探讨自动驾驶赛车能否与人类同场竞技,分析技术与观众吸引力的挑战
(hu)Man vs. Machine: In the Future of Motorsport, can Autonomous Vehicles Compete?
- 对比人类与自动驾驶赛车在性能上的差距,发现技术已接近持平
- 指出赛道策略、安全风险和系统延迟仍是主要障碍
- 适合关注智能交通与体育科技融合的研究者与爱好者
赛车运动历来推动汽车工业技术创新。自动驾驶赛车为突破自主驾驶系统性能极限提供了试验场。理论上,自动驾驶车辆(AV)可达到甚至超越人类驾驶员的速度。然而,当前人类赛车仍具更广泛的观众吸引力且更具战略挑战性,两者竞赛仍相互分离。本文评估未来赛车运动是否可实现人机同台竞技。对现有技术水平及近期赛事结果的分析表明,尽管技术表现已趋近相当,但在赛车技巧、策略制定与安全性方面仍存在显著挑战。论文探讨了混合人机竞速中的关键问题,包括系统级延迟、有效规划与风险保障等。同时,也关注赛车运动形态变化带来的观众参与度与吸引力等非技术因素。在更广泛的赛车与自动驾驶背景下,本文提出未来研究议程,以延续赛车运动‘不断突破极限’的精神。
原文摘要 · Abstract (English)
Motorsport has historically driven technological innovation in the automotive industry. Autonomous racing provides a proving ground to push the limits of performance of autonomous vehicle (AV) systems. In principle, AVs could be at least as fast, if not faster, than humans. However, human driven racing provides broader audience appeal thus far, and is more strategically challenging. Both provide opportunities to push each other even further technologically, yet competitions remain separate. This paper evaluates whether the future of motorsport could encompass joint competition between humans and AVs. Analysis of the current state of the art, as well as recent competition outcomes, shows that while technical performance has reached comparable levels, there are substantial challenges in racecraft, strategy and safety that need to be overcome. Outstanding issues involved in mixed human-AI racing, ranging from an initial assessment of critical factors such as system-level latencies, to effective planning and risk guarantees are explored. The crucial non-technical aspect of audience engagement and appeal regarding the changing character of motorsport is addressed. In the wider context of motorsport and AVs, this work outlines a proposed agenda for future research to 'keep pushing the possible', in the true spirit of motorsport.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。