Intelligent and adaptive cooperative strategies for 5-on-5 soccer robot system using hybrid fuzzy logic
Developing social and cooperative behavior for a group of robots poses a big challenge up to this date. With the number of robots in the industrial environment continuously increasing, cooperation and coordination among different robots plays a vital role in completion of a team task. Robot soccer h...
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| Format: | text |
| Language: | English |
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Animo Repository
2008
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| Subjects: | |
| Online Access: | https://animorepository.dlsu.edu.ph/etd_masteral/3765 https://animorepository.dlsu.edu.ph/context/etd_masteral/article/10603/viewcontent/CDTG004557_P.pdf |
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| Institution: | De La Salle University |
| Language: | English |
| Summary: | Developing social and cooperative behavior for a group of robots poses a big challenge up to this date. With the number of robots in the industrial environment continuously increasing, cooperation and coordination among different robots plays a vital role in completion of a team task. Robot soccer has served as a popular platform for research for multi-robot systems with its highly dynamic environment. This study presents algorithms that produce intelligent and adaptive cooperative strategies for 5-on-5 soccer playing robots. Fuzzy logic was the main tool used in developing the overall system with the aid of heuristics. Different fuzzy systems were developed for intelligent control of the soccer robots as well as producing human-like behaviors like evaluation of team effectiveness and decision making for the high-level and low-level strategies. Experiments were conducted to see the performance of the algorithms in main areas of robot soccer game. The result of the experiments shows that the developed algorithms were able to make the team of soccer robots play effectively exhibiting intelligence, cooperation and a sense of adaptiveness. Fuzzy logic was utilized effectively in this study in portraying human behaviors in playing soccer. Keywords: fuzzy control, fuzzy evaluation system, cooperative behavior, robot soccer. |
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