Managing Risk in the Design of Modular Systems for an Autonomous Shuttle

IF 4.6 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Thomas H. Drage;Kieran Quirke-Brown;Lemar Haddad;Zhihui Lai;Kai Li Lim;Thomas Bräunl
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引用次数: 0

Abstract

This paper presents an analysis and implementation of a robust autonomous driving system for an electric passenger shuttle in shared spaces. We present results of a risk assessment for our vehicle scenario and develop a flexible architecture that integrates safety features and optimises open-source software, facilitating research and operational functionality. Identifying limitations of the Robot Operating System (ROS) framework, we incorporate our own control measures for autonomous, unsupervised operation with enhanced intelligence. The study emphasizes algorithm selection based on application requirements to ensure optimal performance. We discuss system improvements, including monitoring node implementation and localization algorithm selection. Future work should explore transitioning to a real-time operating system (RTOS) and establishing standardized software engineering practices for consistent reliability. Our findings contribute to effective autonomous shuttle systems in shared spaces, promoting safer and more reliable transportation solutions.
自主航天飞机模块化系统设计中的风险管理
本文介绍了对共享空间内电动客运班车稳健自动驾驶系统的分析和实施。我们介绍了车辆场景的风险评估结果,并开发了一个灵活的架构,该架构集成了安全功能并优化了开源软件,促进了研究和操作功能。由于发现了机器人操作系统(ROS)框架的局限性,我们结合了自己的控制措施,以实现自主、无监督、智能化的操作。研究强调根据应用需求选择算法,以确保最佳性能。我们讨论了系统的改进,包括监控节点的实施和定位算法的选择。未来的工作应探索过渡到实时操作系统(RTOS),并建立标准化的软件工程实践,以实现一致的可靠性。我们的研究成果有助于在共享空间中建立有效的自主穿梭系统,促进更安全、更可靠的交通解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
5.40
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