Multiobjective Model Predictive Control Using Computational Intelligence and its Applications to Plant Operation Problems

• Project/Area Number: 19510163
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Social systems engineering/Safety system
• Research Institution: Konan University
• Principal Investigator: NAKAYAMA Hirotaka Konan University, 知能情報学部, 教授 (20068141)
• Project Period (FY): 2007 – 2009
• Project Status: Completed (Fiscal Year 2009)
• Budget Amount: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000); Fiscal Year 2009: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000); Fiscal Year 2008: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2007: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
• Keywords: モデル予測制御 / 多目的最適化 / 計算知能 / サポートベクターマシン / サポートベクター回帰 / 希求水準法 / 逐次近似最適化

Research Abstract

Sequential approximate optimization using computational intelligence has been extended to dynamic problems such as plant operation problems. In addition, several devices from a viewpoint of multiobjective optimization were added in order to make decisions adaptively according to the value judgment of decision makers. Finally, a decision support system which enables to make decisions rapidly under the change of environment has been constructed.

Research Products

• [Journal Article] Multiobjective Model Predictive Control (2010)
  • Author(s): Hirotaka Nakayama, Yeboon Yun, Masakazu Shirakawa
  • Journal Title: Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, ed(M. Ehrgott, B. Naujoks, T.J. Stewart)(Springer) Pages: 277-288
  • Peer Reviewed
• [Journal Article] Practical Approach to Outlier Detection using Support Vector Regression (2009)
  • Author(s): Junya Nishiguchi, Chosei Kaseda, Hirotaka Nakayama, Masao Arakawa, Yeboon Yun
  • Journal Title: Advances in Neuro-Information Processing(Springer) Pages: 995-1001
  • NAID: 130006982041
  • Peer Reviewed
• [Journal Article] Multi-objective optimization based on meta-modeling by using support vector regression (2009)
  • Author(s): YeboonYun, Min Yoon, Hirotaka Nakayama
  • Journal Title: Optimization and Engineering Vol.10 Pages: 167-181
  • Peer Reviewed
• [Journal Article] Multiobjective Model Predictive Control (2009)
  • Author(s): Hirotaka Nakayama
  • Journal Title: Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, ed.by M.Ehrgott, B.Naujoks, T.J.Stewart and J.Wallenius, Springer Pages: 277-288
  • Peer Reviewed
• [Journal Article] Practical Approach to Outlier Detection using Support Vector Regression (2009)
  • Author(s): Junya Nishiguchi.
  • Journal Title: Advances in Neuro-Information Processing Pages: 995-1001
  • Peer Reviewed
• [Journal Article] Multi-objective Model Predictive Optimization using Computational Intelligence (2008)
  • Author(s): Hirotaka Nakayama, Yeboon Yun
  • Journal Title: IFIP World Computer Congress: Artificial Intelligence in Theory and Practice(Springer) Pages: 319-328
  • Peer Reviewed
• [Journal Article] Multi-objective Model Predictive Optimization using Computational Intelligence (2008)
  • Author(s): Hirotaka Nakayama, Yeboon Yun
  • Journal Title: IFIP World Computer Congress : Artificial Intelligence in Theory and Practice, Springer Pages: 319-328
  • Peer Reviewed
• [Journal Article] Basic Principle of Learning by RBFN and Practical Applications to Establishment of Rainfall Critical Line for Warning and Evacuation (2008)
  • Author(s): Hirotaka Nakayama
  • Journal Title: Proc. of Symposium on Watershed Geology and Disasters in Slope Environment
• [Journal Article] Meta-Modeling in Multiobjective Optimization (2008)
  • Author(s): Joshua Knowles, Hirotaka Nakayama
  • Journal Title: Multiobjective Optimization-Interactive and Evolutionary Approaches-, ed. by J. Branke, K. Deb, K. Miettinen and R. Slowinski, Springer Pages: 245-284
  • Peer Reviewed
• [Journal Article] Real World Applications of Multiobjective optimization (2008)
  • Author(s): T. Stewart, O. Bandte, H. Braun, N. Chakraborti, M. Ehrgott, M. Gobelt, Y. Jin, H. Nakayama, S. Poles, D. D. Stefano
  • Journal Title: Multiobjective Optimization-Interactive and Evolutionary Approaches-, ed. by J. Branke, K. Deb, K. Miettinen and R. Slowinski, Springer Pages: 285-328
  • Peer Reviewed
• [Journal Article] Intelligent Start-up Schedule Optimization System for a Thermal Power Plant (2007)
  • Author(s): Masakazu Shirakawa, Masao Arakawa, Hirotaka Nakayama
  • Journal Title: Journal of Advanced Mechanical Design, Systems, and Manufacturing Vol.1,No.5 Pages: 690-705
  • NAID: 130000080707
  • Peer Reviewed
• [Journal Article] 計算知能を用いた逐次近似多目的最適化手法 (2007)
  • Author(s): 尹禮分、中山弘隆、尹敏
  • Journal Title: 計測自動制御学会論文集 Vol.43,No.8 Pages: 672-678
  • NAID: 10019523639
  • Peer Reviewed
• [Journal Article] Combining Aspiration Level Methods in Multi-objective Programming and Sequential Approximate Optimization using Computational Intelligence (2007)
  • Author(s): Hirotaka Nakayama, Yeboon Yun
  • Journal Title: Proceedings of First IEEE Symposium on Computational Intelligence in Multi-Criteria Decision-Making
  • Peer Reviewed
• [Journal Article] Sequential Approximation Method in Multi-Objective Optimization using Apiration Level Approach (2007)
  • Author(s): Y. B. Yun, H. Nakayama, M. Yoon
  • Journal Title: Evolutionary Multi-Criterion Optimization 2007, Spriner Pages: 317-329
  • Peer Reviewed
• [Journal Article] Combining Aspiration Level Methods in Multi-objective Programming and Sequential Approximate Optimization using Computational Intelligence (2007)
  • Author(s): Hirotaka Nakayama, Yeboon Yun
  • Journal Title: Proceedings of First IEEE Symposium onComputational Intelligence in Multi-Criteria Decision-Making (in CD-ROM)
  • Peer Reviewed
• [Journal Article] 計算知能を用いた逐次近似多目的最適化手法 (2007)
  • Author(s): 尹 禮分, 中山 弘隆, 尹 敏
  • Journal Title: 計測自動制御学会論文集 43 Pages: 672-678
  • NAID: 10019523639
  • Peer Reviewed
• [Journal Article] Multi-Obj ective Optimization Based on Meta-modeling by UsingSupport Vector Machine (2007)
  • Author(s): Yeboon Yun, Min Yoon, Hirotaka Nakayama
  • Journal Title: Proceedings of The 7th International Conference on Optimization Techniques and Applications (ICOTA7) (in CD-ROM)
  • Peer Reviewed
• [Journal Article] Intelligent Start-up Schedule Optimization System for a Thermal Power Plant (2007)
  • Author(s): Masakazu Shirakawa, Masao Arakawa, Hirotaka Nakayama
  • Journal Title: Journal of Advanced Mechanical Design, Systems, and Manufacturin 1 Pages: 690-705
  • NAID: 130000080707
  • Peer Reviewed
• [Presentation] Multiobjective Robust Optimization (2009)
  • Author(s): Hirotaka Nakayama
  • Organizer: 22nd Workshop on Methodologies and Tools for Complex System Modeling
  • Place of Presentation: Laxenburg/Austria
  • Year and Date: 2009-09-01
• [Presentation] Multiobjective Robust Optimization (2009)
  • Author(s): Hirotaka Nakayama
  • Organizer: 22^<nd> Workshop on Methodologies and Tools for Complex System Modeling
  • Place of Presentation: Laxenburg/Austria
  • Year and Date: 2009-09-01
• [Presentation] Basic Principle of Learning by RBFN and Practical Applications to Establishment of Rainfall Critical Line for Warning and Evacuation (2008)
  • Author(s): Hirotaka Nakayama
  • Organizer: Symposium on Watershed Geology and Disasters in Slope Environment
  • Place of Presentation: Taipei/Taiwan
  • Year and Date: 2008-10-29
• [Presentation] Multi-objective Model Predictive Optimization using Computational Intelligence (2008)
  • Author(s): Hirotaka Nakayama, Yeboon Yun
  • Organizer: IFIP World Computer Congress : Artificial Intelligence in Theory and Practice
  • Place of Presentation: Milano/Italy
  • Year and Date: 2008-09-08
• [Presentation] On Selection of Additional Experiments in Sequential Approximate Optimization (2008)
  • Author(s): Hirotaka Nakayama
  • Organizer: International Conference Decision Support for Telecommunications and Information Society
  • Place of Presentation: Warsaw/Poland
  • Year and Date: 2008-09-03
• [Presentation] On Selection of Additional Experiments in Sequential Approximate Optimization (2008)
  • Author(s): Hirotaka Nakayama, Takuya Hirota
  • Organizer: International Conference Decision Support for Telecommunications and Information Society (DSTIS)
  • Place of Presentation: Warsaw/Poland
  • Year and Date: 2008-09-03
• [Presentation] Some Remarks on Multiobjective Optimization in Industrial Applications (2008)
  • Author(s): Hirotaka Nakayama
  • Organizer: 5th. European Congress con Computational Methods in Applied Sciences and Engineering (ECCOMAS 2008)
  • Place of Presentation: Venice/Italy
  • Year and Date: 2008-07-01
• [Presentation] 多目的最適化におけるいくつかの話題-対話型解法, 進化型解法, メタモデリングー (2008)
  • Author(s): Hirotaka Nakayama
  • Organizer: 第52回システム制御情報学会研究発表講演会(チュートリアル)
  • Place of Presentation: 京都/日本
  • Year and Date: 2008-05-18
• [Presentation] Multi-objective Model Predictive Control (2008)
  • Author(s): Hirotaka Nakayama, Yeboon Yun
  • Organizer: 19th International Conference on Multiple Criteria Decision Making
  • Place of Presentation: Auckland/New Zealand
  • Year and Date: 2008-01-08
• [Presentation] Multi-Objective Optimization Based on Meta-Modeling by Using Support Vector Machine (2007)
  • Author(s): Yeboon Yun, Min Yoon, Hirotaka Nakayama
  • Organizer: The 7th International Conference on Optinmization Techniques and Applications(ICOTA7)
  • Place of Presentation: Kobe/Japan
  • Year and Date: 2007-12-12
• [Presentation] On Sequential Approximate Multi-objective Optimization (2007)
  • Author(s): Hirotaka Nakayama, Yeboon Yun
  • Organizer: CSM2007(International Wbrkshop oll Complex Systems Modeling)
  • Place of Presentation: Laxenburg/Austria
  • Year and Date: 2007-08-28
• [Presentation] Combining Aspiration Level Methods in Multi-objective Programming and Sequential Approximate Optimization using Computational Intelligence (2007)
  • Author(s): Hirotaka Nakayama
  • Organizer: First IEEE Symposium on Computational Intelligence in Multi-Criteria Decision-Making
  • Place of Presentation: Hawaii/USA
  • Year and Date: 2007-04-03
• [Presentation] Combining Aspiration Level Methods in Multi-obj ective Programming and Sequential Approximate Optimization using Computational Intelligence (2007)
  • Author(s): Hirotaka Nakayama, Yeboon Yun
  • Organizer: First IEEE Symposium on Computational Intellience in Multi-Criteria Decision-Making
  • Place of Presentation: Hawaii/USA
  • Year and Date: 2007-04-03
• [Book] Sequential Approximate Multiobjective Optimization using Computational Intelligence (2009)
  • Author(s): Hirotaka Nakayama, YeboonYun,and Min Yoon
  • Total Pages: 197
  • Publisher: Springer
• [Book] Sequential Approximate Multiobjective Optimization using Computational Intelligence (2009)
  • Author(s): Hirotaka Nakayama
  • Total Pages: 197
  • Publisher: Springer
• [Book] Multiobjective Optimization-Interactive and Evolutionary Approaches-, Chapter 10: Meta-Modeling in Multiobjective Optimization (2008)
  • Author(s): Joshua Knowles, Hirotaka Nakayama
  • Publisher: Springer
• [Book] Multiobjective Optimization-Interactive and Evolutionary Approaches-, Chapter 10: Meta-Modeling in Multiobjective Optimization (2008)
  • Author(s): Theodor Stewart, Oliver Bandte, Heinrich Braun, Nirupam Chakraborti, Matthias Ehrgott, Matthias Gobelt, Yaochu Jin, Hirotaka Nakayama, Silvia Poles, Danilo Di Stefano
  • Publisher: Springer
• [Book] (2007)
  • Author(s): 中山弘隆、岡部達哉、荒川雅生、尹禮分
  • Total Pages: 290
  • Publisher: 現代図書
• [Book] 多目的最適化と工学設計-しなやかシステム工学アプローチー (2007)
  • Author(s): 中山 弘隆、岡部 達哉、荒川 雅生、尹 禮分
  • Total Pages: 290
  • Publisher: 現代図書
• [Remarks]
  • URL: http://it.is.konan-u.ac.jp