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Improved Memetic Algorithm for Solving the Minimum Weight Vertex Independent Dominating Set

Authors :
Yupeng Zhou
Jinshu Li
Yang Liu
Shuai Lv
Yong Lai
Jianan Wang
Source :
Mathematics, Vol 8, Iss 7, p 1155 (2020)
Publication Year :
2020
Publisher :
MDPI AG, 2020.

Abstract

The minimum weight vertex independent dominating set (MWVIDS) problem is an important version of the minimum independent dominating set. The MWVIDS problem has a number of applications in many fields. However, the MWVIDS problem is known to be NP-hard and thus computationally challenging. In this work, we present the improved memetic algorithm called MSSAS for solving the MWVIDS problem. The proposed MSSAS algorithm combines probability-based dynamic optimization (PDO) (to generate good and diverse offspring solutions by assembling elements of existing good solutions) as well as a local search phase named C_LS (to seek high-quality local optima by combining the idea of constrained-based two-level configuration checking strategy and tabu mechanism). The extensive results on popular DIMACS and BHOLIB benchmarks demonstrate that MSSAS competes favorably with the state-of-the-art algorithms. In addition, we analyze the benefits of the newly raised components including two above proposed ideas with our memetic framework. It is worth mentioning that the combination of both components has excellent effects for the MWVIDS problem.

Details

Language :
English
ISSN :
22277390
Volume :
8
Issue :
7
Database :
Directory of Open Access Journals
Journal :
Mathematics
Publication Type :
Academic Journal
Accession number :
edsdoj.15d9699f98094e8c9b65de24f28e3b45
Document Type :
article
Full Text :
https://doi.org/10.3390/math8071155