A NEW PERSPECTIVE OF METAHEURISTIC ALGORITHMS
DOI:
https://doi.org/10.25007/ajnu.v12n1a1660Keywords:
Optimization, Metaheuristics, Local search, Evolutionary Algorithms, Generating New SolutionsAbstract
Optimization is the art of modeling in order to produce the optimal outcome under the given conditions. The objective of optimization is to maximize or decrease the consequences that best satisfy technological and management procedures. In view of the findings, this paper provides a brief survey of methods for examining the optimization problem space, illustrates the mechanics of metaheuristic and developmental calculations, and defines their connection to constructing optimization problems. In addition to covering the encoding of metaheuristic and developmental calculations and the management of constraints, this paper also delves into the periods of introductory or provisional arrangements, the iterative determination of arrangements, and the assessment of the execution of metaheuristic and developmental calculations. All meta-heuristic and developmental calculations are shown to share a single calculation with their respective phases highlighted.
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Saka, M. P., Hasan.ebi, O., and Geem, Z. W. (2016). “Metaheuristics in structural optimization and discussions on harmony search algorithm.” Swarm and Evolutionary Computation, 28, 88–97.
S.rensen, K. (2013). “Metaheuristics: The metaphor exposed.” International Transaction in Operational Research, 22(1), 3–18.
Dokeroglu, T.; Sevinc, E.; Kucukyilmaz, T.; Cosar, A. A survey on new generation metaheuristic algorithms. Comput. Ind. Eng. 2019, 137, 106040.
Kondamadugula, S.; Naidu, S.R. Accelerated evolutionary algorithms with parameter importance based population initialization for variation-aware analog yield optimization. In Proceedings of the 2016 IEEE 59th International Midwest Symposium on Circuits and Systems (MWSCAS), Abu Dhabi, United Arab Emirates, 16–19 October 2016.
Battiti R, Brunato M, Mascia F (2008) Reactive search and intelligent optimization. Springer, Berlin
Eiben A, van der Hauw J (1997) Solving 3-sat with adaptive genetic algorithms. In: Proceedings of the fourth IEEE conference on evolutionary computation. IEEE Press, pp 81–86
Eiben AE, Smith JE (2003) Introduction to evolutionary computing. Springer, Berlin
Gent IP, Walsh T (1993) Towards an understanding of hill-climbing procedures for SAT. Proceedings of AAAI- 93:28–33
Glover F, Laguna M (1993) Tabu search. In: Reeves C (ed) Modern heuristics techniques for combinatorial problems. Blackwell Scientific Publishing, Oxford, pp 70–141
Larranaga P, Lozano JA (2001) Estimation of distribution algorithms. A new tool for evolutionary computation. Kluwer Academic Publishers, Boston
Marchiori E, Rossi C (1999) A flipping genetic algorithm for hard 3-sat problems. Proceedings of the Genetic and Evolutionary Computation Conference 1:393–400
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