Analysis of the influence of graph characteristics on MAPFW algorithm performance

Bachelor Thesis (2020)
Author(s)

T.A.A. Bestebreur (TU Delft - Electrical Engineering, Mathematics and Computer Science)

Contributor(s)

J. Mulderij – Mentor (TU Delft - Algorithmics)

MM de Weerdt – Graduation committee member (TU Delft - Algorithmics)

Faculty
Electrical Engineering, Mathematics and Computer Science
Copyright
© 2020 Timon Bestebreur
More Info
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Publication Year
2020
Language
English
Copyright
© 2020 Timon Bestebreur
Graduation Date
22-06-2020
Awarding Institution
Delft University of Technology
Project
['CSE3000 Research Project']
Programme
['Computer Science and Engineering']
Faculty
Electrical Engineering, Mathematics and Computer Science
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Abstract

The Multi-Agent Path Finding (MAPF) problem is a problem in which a route must be found for multiple agents such that they do not collide. The Multi-Agent PathFinding with Waypoints problem extends this problem by adding waypoints that the agents must visit before travelling to their end location. This paper compares five algorithms for MAPF that have been extended to incorporate waypoints. It also analyzes which influence map characteristics like corridors, chokepoints, overlapping waypoints and the average degree have on the performance of these algorithms. It concludes that EMLA and WM* perform best overall with some variations per characteristic.

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