Advanced Multiresponse Process Optimisation: An Intelligent And Integrated Approach
by Tatjana V. Sibalija /
2015 / English / PDF
7.7 MB Download
This book presents an intelligent, integrated, problem-independent
method for multiresponse process optimization. In contrast to
traditional approaches, the idea of this method is to provide a
unique model for the optimization of various processes, without
imposition of assumptions relating to the type of process, the type
and number of process parameters and responses, or interdependences
among them. The presented method for experimental design of
processes with multiple correlated responses is composed of three
modules: an expert system that selects the experimental plan based
on the orthogonal arrays; the factor effects approach, which
performs processing of experimental data based on Taguchi’s quality
loss function and multivariate statistical methods; and process
modeling and optimization based on artificial neural networks and
metaheuristic optimization algorithms. The implementation is
demonstrated using four case studies relating to high-tech
industries and advanced, non-conventional processes.
This book presents an intelligent, integrated, problem-independent
method for multiresponse process optimization. In contrast to
traditional approaches, the idea of this method is to provide a
unique model for the optimization of various processes, without
imposition of assumptions relating to the type of process, the type
and number of process parameters and responses, or interdependences
among them. The presented method for experimental design of
processes with multiple correlated responses is composed of three
modules: an expert system that selects the experimental plan based
on the orthogonal arrays; the factor effects approach, which
performs processing of experimental data based on Taguchi’s quality
loss function and multivariate statistical methods; and process
modeling and optimization based on artificial neural networks and
metaheuristic optimization algorithms. The implementation is
demonstrated using four case studies relating to high-tech
industries and advanced, non-conventional processes.