A domain-specific crossover and a helper objective for generating minimum weight compliant mechanisms

Sharma, Deepak ; Deb, Kalyanmoy ; Kishore, N. N. (2008) A domain-specific crossover and a helper objective for generating minimum weight compliant mechanisms Proceedings of Genetic and Evolutionary Computation conference (GECCO-2008), (Atlanta, USA) . pp. 1723-1724.

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Official URL: http://dl.acm.org/citation.cfm?id=1389428

Related URL: http://dx.doi.org/10.1145/1389095.1389428

Abstract

While designing the Compliant Mechanisms (CM), an equal attention is required on both the problem formulation and the optimization algorithm used. Authors of this paper have successfully proposed the formulation of CM tracing user-defined paths based on the precision points. In this paper, authors modify the NSGA-II algorithm by incorporating (i) a helper objective and (ii) a domain specific crossover which assist in generating a diverse set of non-dominated solutions. First, the single-objective optimization problem of minimizing the weight of structure is solved and named the topology as a reference design. Thereafter, a bi-objective optimization problem is dealt to evolve 'trade-off' solutions for a primary objective of minimizing the weight and a secondary objective of maximizing the diversity with respect to the reference design. Both the optimization problems are solved using a local search based NSGA-II procedure. This study has further compared its results with another GA implementation having a different crossover operator.

Item Type:Article
Source:Copyright of this article belongs to Proceedings of Genetic and Evolutionary Computation conference (GECCO-2008), (Atlanta, USA).
ID Code:81643
Deposited On:07 Feb 2012 06:11
Last Modified:18 May 2016 23:06

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