Multi-Agent Path-Finding and Algorithmic Graph Theory (Student Abstract)

D. Fairbairn
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引用次数: 0

Abstract

I specialise in conducting research in Multi-Agent Path- Finding (MAPF) and Algorithmic Graph Theory. Specifically, I investigate the impact of geometric constraints on a given instance of MAPF, as well as the expansion of MAPF to include resource constraints, target assignment path-finding (TAPF), and academic problems that are relevant to industry. In Algorithmic Graph Theory, I extend the capabilities of standard and novel MAPF solvers to temporal graphs, and explore clustering techniques and ideas that utilise Graph Classifications on MAPF domains to reduce the computational complexity of MAPF. Furthermore, I research the implementation and application of massively parallelized computing techniques on MAPF, especially in relation to distance matrix computation and parallelized centralized MAPF. Aside from my PhD research, I have the pleasure to collaborate with researchers at Tharsus Limited, to directly apply my research to novel industrial problems and develop benchmarks that are relevant to both the industry and the research community for Multi-Agent Systems.
多智能体寻径与算法图论(学生摘要)
我专门从事多智能体寻径(MAPF)和算法图论的研究。具体来说,我研究了几何约束对给定MAPF实例的影响,以及MAPF的扩展,以包括资源约束、目标分配寻径(TAPF)和与行业相关的学术问题。在算法图论中,我将标准和新颖的MAPF求解器的功能扩展到时间图,并探索利用MAPF域上的图分类来降低MAPF计算复杂性的聚类技术和思想。进一步研究了大规模并行计算技术在MAPF上的实现与应用,特别是关系距离矩阵计算和并行化集中式MAPF。除了我的博士研究之外,我很高兴能与Tharsus Limited的研究人员合作,直接将我的研究应用于新的工业问题,并为Multi-Agent Systems开发与行业和研究界相关的基准。
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