作者
Roman Barták, Neng-Fa Zhou, Roni Stern, Eli Boyarski, Pavel Surynek
发表日期
2017/11/6
研讨会论文
2017 IEEE 29th International Conference on Tools with Artificial Intelligence (ICTAI)
页码范围
959-966
出版商
IEEE
简介
The multi-agent pathfinding (MAPF) problem has attracted considerable attention because of its relation to practical applications. In this paper, we present a constraint-based declarative model for MAPF, together with its implementation in Picat, a logic-based programming language. We show experimentally that our Picat-based implementation is highly competitive and sometimes outperforms previous approaches. Importantly, the proposed Picat implementation is very versatile. We demonstrate this by showing how it can be easily adapted to optimize different MAPF objectives, such as minimizing makespan or minimizing the sum of costs, and for a range of MAPF variants. Moreover, a Picat-based model can be automatically compiled to several general-purpose solvers such as SAT solvers and Mixed Integer Programming solvers (MIP). This is particularly important for MAPF because some MAPF variants are …
引用总数
20182019202020212022202320242781111102
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R Barták, NF Zhou, R Stern, E Boyarski, P Surynek - 2017 IEEE 29th International Conference on Tools with …, 2017