Projects per year
Abstract
Multi-Agent Path Finding (MAPF) is the problem of finding collision-free paths for multiple agents that minimize the sum of path costs. EECBS is a leading two-level algorithm that solves MAPF bounded-suboptimally, that is, within some factor w of the minimum sum of path costs C*. It uses focal search to find bounded-suboptimal paths on the low level and Explicit Estimation Search (EES) to resolve collisions on the high level. EES keeps track of a lower bound LB on C* to find paths whose sum of path costs is at most w LB in order to solve MAPF bounded-suboptimally. However, the costs of many paths are often much smaller than w times their minimum path costs, meaning that the sum of path costs is much smaller than w C*. In this paper, we therefore propose Flexible EECBS (FEECBS), which uses a flex(ible) distribution of the path costs (that relaxes the requirement to find bounded-suboptimal paths on the low level) in order to reduce the number of collisions that need to be resolved on the high level while still guaranteeing to solve MAPF bounded suboptimally. We address the drawbacks of flex distribution via techniques such as restrictions on the flex distribution, restarts of the high-level search with EECBS, and low-level focal-A* search. Our empirical evaluation shows that FEECBS substantially improves the efficiency of EECBS on MAPF instances with large maps and large numbers of agents.
Original language | English |
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Title of host publication | 36th AAAI Conference on Artificial Intelligence (AAAI-22) |
Editors | Vasant Honavar, Matthijs Spaan |
Place of Publication | Palo Alto CA USA |
Publisher | Association for the Advancement of Artificial Intelligence (AAAI) |
Pages | 9313-9322 |
Number of pages | 10 |
ISBN (Electronic) | 1577358767, 9781577358763 |
DOIs | |
Publication status | Published - 2022 |
Event | AAAI Conference on Artificial Intelligence 2022 - Online, United States of America Duration: 22 Feb 2022 → 1 Mar 2022 Conference number: 36th https://aaai-2022.virtualchair.net/index.html (Website) https://aaai.org/conference/aaai/aaai-22/ https://ojs.aaai.org/index.php/AAAI/issue/view/510 (Proceedings) |
Publication series
Name | 36th AAAI Conference on Artificial Intelligence (AAAI-22) |
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Publisher | Association for the Advancement of Artificial Intelligence (AAAI) |
Number | 9 |
Volume | 36 |
ISSN (Print) | 2159-5399 |
ISSN (Electronic) | 2374-3468 |
Conference
Conference | AAAI Conference on Artificial Intelligence 2022 |
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Abbreviated title | AAAI 2022 |
Country/Territory | United States of America |
City | Online |
Period | 22/02/22 → 1/03/22 |
Internet address |
Keywords
- Multiagent Systems (MAS)
- Planning
- Routing
- And Scheduling (PRS)
- Search And Optimization (SO)
- Intelligent Robotics (ROB)
Projects
- 2 Finished
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Improved Constraint Reasoning for Robust Multi-agent Path Planning
Stuckey, P., Harabor, D., Le Bodic, P., Gange, G. & Koenig, S.
1/01/20 → 31/12/24
Project: Research
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Personalised Public Transport
Harabor, D., Moser, I. & Ronald, N.
24/06/19 → 31/12/24
Project: Research