TY - GEN
T1 - Elitist-multi-objective differential evolution (E-MODE) algorithm for multi-objective optimization
AU - Babu, B. V.
AU - Gujarathi, Ashish M.
PY - 2007
Y1 - 2007
N2 - Several problems in the engineering domain are multi-objective in nature. The solution to multi-objective optimization is a set of solutions rather than a single point solution. Such a set of non-dominated solutions are called Pareto optimal solutions or non-inferior solutions. In this paper, a new algorithm, Elitist-Multi-objective Differential Evolution (E-MODE) is proposed. The proposed algorithm is applied successfully on several test functions, and the results are discussed extensively. Results obtained from the proposed algorithm are compared with those obtained using Multi-objective Differential Evolution (MODE) algorithm. E-MODE is found to give better solutions in terms of wide range of solutions, spread, and diversity of Pareto front than those obtained using MODE.
AB - Several problems in the engineering domain are multi-objective in nature. The solution to multi-objective optimization is a set of solutions rather than a single point solution. Such a set of non-dominated solutions are called Pareto optimal solutions or non-inferior solutions. In this paper, a new algorithm, Elitist-Multi-objective Differential Evolution (E-MODE) is proposed. The proposed algorithm is applied successfully on several test functions, and the results are discussed extensively. Results obtained from the proposed algorithm are compared with those obtained using Multi-objective Differential Evolution (MODE) algorithm. E-MODE is found to give better solutions in terms of wide range of solutions, spread, and diversity of Pareto front than those obtained using MODE.
KW - Elitist-Multi-objective Differential Evolution (E-MODE)
KW - Evolutionary algorithms
KW - Evolutionary multi-objective optimization (EMO)
KW - Multi-objective Differential Evolution (MODE)
KW - Multi-objective optimization (MOO)
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M3 - Conference contribution
AN - SCOPUS:76549127791
SN - 9780972741224
T3 - Proceedings of the 3rd Indian International Conference on Artificial Intelligence, IICAI 2007
SP - 441
EP - 456
BT - Proceedings of the 3rd Indian International Conference on Artificial Intelligence, IICAI 2007
T2 - 3rd Indian International Conference on Artificial Intelligence, IICAI 2007
Y2 - 17 December 2007 through 19 December 2007
ER -