Discovering sensing capability in multi-agent systems

"What should be the sensing capabilities of agents in a Multi-Agent System be to solve a problem efficiently, quickly and economicly? This question often appears when trying to solve a problem using Multi-Agent Systems. This paper introduces a method to find these sensing capabilities in order...

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Detalles Bibliográficos
Autores principales: Parpaglione, María Cristina, Santos, Juan Miguel
Formato: Ponencias en Congresos
Lenguaje:Inglés
Publicado: 2022
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Acceso en línea:http://ri.itba.edu.ar/handle/123456789/3905
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Sumario:"What should be the sensing capabilities of agents in a Multi-Agent System be to solve a problem efficiently, quickly and economicly? This question often appears when trying to solve a problem using Multi-Agent Systems. This paper introduces a method to find these sensing capabilities in order to solve a given problem. To achieve this, the sensing capability of an agent is modeled by a parametrized function and then Genetic Algorithms are used to find the parameters’ values. The individual behavior of the agents are found with Reinforcement Learning."