Synthesis of Minimum-Cost Shields for Multi-agent Systems.

Suda Bharadwaj, Roderik Bloem, Rayna Dimitrova, Bettina Könighofer, Ufuk Topcu
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Abstract

In this paper, we propose a general approach to derive runtime enforcement implementations for multi-agent systems, called shields, from temporal logical specifications. Each agent of the multi-agent system is monitored, and if needed corrected, by the shield, such that a global specification is always satisfied. The different ways of how a shield can interfere with each agent in the system in case of an error introduces the need for quantitative objectives. This work is the first to discuss the shield synthesis problem with quantitative objectives. We provide several cost functions that are utilized in the multi-agent setting and provide methods for the synthesis of cost-optimal shields and fair shields, under the given assumptions on the multi-agent system. We demonstrate the applicability of our approach via a detailed case study on UAV mission planning for warehouse logistics and simulating the shielded multi-agent system on ROS/Gazebo.

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Abstract Image

多代理系统最低成本屏蔽的合成。
在本文中,我们提出了一种通用方法,从时态逻辑规范中推导出多代理系统的运行时强制实施方案(称为 "护盾")。多代理系统中的每个代理都会受到盾牌的监控,并在必要时进行修正,从而使全局规范始终得到满足。在出现错误的情况下,屏蔽会以不同的方式干扰系统中的每个代理,这就需要定量目标。这项研究首次讨论了具有定量目标的屏蔽合成问题。我们提供了在多代理设置中使用的几种成本函数,并提供了在给定的多代理系统假设条件下合成成本最优屏蔽和公平屏蔽的方法。我们通过一个详细的仓储物流无人机任务规划案例研究,并在 ROS/Gazebo 上模拟屏蔽多代理系统,证明了我们方法的适用性。
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CiteScore
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