{"title":"Simopticon: Automated optimization of vehicular platooning controllers","authors":"Per Natzschka, Burkhard Hensel, Christoph Sommer","doi":"10.1016/j.adhoc.2025.103781","DOIUrl":null,"url":null,"abstract":"<div><div>Platooning control – the automatic distance control in a chain of vehicles – has seen more than 2000 publications in the past 30 years, along with a corresponding number of different algorithms. However, comparisons between such controllers have rarely been done. Moreover, a fair comparison requires that all controller parameters are chosen to be optimal, often manually, which is a labor intensive and hard to replicate process. In this article we demonstrate the benefits of a methodology for parameter selection that encompasses: an evaluator employing a common metric, a simulator component, and an optimizer, all integrated into an optimization framework – along with an open-source reference implementation. We also discuss the trade-offs of different optimization algorithms, both from the literature and custom-built, for parameter optimization of platooning controllers.</div></div>","PeriodicalId":55555,"journal":{"name":"Ad Hoc Networks","volume":"170 ","pages":"Article 103781"},"PeriodicalIF":4.4000,"publicationDate":"2025-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ad Hoc Networks","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1570870525000290","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
Platooning control – the automatic distance control in a chain of vehicles – has seen more than 2000 publications in the past 30 years, along with a corresponding number of different algorithms. However, comparisons between such controllers have rarely been done. Moreover, a fair comparison requires that all controller parameters are chosen to be optimal, often manually, which is a labor intensive and hard to replicate process. In this article we demonstrate the benefits of a methodology for parameter selection that encompasses: an evaluator employing a common metric, a simulator component, and an optimizer, all integrated into an optimization framework – along with an open-source reference implementation. We also discuss the trade-offs of different optimization algorithms, both from the literature and custom-built, for parameter optimization of platooning controllers.
期刊介绍:
The Ad Hoc Networks is an international and archival journal providing a publication vehicle for complete coverage of all topics of interest to those involved in ad hoc and sensor networking areas. The Ad Hoc Networks considers original, high quality and unpublished contributions addressing all aspects of ad hoc and sensor networks. Specific areas of interest include, but are not limited to:
Mobile and Wireless Ad Hoc Networks
Sensor Networks
Wireless Local and Personal Area Networks
Home Networks
Ad Hoc Networks of Autonomous Intelligent Systems
Novel Architectures for Ad Hoc and Sensor Networks
Self-organizing Network Architectures and Protocols
Transport Layer Protocols
Routing protocols (unicast, multicast, geocast, etc.)
Media Access Control Techniques
Error Control Schemes
Power-Aware, Low-Power and Energy-Efficient Designs
Synchronization and Scheduling Issues
Mobility Management
Mobility-Tolerant Communication Protocols
Location Tracking and Location-based Services
Resource and Information Management
Security and Fault-Tolerance Issues
Hardware and Software Platforms, Systems, and Testbeds
Experimental and Prototype Results
Quality-of-Service Issues
Cross-Layer Interactions
Scalability Issues
Performance Analysis and Simulation of Protocols.