computer system modeling method based on SysML[J]. Journal of Yunnan University Nationalities(Natural Sciences Edition)，2015，24(5)：412-417.
[33] 张绍杰，李正强，海晓航，等. 基于MBSE的民用飞机安全关键系统设计[J]. 中国科学：技术科学，2018，48(3)：299-311. ZHANG Shaojie，LI Zhengqiang HAI Xiaohang，et al. Safety critical systems design for civil aircrafts by model based systems engineering[J]. Scientia Sinica Technologica，2018，48(3)：299-311.
[34] 韦彩色，王新尧，陈纪磊，等. 基于SysML与Simulink的机载传感器建模方法[J]. 计算机仿真，2021，38(10)：94-100. WEI Caise，WANG Xinyao，CHEN Jilei，et al. Modeling method of airborne sensors based on sysml and simulink[J]. Computer Simulation，2021，38(10)：94-100.
[35] 郭玉亮，朱东伟，张丽，等. 基于MBSE的车门系统设计研究[J]. 铁道车辆，2023，61(5)：81-87. GUO Yuliang，ZHU Dongwei，ZHANG Li，et al. Research on door system design based on MBSE[J]. Rolling Stock，2023，61(5)：81-87.
[36] 秦昌茂，孟苏，莫锦鹤. 基于SysML的远程专家保障装备体系建模及结构评估[J]. 宇航总体技术，2021，5(6)：12-19. QIN Changmao，MENG Su，MO Jinhe. Remote expert support equipment system of systems modeling and architecture evaluation based on SysML[J]. Astronautical Systems Engineering Technology，2021，5(6)：12-19.
[37] 刘洋，郝威巍，李乐晓，等. 体系工程理论新发展及展望[C]//国防科技大学系统工程学院.第六届体系工程学术会议论文集—体系工程与高质量发展. 2024：8. LIU Yang，HAO Weiwei，LI Xiaole，et al. New developments and prospects in systems engineering theory[C]// NUDT 6th Systems Engineering Academic Conference Proceedings – Systems Engineering and High-quality Development. 2024：8.
[38] Maier M W. Architecting principles of systems-of- systems [C]// Proc. of the INCOSE International Symposium，1996：565-573.
[39] BOARDMAN J，SAUSER B. The meaning of system of systems [C]// Proc. of the International Conference on System of Systems Engineering，2006：118-123.
[40] 中国智能网联汽车产业创新联盟. 车路云一体化系统建设与应用指南[EB/OL]. [2024-10-15]. http：//www. caicv.org.cn/. CAICV. Guidelines for the construction and application of vehicle road cloud integrated system[EB/OL]. [2024-10-15]. http：//www.caicv.org.cn/.
[41] LI S，WAN K，GAO B，et al. Predictive cruise control for heavy trucks based on slope information under cloud control system[J]. Journal of Systems Engineering and Electronics，2022，33(4)：812-826.
[42] SHI J，LI K，CHEN C，et al. Cooperative merging strategy in mixed traffic based on optimal final-state phase diagram with flexible highway merging points[J]. IEEE Transactions on Intelligent Transportation Systems，2023，24(10)：11185-11197.
[43] GAO B，CHEN Q，LIU Y，et al. Predictive cruise control under cloud control system for urban bus considering queue dissipation time[J]. IEEE Transactions on Intelligent Vehicles，2023，8(4)：2639-2649.
[44] 韩硕. 基于车路云一体化的智能网联汽车决策规划方法[D]. 北京：清华大学，2024. HAN Shuo. Intelligent connected vehicle decision making and planning method based on vehicle road cloud integration[D]. Beijing：Tsinghua University，2024.
[45] 何强，汪滢. 工程实践中的体系与系统[J]. 科技导报，2018，36(20)：32-37. HE Qiang，WANG Ying. SoS and systems in engineering practice[J]. Science and Technology Review，2018，36(20)：32-37.
[46] BALDWIN W C，SAUSER B，CLOUTIER R. Simulation approaches for system of systems：Events-based versus agent based modeling[J]. Procedia Computer Science，2015，44：363-372.
[47] HAUSE M. Integrating security into enterprise architecture with UAF and PLE[J]. Insight，2020，23(3)：44-50.
[48] HAUSE M，KIHLSTRÖM L. Using the security views in UAF[J]. INCOSE International Symposium，2021，31(1)：64-79.
[49] HAUSE M，KIHLSTRÖM L. An elaboration of service views within the UAF[J]. INCOSE International Symposium，2021，31(1)：728-742.
[50] ABHAYA L. UAF based MBSE (UBM) method to build a system of systems model[J]. INCOSE International Symposium，2021，31(1)：227.
[51] 钱群友，赵青松，陈启宏. 基于UAF的城市作战体系结构建模[C]//国防科技大学系统工程学院.第六届体系工程学术会议论文集—体系工程与高质量发展.国防科技大学系统工程学院，2024：807-818. QIAN Qunyou，ZHAO Qingsong，CHEN Qihong. Urban operation architecture modeling based on UAF[C]// NUDT 6th Systems Engineering Academic Conference Proceedings–Systems Engineering and High-Quality Development. 2024：807-818.
[52] 吕卫民，张天琦，臧恒波，等. DoDAF建模与效能评估综述[J]. 兵器装备工程学报，2021，42(9)：26-33. Lü Weimin，ZHANG Tianqi，ZANG Hengbo，et al. Research progress on DoDAF modeling and effectiveness evaluation[J]. Journal of Ordnance Equipment Engineering，2021，42(9)：26-33.
[53] 崔瑞靖，孙建彬，杨克巍，等. 基于UAF的装备作战试验指标体系构建方法[J]. 系统工程与电子技术，2025，47(5)：1536-1550. CUI Ruijing，SUN Jianbin，YANG Kewei，et al. Construction method of operational test indicator systems based on UAF[J]. Systems Engineering and Electronics，2025，47(5)：1536-1550.
[54] 李德林，张雨晨，王俊，等. 基于统一架构框架(UAF)的体系协同作战架构建模研究[J]. 指挥控制与仿真，2024，46(4)：8-21. LI Delin，ZHANG Yuchen，WANG Jun，et al. Architecture modeling for system collaborative combat based on unified architecture framework(UAF)[J]. Command Control & Simulation，2024，46(4)：8-21.
[55] 黄冉，程子龙，杨路易，等. 基于UAF的载人登月可执行框架模型体系效能评估[C]//国防科技大学系统工程学院. 第六届体系工程学术会议论文集—体系工程与高质量发展，2024：11. HUANG Ran，CHENG Zilong，YANG Luyi，et al. Effectiveness evaluation of the executable framework model system for manned lunar landing based on UAF[C]// NUDT 6th Systems Engineering Academic Conference Proceedings-Systems Engineering and High- Quality Development. 2024：11.
[56] LI S，DENG K. UAF-based air transportation cooperative information SoS modeling under ‘belt and road initiative[C]//2022 IEEE 6th Information Technology and Mechatronics Engineering Conference (ITOEC). 2022，6：746-754.
[57] 王林尧，蒙涛，李任飞，等. 使命工程研究综述[C]//国防科技大学系统工程学院. 第六届体系工程学术会议论文集—体系工程与高质量发展，2024：12. WANG Linyao，MENG Tao，LI Renfei，et al. Review of mission engineering research[C]// 6th Systems Engineering Academic Conference Proceedings–Systems Engineering and High-Quality Development. 2024：12.
[58] 石玉敬，陈超，何沧，等. 基于使命任务工程的建模与评估方法研究[C]//国防科技大学系统工程学院.第六届体系工程学术会议论文集—体系工程与高质量发展，2024：177-188. SHI Yujing，CHEN Chao，HE Cang，et al. Research on modeling and assessment methodology based on mission engineering [C]// NUDT 6th Systems Engineering Academic Conference Proceedings–Systems Engineering and High-Quality Development. 2024：177-188.
[59] 钱钰延，周亚洪，覃泽森，等. 危化品公路运输罐车事故特征分析及应急处理[J]. 中国特种设备安全，2023，39(10)：79-85. QIAN Yuyan，ZHOU Yahong，QIN Zelin，et al. Analysis of accident characteristics and emergency treatment of hazardous chemical road transport tanker[J]. China Special Equipment Safety，2023，39(10)：79-85.
[60] 白金花，刘勇，叶黎明，等. 我国危化品道路运输事故特征分析[J]. 安全，2023，44(5)：61-66. BAI Jinhua，LIU Yong，YE Liming，et al. Analysis on accident characteristics of hazardous chemicals road transport in China[J]. Safety & Security，2023，44(5)：61-66.
[61] QI X，LUO Y，GAO B，et al. Anti-rollover path tracking control for an autonomous semi-trailer tank truck[J]. IEEE Transactions on Intelligent Transportation Systems，2025，26(7)：9932-9947.
[62] 王嘉伟. 混合交通环境下智能网联汽车纵向行驶协同控制[D]. 北京：清华大学，2023. WANG Jiawei. Cooperative longitudinal control of intelligent and connected vehicles in mixed traffic flow[D]. Beijing：Tsinghua University，2023.
[63] 李涛，戴玉霞，周威. 大学计算机基础教程[M]. 北京：人民邮电出版社，2022. LI Tao，DAI Yuxia，ZHOU Wei. College computer fundamentals tutorial [M]. Beijing：Post & Telecom Press，2022.
[64] QI X. CT2ROP github repository[EB/OL].[2025-11-28]. https：//github.com/KomasaQi/CT2ROP/blob/main /architecture.