Gu, Dongbing and Hu, Huosheng (2008) Using Fuzzy Logic to Design Separation Function in Flocking Algorithms. IEEE Transactions on Fuzzy Systems, 16 (4). pp. 826-838. DOI https://doi.org/10.1109/tfuzz.2008.917289
Gu, Dongbing and Hu, Huosheng (2008) Using Fuzzy Logic to Design Separation Function in Flocking Algorithms. IEEE Transactions on Fuzzy Systems, 16 (4). pp. 826-838. DOI https://doi.org/10.1109/tfuzz.2008.917289
Gu, Dongbing and Hu, Huosheng (2008) Using Fuzzy Logic to Design Separation Function in Flocking Algorithms. IEEE Transactions on Fuzzy Systems, 16 (4). pp. 826-838. DOI https://doi.org/10.1109/tfuzz.2008.917289
Abstract
Flocking algorithms essentially consist of three components: alignment, cohesion, and separation. To track a desired trajectory, the flock center should move along the desired trajectory, and thus, the fourth component, navigation, is necessary. The alignment, cohesion, and navigation components are well implemented through consensus protocols and tracking controls, while the separation component is designed through heuristic-based approaches. This paper proposes a fuzzy logic solution to the separation component. The TS rules and Gaussian membership functions are used in fuzzy logic. For fixed network flocking, a standard stability proof by using LaSalle's invariance principle is provided. For dynamic network flocking, a Filipov solution definition is given for nonsmooth dynamics. Then, a LaSalle's invariance principle for nonsmooth dynamics is used to prove the stability. A group of mobile robots with double integrator dynamics is simulated for the flocking algorithms in a 2-D environment. © 2008 IEEE.
Item Type: | Article |
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Uncontrolled Keywords: | Cooperative control; flocking behavior; multi-robot systems; nonsmooth systems |
Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
Divisions: | Faculty of Science and Health Faculty of Science and Health > Computer Science and Electronic Engineering, School of |
SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
Depositing User: | Unnamed user with email elements@essex.ac.uk |
Date Deposited: | 17 Dec 2012 16:26 |
Last Modified: | 30 Oct 2024 16:59 |
URI: | http://repository.essex.ac.uk/id/eprint/4189 |