A genetic programming approach based on Levy flight applied to nonlinear identification of a poppet valve

Created by W.Langdon from gp-bibliography.bib Revision:1.7810

@Article{Coelho:2014:AMM,

• author = "Leandro {dos Santos Coelho} and Teodoro Cardoso Bora and Carlos Eduardo Klein",
• title = "A genetic programming approach based on Levy flight applied to nonlinear identification of a poppet valve",
• journal = "Applied Mathematical Modelling",
• volume = "38",
• number = "5-6",
• pages = "1729--1736",
• year = "2014",
• ISSN = "0307-904X",
• DOI = "doi:10.1016/j.apm.2013.09.014",
• URL = "http://www.sciencedirect.com/science/article/pii/S0307904X1300591X",
• keywords = "genetic algorithms, genetic programming, Nonlinear identification, Levy flight, Poppet valves, NARX modelling",
• abstract = "Genetic programming (GP) is an evolutionary algorithm-based paradigm inspired by natural evolution to find a generalised hierarchy computer program description. GP adopts a tree-structured code to describe an identification problem. This paper proposed a GP method based on Levy flight to estimate discrete polynomial NARX (Nonlinear AutoRegressive with eXogenous inputs) models. The Levy flight random walks on increments distributed according to a heavy-tailed probability distribution formed by the alpha-stable distribution family. Besides, Levy flight is a Markov processes. The distance from the origin of the random walk tends to a stable distribution after a large number of steps. These sorts of movements describe not only the fluctuations in share prices, but also natural behaviours as the way in which albatrosses search for food or the flight of many insects. In this paper, the contribution of Levy flight is related to the tune of crossover and mutation probabilities in GP. The proposed GP method based on Levy flight is used in an experimental application, a poppet valve. Poppet-type of valve is normally used in combustion engines to open and close intake and exhaust ports in the cylinder head. The very well machined adjust between seat and poppet face gives the sealing feature that is improved every time that the pressure inside the cylinder rises up pushing the valve head against its seat. This type of device is also used in the automotive industry to control the emission levels on combustion engines by recirculating burned gases into the combustion chamber. Results are presented to demonstrate the utility of the proposed GP method based on Levy flight as promising technique in NARX (Nonlinear AutoRegressive with eXogenous inputs) model identification of a poppet valve.",

}

Genetic Programming entries for Leandro dos Santos Coelho Teodoro Cardoso Bora Carlos Eduardo Klein

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