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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 |
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| 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 |
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| 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 |
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| Persistent Link to This Record: | http://purl.flvc.org/fsu/fd/FSU_migr_etd-1062 | |
| Owner Institution: | FSU |
Yang, Y. (2008). Multiple Criteria Third-Order Response Surface Design and Comparison. Retrieved from http://purl.flvc.org/fsu/fd/FSU_migr_etd-1062
