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Robust path-followi...
Robust path-following control design of heavy vehicles based on multiobjective evolutionary optimization
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- de Morais, Gustavo A. Prudencio (författare)
- Univ Sao Paulo, Brazil
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- Marcos, Lucas Barbosa (författare)
- Univ Sao Paulo, Brazil
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- Barbosa, Filipe (författare)
- Linköpings universitet,Reglerteknik,Tekniska fakulteten
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- Barbosa, Bruno H. G. (författare)
- Univ Fed Lavras, Brazil
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- Terra, Marco Henrique (författare)
- Univ Sao Paulo, Brazil
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- Grassi, Valdir Jr. (författare)
- Univ Sao Paulo, Brazil
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(creator_code:org_t)
- PERGAMON-ELSEVIER SCIENCE LTD, 2022
- 2022
- Engelska.
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Ingår i: Expert systems with applications. - : PERGAMON-ELSEVIER SCIENCE LTD. - 0957-4174 .- 1873-6793. ; 192
- Relaterad länk:
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http://arxiv.org/pdf...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Ämnesord
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- The ability to deal with systems parametric uncertainties is an essential issue for heavy self-driving vehicles in unconfined environments. In this sense, robust controllers prove to be efficient for autonomous navigation. However, uncertainty matrices for this class of systems are usually defined by algebraic methods which demand prior knowledge of the system dynamics. In this case, the control system designer depends on the quality of the uncertain model to obtain an optimal control performance. This work proposes a robust recursive controller designed via multiobjective optimization to overcome these shortcomings. Furthermore, a local search approach for multiobjective optimization problems is presented. The proposed method applies to any multiobjective evolutionary algorithm already established in the literature. The results presented show that this combination of model-based controller and machine learning improves the effectiveness of the system in terms of robustness, stability and smoothness.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Autonomous vehicles; Path-following; Robust control; Multiobjective optimization; Evolutionary algorithms
Publikations- och innehållstyp
- ref (ämneskategori)
- art (ämneskategori)
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