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Multiple Criteria Third-Order Response Surface Design and Comparison

Title: Multiple Criteria Third-Order Response Surface Design and Comparison.
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Name(s): Yang, Ying, author
Pignatiello, Joseph J., Jr., professor directing thesis
Awoniyi, Samuel., committee member
Vanli, Arda, committee member
Okoli, Okenwa, committee member
Department of Industrial and Manufacturing Engineering, degree granting department
Florida State University, degree granting institution
Type of Resource: text
Genre: Text
Issuance: monographic
Date Issued: 2008
Publisher: Florida State University
Place of Publication: Tallahassee, Florida
Physical Form: computer
online resource
Extent: 1 online resource
Language(s): English
Abstract/Description: This research focuses on the third-order response surface designs for global optimization and mapping of systems or processes. The current second-order response surface designs may not be accurate and efficient enough to describe the true model of the systems or processes in terms of multiple design criteria. This research addresses the needs for third-order designs by identifying corresponding inaccuracy issues and attempts to create efficient designs by investigating different ways of building third-order models. This research proposes functionality as a new design property to guide the comparison of practicability and ease of use of different designs. Furthermore, it looks into generating multiple criteria optimal third-order designs for continuous cuboidal region using NSGA-II algorithm. IV-optimality and space filling have been selected as the two primary objectives for this multiple criteria third-order design problem. This research shows that the NSGA-II does not provide the results as expected for third-order designs, and nested faced centered design is the best overall design in IV-optimality, space filling, orthogonality and functionality. A Pareto-optimal front is given to satisfy different practitioners' needs.
Identifier: FSU_migr_etd-1062 (IID)
Submitted Note: A Thesis Submitted to the Department of Industrial and Manufacturing in Partial Fulfillment of the Requirements for the Degree of Master of Science.
Degree Awarded: Fall Semester, 2008.
Date of Defense: October 31, 2008.
Keywords: Third-Order Response Surface Design, Mutiple Objective Optimization, Evolutionary Algorithm
Bibliography Note: Includes bibliographical references.
Advisory committee: Joseph J. Pignatiello, Jr., Professor Directing Thesis; Samuel. Awoniyi, Committee Member; Arda Vanli, Committee Member; Okenwa Okoli, Committee Member.
Subject(s): Manufacturing processes
Industrial engineering
Operations research
Systems engineering
Persistent Link to This Record: http://purl.flvc.org/fsu/fd/FSU_migr_etd-1062
Owner Institution: FSU

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Yang, Y. (2008). Multiple Criteria Third-Order Response Surface Design and Comparison. Retrieved from http://purl.flvc.org/fsu/fd/FSU_migr_etd-1062