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Advanced Multiresponse Process Optimisation

An Intelligent and Integrated Approach

Authors: Sibalija, Tatjana V., Majstorović, Vidosav D.

  • Offers a comprehensive model for multiresponse optimization of complex industrial processes based on artificial intelligence techniques
  • Presents instructive case studies relating to high-tech industries and advanced, non-conventional processes
  • Highly relevant to contemporary research directions in the manufacturing domain
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eBook 83,29 €
price for Spain (gross)
  • ISBN 978-3-319-19255-0
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 103,99 €
price for Spain (gross)
valid through October 16, 2017
  • ISBN 978-3-319-19254-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
About this book

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.

Table of contents (6 chapters)

  • Introduction

    Šibalija, Tatjana V. (et al.)

    Pages 1-20

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  • Review of Multiresponse Process Optimisation Methods

    Šibalija, Tatjana V. (et al.)

    Pages 21-63

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  • An Intelligent, Integrated, Problem-Independent Method for Multiresponse Process Optimisation

    Šibalija, Tatjana V. (et al.)

    Pages 65-164

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  • Implementation of the Intelligent Method for Multiresponse Process Optimisation

    Šibalija, Tatjana V. (et al.)

    Pages 165-260

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  • Discussion and Future Research

    Šibalija, Tatjana V. (et al.)

    Pages 261-283

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Buy this book

eBook 83,29 €
price for Spain (gross)
  • ISBN 978-3-319-19255-0
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 103,99 €
price for Spain (gross)
valid through October 16, 2017
  • ISBN 978-3-319-19254-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Advanced Multiresponse Process Optimisation
Book Subtitle
An Intelligent and Integrated Approach
Authors
Copyright
2016
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-19255-0
DOI
10.1007/978-3-319-19255-0
Hardcover ISBN
978-3-319-19254-3
Edition Number
1
Number of Pages
XVII, 298
Topics