Multi-robot task allocation clustering based on game theory
نویسندگان
چکیده
A cooperative game theory framework is proposed to solve multi-robot task allocation (MRTA) problems. In particular, a built assess the performance of sets robots and tasks so that Shapley value can be used compute their average marginal contribution. This fact allows us partition initial MRTA problem into set smaller simpler subproblems, which are formed by ranking clustering according value. large-scale simulation case study illustrates benefits scheme, assessed using genetic algorithm (GA) as baseline method. The results show theoretical approach outperforms GA both in computation time for range instances.
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ژورنال
عنوان ژورنال: Robotics and Autonomous Systems
سال: 2023
ISSN: ['0921-8890', '1872-793X']
DOI: https://doi.org/10.1016/j.robot.2022.104314