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

2009 Fiscal Year Final Research Report

• 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
• 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

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
  • 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] 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] 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
  • 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
  • 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
• [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] 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] 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] 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
• [Book] Sequential Approximate Multiobjective Optimization using Computational Intelligence (2009)
  • Author(s): Hirotaka Nakayama, YeboonYun,and Min Yoon
  • 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
  • Total Pages: 245-284
  • 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
  • Total Pages: 285-328
  • 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
• [Remarks]
  • URL: http://it.is.konan-u.ac.jp