A repair operator for the preliminary design of a composite structure using genetic algorithms

2016 ◽  
Vol 55 (6) ◽  
pp. 2099-2110 ◽  
Author(s):  
S. Zein ◽  
V. Madhavan ◽  
D. Dumas
Author(s):  
Patricia Brackin ◽  
Jonathan Colton

Abstract As part of a strategy for obtaining preliminary design specifications from the House of Quality, genetic algorithms were used to generate and optimize preliminary design specifications for an automotive case study. This paper describes the House of Quality for the automotive case study. In addition, the genetic algorithm chosen, the genetic coding, the methods used for mutation and reproduction, and the fitness and penalty functions are descrobed. Methods for determining convergence are examined. Finally, test results show that the genetic algorithm produces reasonable preliminary design specifications.


Author(s):  
Patricia Brackin ◽  
Jonathan Colton

Abstract This paper details a strategy for quantifying the House of Quality to produce preliminary design specifications. Estimation modules replace the traditional symbols in the HoQ. Genetic algorithms are used to produce and rate candidate preliminary design specifications. A test case from the automotive industry is implemented in order to test the effectiveness of the strategy. Results from the test case indicate that the strategy produces preliminary design specifications that are reasonable and consistent.


Author(s):  
D T Pham ◽  
Y Yang

Four techniques are described which can help a genetic algorithm to locate multiple approximate solutions to a multi-modal optimization problem. These techniques are: fitness sharing, ‘eliminating’ identical solutions, ‘removing’ acceptable solutions from the reproduction cycle and applying heuristics to improve sub-standard solutions. Essentially, all of these techniques operate by encouraging genetic variety in the potential solution set. The preliminary design of a gearbox is presented as an example to illustrate the effectiveness of the proposed techniques.


Author(s):  
Leonardo D. Chiwiacowsky ◽  
Paolo Gasbarri ◽  
Riccardo Monti ◽  
Haroldo F. C. Velho ◽  
Arthur T. Gómez

2002 ◽  
Vol 2 (2) ◽  
pp. 106-114 ◽  
Author(s):  
Patricia Brackin ◽  
Jonathan S. Colton

As part of a strategy for obtaining preliminary design specifications from the House of Quality, genetic algorithms are used to generate and optimize preliminary design specifications for an automotive case study. This paper describes the House of Quality for an automotive case study. In addition, the genetic algorithm chosen, the genetic coding, the methods used for mutation and reproduction, and the fitness and penalty functions are described. Methods for determining convergence are examined. Finally, test results show that the genetic algorithm produces reasonable preliminary design specifications.


2015 ◽  
Vol 6 (1) ◽  
pp. 30-48 ◽  
Author(s):  
Qin Shiming ◽  
Satchidananda Dehuri ◽  
Gi-Nam Wang

In this paper one of the fundamental problems of Shipbuilding Industry known as block assignment problem is modeled and solved. The irregular shape of blocks and the inherent intractability of this problem is the primary motivation to use the interactive genetic algorithms with a specialized chromosome level “repair” operator. Without loss of generality, some domain knowledge has been incorporated during the process of exploration and exploitation of an optimal assignment. Therefore the best attributes of objective and subjective evaluation at system level has been realized. The experimental study confirms that the incorporation of the domain knowledge and a new repair operator in interactive genetic algorithms for assigning blocks in workspaces leads to faster convergence and at the same time it reduces the local optimality.


Author(s):  
Vale´rie Pommier-Budinger ◽  
Marc Budinger ◽  
Javier Romero Martinez ◽  
Rafael Galan Galan

This article describes a design method to size smart structures with piezoelectric ceramics. The method makes it possible to determine the amplitudes of vibrations that may be generated by piezoelectric ceramics bonded on a metallic or composite structure. One of the possible applications of the method is the preliminary design of smart structures for active vibration control. This case is particularly treated in this article. The method is based on a reduced model that can be established using a multiphysics FEM software. This model can also be used to compute the control law for vibrations attenuation.


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