Integrated Optimization of Mechanisms with Genetic Algorithms

This paper offers an integrated optimization of mechanisms with genetic algorithm, the principle of which is to use a neural network as a global calculation program and to couple the network with stochastic methods of optimization. In other words, this paper deals with the integrated optimization of mechanisms with genetic algorithms, and, in conclusion, the possible use of neural networks for complex mechanisms or processes.

[1]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[2]  Jean-Luc Marcelin.  A metamodel using neural networks and genetic algorithms for an integrated optimal design of mechanisms , 2004 .

[3]  James L. McClelland.  Parallel Distributed Processing , 2005 .

[4]  Jean-Luc Marcelin,et al.  Optimization of the cooling regime of hot-rolled complex beams , 2007 .

[5]  P. Hajela,et al.  Neurocomputing strategies in structural design — decomposition based optimization , 1994 .

[6]  D. M. Peng,et al.  Optimal design of arch bridges by integrating genetic algorithms and the mechanism method , 1999 .

[7]  Prabhat Hajela,et al.  Neurocomputing strategies in structural design — on analysing weights of feedforward neural networks , 1994 .

[8]  Zbigniew Michalewicz,et al.  Genetic algorithms + data structures = evolution programs (3rd ed.) , 1996 .

[9]  Goldberg,et al.  Genetic algorithms , 1993, Robust Control Systems with Genetic Algorithms.

[10]  Kurt Maute,et al.  Integrated Multidisciplinary Topology Optimization Approach to Adaptive Wing Design , 2006 .

[11]  Shao Wei Gong.  Perfectly flexible mechanism and integrated mechanism system design , 2004 .

[12]  Wang Wei-ping.  A Virtual Collaborative Design Space for Integrated Missile Design , 2004 .

[13]  John R. Koza,et al.  Genetic programming - on the programming of computers by means of natural selection , 1993, Complex adaptive systems.

[14]  E. Hinton,et al.  Fully integrated design optimization of plate structures , 2002 .

[15]  J. L. Marcelin,et al.  OPTIMAL SHAPE DESIGN OF THIN AXISYMMETRIC SHELLS , 1988 .