An Architecture Integrity Simulation Evaluation Method for an Autonomous Transportation System Based on an Information-Triggered Collaboration Mechanism
{"title":"An Architecture Integrity Simulation Evaluation Method for an Autonomous Transportation System Based on an Information-Triggered Collaboration Mechanism","authors":"Zhuolin Deng, Ming-cheng Cai, Chen Xiong","doi":"10.1109/MITS.2023.3272501","DOIUrl":null,"url":null,"abstract":"Autonomous transportation systems (ATSs) focus on traffic services and have become more capable of handling stochastic traffic scenarios. The preliminary work for designing and constructing ATS management and control systems is to develop an instructive and systematic architecture. However, the construction process of a conventional traffic system generally follows a function- and demand-oriented way. Thus, few studies have addressed architecture integrity evaluation and verification. In this work, we propose a collaboration mechanism-based approach to ATS architecture integrity evaluation. First, to provide a clear description of ATSs, ATS theory was systematically introduced through the generation, definition, and property of its basic elements, and then the relations between each element were analyzed based on the concept of microservices. Second, a collaboration mechanism on physical architecture was proposed to realize the adaptive construction of the architecture. Additionally, to fulfill the evaluation of architecture integrity, a contrast scheme combined with system function and information flow (IF) was determined, and accordingly, two independent ways were determined to obtain both the reference and calculated results. Finally, the scenario of automatic vehicles passing through an intersection was illustrated to demonstrate the feasibility of this static simulation evaluation method for the scenario architecture, and achieved a 100% function integrity rate and 93.3% IF integrity rate. A successful application in the case study shows that the proposed method could be extended to more general traffic scenarios.","PeriodicalId":48826,"journal":{"name":"IEEE Intelligent Transportation Systems Magazine","volume":null,"pages":null},"PeriodicalIF":4.3000,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Intelligent Transportation Systems Magazine","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1109/MITS.2023.3272501","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Autonomous transportation systems (ATSs) focus on traffic services and have become more capable of handling stochastic traffic scenarios. The preliminary work for designing and constructing ATS management and control systems is to develop an instructive and systematic architecture. However, the construction process of a conventional traffic system generally follows a function- and demand-oriented way. Thus, few studies have addressed architecture integrity evaluation and verification. In this work, we propose a collaboration mechanism-based approach to ATS architecture integrity evaluation. First, to provide a clear description of ATSs, ATS theory was systematically introduced through the generation, definition, and property of its basic elements, and then the relations between each element were analyzed based on the concept of microservices. Second, a collaboration mechanism on physical architecture was proposed to realize the adaptive construction of the architecture. Additionally, to fulfill the evaluation of architecture integrity, a contrast scheme combined with system function and information flow (IF) was determined, and accordingly, two independent ways were determined to obtain both the reference and calculated results. Finally, the scenario of automatic vehicles passing through an intersection was illustrated to demonstrate the feasibility of this static simulation evaluation method for the scenario architecture, and achieved a 100% function integrity rate and 93.3% IF integrity rate. A successful application in the case study shows that the proposed method could be extended to more general traffic scenarios.
期刊介绍:
The IEEE Intelligent Transportation Systems Magazine (ITSM) publishes peer-reviewed articles that provide innovative research ideas and application results, report significant application case studies, and raise awareness of pressing research and application challenges in all areas of intelligent transportation systems. In contrast to the highly academic publication of the IEEE Transactions on Intelligent Transportation Systems, the ITS Magazine focuses on providing needed information to all members of IEEE ITS society, serving as a dissemination vehicle for ITS Society members and the others to learn the state of the art development and progress on ITS research and applications. High quality tutorials, surveys, successful implementations, technology reviews, lessons learned, policy and societal impacts, and ITS educational issues are published as well. The ITS Magazine also serves as an ideal media communication vehicle between the governing body of ITS society and its membership and promotes ITS community development and growth.