Construction of adaptive particle swarm optimizers and optimization of parameters in switched dynamical systems

• Project/Area Number: 21500223
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Sensitivity informatics/Soft computing
• Research Institution: Hosei University
• Principal Investigator: SAITO Toshimichi 法政大学, 理工学部, 教授 (30178496)
• Project Period (FY): 2009 – 2011
• Project Status: Completed (Fiscal Year 2011)
• Budget Amount: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000); Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000); Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000); Fiscal Year 2009: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
• Keywords: カオス / 群知能 / 分岐 / スイッチ力学系 / 最適化 / 最大電力点従

Research Abstract

We have studied particle swarm optimizers(PSOs) with flexible adaptation function to various problems and have proposed three novel PSOs. (1) The PSO governed by a deterministic difference equation. It has advantages in analysis of stability and control of reproducible dynamics. (2) The PSO with insensitive particle movement and inter-near-particle collision. It is suitable for multi-solution problems. (3) The PSO with switched inter-particle connection. Adjusting the switching frequency, we can control inter-particle pseudo-distance and can realize flexible inter-particle communication. We have also studied applications to power electronics and have obtained basic results for applications to control signals optimization in switching power converters and to maximum power point search in photovoltaic systems.

Research Products

• [Journal Article] A Discrete Particle Swarm Optimizer for Multi-Solution Problems (2012)
  • Author(s): M. Kubota and T. Saito
  • Journal Title: IEICE Trans. Fundamentals Volume: E95-A, 1 Pages: 406-409
  • NAID: 10030535323
  • Peer Reviewed
• [Journal Article] A Discrete Particle Swarm Optimizer for Multi-Solution Problems (2012)
  • Author(s): M.Kubota, T.Saito
  • Journal Title: IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences Volume: E95-A Issue: 1 Pages: 406-409
  • DOI: 10.1587/transfun.E95.A.406
  • NAID: 10030535323
  • ISSN: 0916-8508, 1745-1337
  • Peer Reviewed
• [Journal Article] Self-organizing Digital Spike Maps for Learning of Spike-Trains (2011)
  • Author(s): T. Ogawa and T. Saito
  • Journal Title: IEICE Trans. Fund. Volume: E94-A, 12 Pages: 2845-2852
  • NAID: 10030534220
  • Peer Reviewed
• [Journal Article] Learning of Dynamic BNN toward Storing-and-Stabilizing Periodic Patterns (2011)
  • Author(s): R. Ito, Y. Nakayama and T. Saito
  • Journal Title: Lecture Notes in Computational Science Volume: 7063 Pages: 606-611
  • Peer Reviewed
• [Journal Article] Application of Particle Swarm Optimization to Parameter Search in Dynamical Systems (2011)
  • Author(s): H. Matsushita and T. Saito
  • Journal Title: NOLTA, IEICE Volume: E94-N, 10 Pages: 458-471
  • NAID: 130001225016
  • Peer Reviewed
• [Journal Article] A Simple Class of Binary Neural Networks and Logical Synthesis (2011)
  • Author(s): Y. Nakayama, R. Ito and T. Saito
  • Journal Title: IEICE Trans. Fund. Volume: E94-A, 9 Pages: 1586-1589
  • NAID: 10030190888
  • Peer Reviewed
• [Journal Article] A Trade-Off between the Maximum Power Point and Stability (2011)
  • Author(s): D. Kimura and T. Saito
  • Journal Title: IEICE Trans. Fund. Volume: E94-A, 7 Pages: 1513-1518
  • NAID: 10029802818
  • Peer Reviewed
• [Journal Article] Basic Dynamics of Simple Delay-Coupled Bifurcating Neurons (2011)
  • Author(s): K. Hisamatsu and T. Saito
  • Journal Title: IEICE Trans. Fundamentals Volume: E94-A, 3 Pages: 1006-1009
  • NAID: 10028230080
  • Peer Reviewed
• [Journal Article] Growing Particle Swarm Optimizers for Multi-Objective Problems in Design of DC-AC Inverters (2011)
  • Author(s): K. Ono, K. Jin' no and T. Saito
  • Journal Title: IEICE Trans. Fund. Volume: E94-A, 1 Pages: 430-433
  • NAID: 10027987253
  • Peer Reviewed
• [Journal Article] 粒子群最適化と非線形システム (2011)
  • Author(s): 斎藤利通
  • Journal Title: IEICE Fundamental Reviews Volume: 5(2) Pages: 155-161
  • NAID: 130004959673
  • Peer Reviewed
• [Journal Article] Self-Organizing Digital Spike Maps for Learning of Spike-Trains (2011)
  • Author(s): T.Ogawa, T.Saito
  • Journal Title: IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences Volume: E94-A Issue: 12 Pages: 2845-2852
  • DOI: 10.1587/transfun.E94.A.2845
  • NAID: 10030534220
  • ISSN: 0916-8508, 1745-1337
  • Peer Reviewed
• [Journal Article] Application of Particle Swarm Optimization to Parameter Search in Dynamical Systems (2011)
  • Author(s): H.Matsushita, T.Saito
  • Journal Title: NOLTA, IEICE Volume: E94-N Pages: 458-471
  • NAID: 130001225016
  • Peer Reviewed
• [Journal Article] Growing Particle Swarm Optimizers for Multi-Objective Problems in Design of DC-AC Inverters (2011)
  • Author(s): K.Ono, K.Jin'no, T.Saito
  • Journal Title: IEICE Trans.Fundamentals Volume: E94-A Pages: 430-433
  • NAID: 10027987253
  • Peer Reviewed
• [Journal Article] Basic Dynamics of Simple Delay-Coupled Bifurcating Neurons (2011)
  • Author(s): K.Hisamatsu, T.Saito
  • Journal Title: IEICE Trans.Fundamentals Volume: E94-A Pages: 1006-1009
  • NAID: 10028230080
  • Peer Reviewed
• [Journal Article] Switched Capacitor Boost Converter including Voltage-Mode Threshold Switching (2010)
  • Author(s): H. Nakamura and T. Saito
  • Journal Title: IEICE Trans. Fund. Volume: E93-A, 7 Pages: 1388-1391
  • NAID: 10027367683
  • Peer Reviewed
• [Journal Article] Switched-Capacitor Boost Converter including Voltage-Mode Threshold Switching (2010)
  • Author(s): H.Nakamura, T.Saito
  • Journal Title: IEICE Trans.Fundamentals Volume: E93-A Pages: 1388-1391
  • NAID: 10027367683
  • Peer Reviewed
• [Journal Article] Particle Swarm Optimizers with Growing Tree Topology (2009)
  • Author(s): E. Miyagawa and T. Saito
  • Journal Title: IEICE Trans. Fund. Volume: E92-A, 9 Pages: 2275-2282
  • NAID: 10026859652
  • Peer Reviewed
• [Journal Article] Synchronization and Hyperchaos in Switched Dynamical Systems based on Parallel Buck Converters (2009)
  • Author(s): T. Saito and D. Kimura
  • Journal Title: IEICE Trans. Fundamentals Volume: E92-A, 8 Pages: 2061-2066
  • NAID: 10026859214
  • Peer Reviewed
• [Journal Article] Particle Swarm Optimizers with Growing Tree Topology (2009)
  • Author(s): E.Miyagawa, T.Saito
  • Journal Title: IEICE Trans. Fundamentals E92-A Pages: 2275-2282
  • NAID: 10026859652
  • Peer Reviewed
• [Journal Article] Synchronization and Hyperchaos in Switched Dynamical Systems based on Parallel Buck Converters (2009)
  • Author(s): T.Saito, D.Kimura
  • Journal Title: IEICE Trans. Fundamentals E92-A Pages: 2061-2066
  • NAID: 10026859214
  • Peer Reviewed
• [Journal Article] Chaotic Spike-train with Line-like Spectrum (2009)
  • Author(s): Y.Matsuoka, T.Hasegawa, T.Saito
  • Journal Title: IEICE Trans. Fundamentals E92-A Pages: 1142-1147
  • NAID: 10026857169
  • Peer Reviewed
• [Journal Article] Growing Particle Swarm Optimizers with a Population-Dependent Parameter (2009)
  • Author(s): C.Kurosu, T.Saito
  • Journal Title: Lecture Notes in Computational Science 5863 Pages: 234-241
  • NAID: 110007360347
  • Peer Reviewed
• [Journal Article] A Simple Spiking Neuron with Periodic Input : Basic Bifurcation and Encoding Function (2009)
  • Author(s): S.Teshima, T.Saito
  • Journal Title: Lecture Notes in Computational Science 5864 Pages: 376-383
  • Peer Reviewed
• [Presentation] PSO-based Multiple Optima Search Systems with Switched Topology (2012)
  • Author(s): R. Sano, T. Shindo, K. Jin' no and T. Saito
  • Organizer: IEEE Congress on Evolutionary Computation
  • Place of Presentation: オーストラリア,ブリスベン
  • Year and Date: 2012-06-15
• [Presentation] Varying Dimensional Particle Swarm Optimizers for Design of Switching Signals (2011)
  • Author(s): T. Saito and K. Kawamura
  • Organizer: International Conference on Evolutionary Computation Theory and Applications
  • Place of Presentation: フランス,パリ
  • Year and Date: 2011-10-24
• [Presentation] Varying Dimensional Particle Swarm Optimizers for Design of Switching Signals (2011)
  • Author(s): T.Saito, K.Kawamura
  • Organizer: Int'l Conf.Evol.Comput.Theor.and Appli.
  • Place of Presentation: Paris, France
  • Year and Date: 2011-10-24
• [Presentation] Insensitive Differential Evolution and Multi-Solution Problems (2011)
  • Author(s): I.Handa, T.Saito
  • Organizer: Int'l Conf.Evol.Comput.Theor.and Appli.
  • Place of Presentation: Paris, France
  • Year and Date: 2011-10-24
• [Presentation] Discrete Particle Swarm Optimizers for Numerical Analysis of Dynamical Systems (2011)
  • Author(s): T.Saito, M.Kubota
  • Organizer: Int'l Symp.Nonlinear Theor.and Appli.
  • Place of Presentation: 神戸国際会議場
  • Year and Date: 2011-09-07
• [Presentation] Discrete Particle Swarm Optimizers for Numerical Analysis of Dynamical Systems (2011)
  • Author(s): T. Saito and M. Kubota
  • Organizer: 非線形理論とその応用国際会議
  • Place of Presentation: 神戸,神戸市産業振興センター
  • Year and Date: 2011-09-06
• [Presentation] Basic Characteristics of Deterministic PSO with Rotational Dynamics (2011)
  • Author(s): R. Sano, K. Jin' no and T. Saito
  • Organizer: 非線形理論とその応用国際会議
  • Place of Presentation: 神戸,神戸市産業振興センター
  • Year and Date: 2011-09-06
• [Presentation] Design of Switching Circuits based on Particle Swarm Optimizer and Hybrid Fitness Function (2010)
  • Author(s): K. Kawamura and T. Saito
  • Organizer: The Annual Conference of the IEEE Industrial Electronics Society
  • Place of Presentation: 米国,フェニックス
  • Year and Date: 2010-11-09
• [Presentation] Analysis of Stability and Bifurcation in a Simple Model of Power Converters with Solar Cell Input (2010)
  • Author(s): T. Maeda and T. Saito
  • Organizer: The Annual Conference of the IEEE Industrial Electronics Society
  • Place of Presentation: 米国,フェニックス
  • Year and Date: 2010-11-09
• [Presentation] Design of Switching Circuits based on Particle Swarm Optimizer and Hybrid Fitness Function (2010)
  • Author(s): K.Kawamura, T.Saito
  • Organizer: IEEE Annual Conf.Ind.Elec.Soc.
  • Place of Presentation: 米国、フェニックス
  • Year and Date: 2010-11-09
• [Presentation] Application of Particle Swarm Optimizers to Finding Desired Parameters of Switched Dynamical Systems (2010)
  • Author(s): H. Matsushita and T. Saito
  • Organizer: 非線形理論とその応用国際会議
  • Place of Presentation: ポーランド,クラクフ
  • Year and Date: 2010-09-07
• [Presentation] Application of Particle Swarm Optimizers to Finding Desired Parameters of Switched Dynamical Systems (2010)
  • Author(s): H.Matsushita, T.Saito
  • Organizer: Int'l Symp.Nonlinear Theory and Its Appli.
  • Place of Presentation: ポーランド、クラクフ
  • Year and Date: 2010-09-06
• [Presentation] Dynamic Binary Neural Networks and Evolutionary Learning (2010)
  • Author(s): R. Ito and T. Saito
  • Organizer: International Joint Conference on Neural Networks
  • Place of Presentation: スペイン,バルセロナ
  • Year and Date: 2010-07-22
• [Presentation] Growing Particle Swarm Optimizers with Variable Topology and Dynamic Parameter (2010)
  • Author(s): C. Kurosu and T. Saito
  • Organizer: IEEE International Congress on Evolutionary Computation
  • Place of Presentation: スペイン,バルセロナ
  • Year and Date: 2010-07-22
• [Presentation] Delay-Induced Order in Pulse-Coupled Bifurcating Neurons (2010)
  • Author(s): K. Hisamatsu and T. Saito
  • Organizer: International Joint Conference on Neural Networks
  • Place of Presentation: スペイン,バルセロナ
  • Year and Date: 2010-07-20
• [Presentation] Growing-tree particle swarm optimizer with simple tabu search function (2009)
  • Author(s): T. Saito and E. Miyagawa
  • Organizer: 非線形理論とその応用国際会議
  • Place of Presentation: 札幌,シャトレーゼガトーキングダムサッポロ
  • Year and Date: 2009-10-20
• [Presentation] A Simple Switched Dynamical System based on Photovoltaic Systems (2009)
  • Author(s): D. Kimura and T. Saito
  • Organizer: 非線形理論とその応用国際会議
  • Place of Presentation: 札幌,シャトレーゼガトーキングダムサッポロ
  • Year and Date: 2009-10-20
• [Presentation] Growing-tree particle swarm optimizer with simple tabu search function (2009)
  • Author(s): T.Saito, E.Miyagawa
  • Organizer: International Symposium on Nonlinear Theory and its Applications(招待講演)
  • Place of Presentation: 札幌
  • Year and Date: 2009-10-20
• [Presentation] A Simple Switched Dynamical System based on Photovoltaic Systems (2009)
  • Author(s): D.Kimura, T.Saito
  • Organizer: International Symposium on Nonlinear Theory and its Applications
  • Place of Presentation: 札幌
  • Year and Date: 2009-10-19
• [Presentation] Application of Particle Swarm Optimizers to Two-Objective Problems in Design of Switching Inverters (2009)
  • Author(s): K. Ono and T. Saito
  • Organizer: International Joint Conference on Neural Networks
  • Place of Presentation: 米国,アトランタ
  • Year and Date: 2009-06-16
• [Presentation] Parallel Ant Colony Optimizers with Local and Global Ants (2009)
  • Author(s): H.Koshimizu, T.Saito
  • Organizer: IEEE-INNS International Joint Conference on Neural Networks
  • Place of Presentation: 米国、アトランタ
  • Year and Date: 2009-06-16
• [Presentation] A GA-based Flexible Learning Algorithm with Error Tolerance for Digital Binary Neural Networks (2009)
  • Author(s): S.Kabeya, T.Saito
  • Organizer: IEEE-INNS International Joint Conference on Neural Networks
  • Place of Presentation: 米国、アトランタ
  • Year and Date: 2009-06-16
• [Presentation] Application of Particle Swarm Optimizers to Two-Objective Problems in Design of Switching Inverters (2009)
  • Author(s): K.Ono, T.Saito
  • Organizer: IEEE-INNS International Joint Conference on Neural Networks
  • Place of Presentation: 米国、アトランタ
  • Year and Date: 2009-06-15
• [Remarks]
  • URL: http://www.nonlinear.k.hosei.ac.jp/
• [Remarks]
  • URL: http://www.nonlinear.k.hosei.ac.jp/
• [Remarks]
  • URL: http://www.nonlinear.k.hosei.ac.jp/