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Intelligent farmer agent for multi-agent ecological simulations optimization
Artigo em Acta de Conferência Internacional
| Autores: |
Filipe Cruz
António Pereira
Pedro Valente
Pedro Duarte
Luís Paulo Reis
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| Idioma: |
Português |
| Palavras Chave: |
Ciências Físicas > Ciência de computadores > Cibernética > Inteligência artificial > Agentes inteligentes |
| Ano: |
2007 |
| Conferência: |
13th Portuguese Conference on Artificial Intelligence |
| Local: |
Guimarães, Portugal |
| Data: |
3 a 7 de Dezembro de 2007 |
| Contacto: |
amcp@fe.up.pt |
| Resumo: |
This paper presents the development of a bivalve farmer agent interacting with a realistic ecological simulation system. The purpose of the farmer agent is to determine the best combinations of bivalve seeding areas in a large region, maximizing the production without exceeding the total allowed seeding area. A system based on simulated annealing, tabu search, genetic algorithms and reinforcement learning, was developed to minimize the number of iterations required to unravel a semi-optimum solution by using customizable tactics. The farmer agent is part of a multi-agent system where several agents, representing human interaction with the coastal ecosystems, communicate with a realistic simulator developed especially for aquatic ecological simulations. The experiments performed revealed promising results in the field of optimization techniques and multi-agent systems applied to ecological simulations. The results obtained open many other possible uses of the simulation architecture with applications in industrial and ecological management problems, towards sustainable development. |
| Índices: |
ISI Proceedings
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