Urban Traffic Control via Planning with Global State Constraints (Extended Abstract)

Franc Ivankovic, M. Vallati, L. Chrpa, M. Roveri
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Abstract

Planning with global state constraints is an extension of classical planning such that some properties of each state are derived via a set of rules common to all states. This approach is important for the application of planning techniques in manipulating cyber-physical systems, and has been shown to be effective in practice. Urban Traffic Control (UTC) deals with the control and management of traffic in urban regions, and includes the optimisation of traffic signals configuration to minimise traffic congestion and travel delays. In this paper, we briefly introduce how to cast the UTC problem into the formalism of planning with global state constraints, and we perform a preliminary experimental evaluation considering significant scenarios taken from the literature, and a new one based on real-world data. The results show that the approach is feasible, and the quality of generated solutions has been confirmed in simulation using existing symbolic models.
基于全局状态约束的城市交通规划控制(扩展摘要)
具有全局状态约束的规划是经典规划的扩展,这样每个状态的一些属性都是通过一组对所有状态通用的规则派生出来的。这种方法对于规划技术在操纵网络物理系统中的应用是重要的,并且在实践中被证明是有效的。城市交通控制(UTC)处理城市地区的交通控制和管理,包括优化交通信号配置,以尽量减少交通拥堵和旅行延误。在本文中,我们简要介绍了如何将UTC问题转换为具有全局状态约束的规划形式,并考虑了文献中的重要场景和基于现实世界数据的新场景,进行了初步的实验评估。结果表明,该方法是可行的,并在已有符号模型的仿真中验证了生成解的质量。
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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