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https://hdl.handle.net/10216/67400| Author(s): | Francisco Reinaldo João Certo Nuno Cordeiro Luís Paulo Reis Rui Carlos Camacho Nuno Lau |
| Title: | Applying biological paradigms to emerge behaviour in RoboCup Rescue team |
| Issue Date: | 2005 |
| Abstract: | This paper presents a hybrid behaviour process for performing collaborative tasks and coordination capabilities in a rescue team. RoboCup Rescue simulator and its associated international competition are used as the testbed for our proposal. Unlike other published work in this field one of our main concerns is having good results on RoboCup Rescue championships by emerging behaviour in agents using a biological paradigm. The benefit comes from the hierarchic and parallel organisation of the mammalian brain. In our behaviour process, Artificial Neural Networks are used in order to make agents capable of learning information from the environment. This allows agents to improve several algorithms like their Path Finding Algorithm to find the shortest path between two points. Also, we aim to filter the most important messages that arise from the environment, to make the right choice on the best path planning among many alternatives, in a short time. A policy action was implemented using Kohonen's network, Dijkstra's and D* algorithm. This policy has achieved good results in our tests, getting our team classified for RoboCup Rescue Simulation League 2005. |
| Subject: | Ciências da computação e da informação Computer and information sciences |
| Scientific areas: | Ciências exactas e naturais::Ciências da computação e da informação Natural sciences::Computer and information sciences |
| DOI: | 10.1007/11595014_42 |
| URI: | https://hdl.handle.net/10216/67400 |
| Source: | Progress in Artificial Intelligence: Proceedings of the 14th Portuguese Conference on Artificial Intelligence, EPIA2009 |
| Document Type: | Artigo em Revista Científica Internacional |
| Rights: | openAccess |
| License: | https://creativecommons.org/licenses/by-nc/4.0/ |
| Appears in Collections: | FEUP - Artigo em Revista Científica Internacional |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| 59268.pdf | Applying Biological Paradigms to Emerge Behaviour in RoboCup Rescue Team | 615.03 kB | Adobe PDF | ![]() View/Open |
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