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On the applicability of diploid genetic algorithms in dynamic environments
Authors:Harsh Bhasin  Gitanshu Behal  Nimish Aggarwal  Raj Kumar Saini  Shivani Choudhary
Affiliation:1.Department of Computer Science,Jamia Hamdard University,New Delhi,India;2.Delhi Technological University,New Delhi,India
Abstract:Diploid genetic algorithms (DGAs) promise robustness as against simple genetic algorithms which only work towards optimization. Moreover, these algorithms outperform others in dynamic environments. The work examines the theoretical aspect of the concept by examining the existing literature. The present work takes the example of dynamic TSP to compare greedy approach, genetic algorithms and DGAs. The work also implements a greedy genetic approach for the problem. In the experiments carried out, the three variants of dominance were implemented and 115 runs proved the point that none of them outperforms the other.
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