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Mechanical Component Design for Multiple Objectives Using Elitist Non-Dominated Sorting GA (2000)  (Make Corrections)  (3 citations)
Kalyanmoy Deb, Amrit Pratap, Subrajyoti Moitra
Parallel Problem Solving from Nature - PPSN VI 6th International Conference



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Abstract: . In this paper, we apply an elitist multi-objective genetic algorithm for solving mechanical component design problems with multiple objectives. Although there exists a number of classical techniques, evolutionary algorithms (EAs) have an edge over the classical methods in that they can find multiple Pareto-optimal solutions in one single simulation run. The proposed algorithm (we call NSGA-II) is a much improved version of the originally proposed nondominated sorting GA (NSGA) in that... (Update)

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...only a few studies where an MOEA is speci cally designed for handling constraints. Among all methods, the usual penalty function approach [11, 2] where a penalty proportional to the total constraint violation is added to all objective functions. When applying this procedure, all...

.... by Tanaka [12] and OSY used by Osyczka, Kundu [13] The problems chosen from the engineering domains are Two Bar Truss Design used by Deb [14] and Welded Beam design used by Deb [14] All these problems are consmined multi objective problems. Table 1 shows the variable bounds,...

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BibTeX entry:   (Update)

Deb, K., Pratap, A., Moitra, S. (2000). Mechanical component design for multiple objectives using elitist non-dominated sorting GA. Proceedings of the Parallel Problem Solving from Nature VI Conference, pp. 859-868. http://citeseer.ist.psu.edu/deb00mechanical.html   More

@inproceedings{ deb00mechanical,
    author = "K. Deb and A. Pratap and S. Moitra",
    title = "Mechanical Component Design for Multiple Objectives Using Elitist Non-Dominated Sorting {GA}",
    booktitle = "Parallel Problem Solving from Nature - {PPSN} {VI} 6th International Conference",
    month = "16-20",
    publisher = "Springer Verlag",
    address = "Paris, France",
    editor = "Hans-Paul Schwefel {Marc Schoenauer, Kalyanmoy Deb, G{\"u}nter Rudolph, Xin Yao, Evelyne Lutton, Juan Julian Merelo}",
    year = "2000",
    url = "citeseer.ist.psu.edu/deb00mechanical.html" }
Citations (may not include all citations):
104   Evolutionary algorithms for multiobjective optimization: Met.. - Zitzler - 1999
59   A fast elitist non-dominated sorting genetic algorithm for m.. - Deb, Agrawal et al. - 2000
49   The Pareto archived evolution strategy: A new baseline algor.. - Knowles, Corne - 1999
39   Simulated binary crossover for continuous search space - Deb, Agrawal - 1995
38   Engineering optimization methods and applications (context) - Reklaitis, Ravindran et al. - 1983
33   Multi-Objective function optimization using non-dominated so.. (context) - Srinivas, Deb - 1995
18   An efficient constraint handling method for genetic algorith.. - Deb
17   Genetic algorithm design of Pareto-optimal broad band microw.. (context) - Weile, Michielssen et al. - 1996
14   Multiobjective dynamic optimization of an industrial Nylon 6.. (context) - Mitra, Deb et al. - 1998
11   An augmented Lagrange multiplier based method for mixed inte.. (context) - Kannan, Kramer - 1995
10   A robust optimization procedure for mechanical component des.. (context) - Deb, Goyal - 1998
1   An interactive multistage -inequality constraint method for.. (context) - Palli, Azram et al. - 1999

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Genetic Algorithm in Search and Optimization: The Technique and.. - Deb   (Correct)
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