Very Fast Non-dominated Sorting
Author(s) -
Czesław Smutnicki,
Dominik Żelazny,
Jarosław Rudy
Publication year - 2014
Publication title -
decision making in manufacturing and services
Language(s) - English
Resource type - Journals
eISSN - 2300-7087
pISSN - 1896-8325
DOI - 10.7494/dmms.2014.8.1.13
Subject(s) - speedup , sorting , computer science , mathematical proof , algorithm , sorting algorithm , computational complexity theory , parallel computing , pareto principle , sort , theoretical computer science , mathematical optimization , mathematics , geometry , information retrieval
New and very ecient parallel algorithm for the Fast Non-dominated Sorting of Pareto fronts is proposed. By decreasing its computational complexity, the application of the proposed method allows us to increase the speedup of the best up to now Fast and Elitist Multi-objective Genetic Algorithm (NSGA-II) more than two orders of magnitudes. Formal proofs of time complexities of basic as well as improved versions of the procedure are presented. Provided experimental results fully conrm theoretical ndings.
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