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Article . 2008
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Article . 2020
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Non-dominated Rank based Sorting Genetic Algorithms

Non-dominated rank based sorting genetic algorithms
Authors: Ghosh, Ashish; Das, Mrinal Kanti;

Non-dominated Rank based Sorting Genetic Algorithms

Abstract

In this paper a new concept of ranking among the solutions of the same front, along with elite preservation mechanism and ensuring diversity through the nearest neighbor method is proposed for multi-objective genetic algorithms. This algorithm is applied on a set of benchmark multi-objective test problems and the results are compared with that of NSGA-II (a similar algorithm). The proposed algorithm is seen to over perform the existing algorithm. More specifically, the new approach has been used to solve the deceptive multi-objective optimization problems in a better way.

Country
India
Related Organizations
Keywords

Pareto optimality, multi-objective optimization, Computer Science & Automation (Formerly, Learning and adaptive systems in artificial intelligence, evolutionary computing, School of Automation), Approximation methods and heuristics in mathematical programming, Nonnumerical algorithms, Multi-objective and goal programming, genetic algorithms

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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