@inbook{9142d6712242429598b6b34bd25ab3dd,
title = "Evaluation of Permutation-Based Mutation Operators on the Problem of Automatic Connection Matching in Closed-Loop Control System",
abstract = "Successful application of evolutionary algorithms for large scale practical problems requires careful consideration of all the different elements of the applied evolutionary approach. Recently, a method was introduced for automatic matching of connections in a closed-loop control system that uses evolutionary algorithm in conjunction with model checking. In order to improve the method we consider using the permutation-based individual encoding, as it more realistically reflects real life scenarios, where the connections are matched on a one-to-one basis. Evaluation of the fitness function based on the model checking is computationally expensive, thus it is necessary to choose the best mutation operator in terms of the number of fitness function evaluations required to find the optimum solution. In this paper we evaluate the applicability of the permutation-based encoding for the problem of connection matching in the closed-loop control system and evaluate the performance of several permutation-based operators commonly used for ordering problems.",
keywords = "Industrial control systems, Mutation operators, Permutation encoding, Search-based software engineering",
author = "Vladimir Mironovich and Maxim Buzdalov and Valeriy Vyatkin",
note = "Funding Information: This work was financially supported by the Government of the Russian Federation (Grant 08-08). Publisher Copyright: {\textcopyright} 2021, The Author(s), under exclusive license to Springer Nature Switzerland AG. Copyright: Copyright 2021 Elsevier B.V., All rights reserved.",
year = "2021",
month = feb,
day = "6",
doi = "10.1007/978-3-030-61659-5_4",
language = "English",
isbn = "978-3-030-61658-8",
series = "Studies in Fuzziness and Soft Computing",
pages = "41--51",
editor = "R. Matou{\v s}ek and J. Kůdela",
booktitle = "Studies in Fuzziness and Soft Computing, STUDFUZZ",
}