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INFORMATION-FUSION LEARNING METHODS OF NEURAL NETWORKS AND THEIR APPLICATIONS

Research Project

Project/Area Number 13650486
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Control engineering
Research InstitutionKYOTO INSTITUTE OF TECHNOLOGY

Principal Investigator

KUROE Yasuaki  KYOTO INSTITUTE OF TECHNOLOGY, DEPARTMENT OF ENGINEERING AND DESIGN, PROFESSOR, 工芸学部, 教授 (10153397)

Co-Investigator(Kenkyū-buntansha) MORI Takehiro  KYOTO INSTITUTE OF TECHNOLOGY, DEPARTMENT OF ENGINEERING AND DESIGN, PROFESSOR, 工芸学部, 教授 (60026359)
Project Period (FY) 2001 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 2003: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2002: ¥600,000 (Direct Cost: ¥600,000)
Keywordsneural network / learning method / information fusion / recurrent neural network / associative memory / model inclusion leraning / complex neural network / robot vision / 学習 / 形状復元問題 / ニューロオシレータ / 写像能力
Research Abstract

Brains of human beings are the most superior information processing machine in existence. They fuse various information obtained with five sensors and recognize the external world. The objective of this research project is to develop mathematical model of information fusion performed by biological systems and develop methods for realize information fusion by artificial neural networks. We propose learning methods of artificial neural networks, which are capable of fusing various informations. We also investigate applications of the information-fusion learning of neural networks. The results are summarized as follows.
It is very difficult to deal with the problem of information fusion in general framework. Firstly, for simplicity, we considered the case that internal relations among different kinds of informations are available as teaching data. Taking account of internal relations among different kinds of informations we proposed learning methods which realize not only input-output of a … More target system but also the internal relations of various kinds of date obtained from the system. We developed the information-fusion learning algorithms for both multilayer networks and recurrent neural networks. Similar investigations were made for complex valued neural networks, which can directly deal with complex numbers (signals).
Secondly, in order to deal with the case that internal relations among different kinds of informations are not available, we extend the learning methods. We developed a framework of neural network learning which includes the model of a target system in the learning loop.
Furthermore we investigated applications of the information-fusion learning methods this developed to several engineering problems such as problem of shape from shading and estimation of motion fields in computer vision, estimation of flow velocity fields, realizations of associative memories, synthesis of neural oscillators and so on. It has been shown that in several applications the information-fusion learning methods successfully improve their performance. Less

Report

(4 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • 2001 Annual Research Report
  • Research Products

    (47 results)

All Other

All Publications (47 results)

  • [Publications] 黒江康明: "画像生成モデルを内包した学習による陰影画像からの形状復元問題の汎用性のある解法"計測自動制御学会論文集. 37・7. 665-674 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Qualitative Analysis of a Self-Correlation Type Complex-Valued Associative Memories"Nonlinear Analysis : Theory, Methods & Applications. 47. 5795-5806 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Qualitative Analysis of a Class of Complex-Valued Associative Memories"Knowledge-Based Intelligent Information Engineering System & Allied Technologies, KES2001. Part 1. 555-560 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 大西 巌: "音楽コード進行の時系列変化に対応する感性モデル"日本機械学会論文集(C編). 67・657. 1315-1321 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Qualitative Analysis of Continuous Complex-Valued Associative Memories"International Conference Proceedings -ICANN 2001. 843-850 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Takahiro Todo: "Modified Nyquist Analysis for PFM-Continuous-Time Hybrid Systems"International Journal of System Science. 32・12. 1443-1447 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "On Energy Function for Complex-Valued Hopfield-Type Neural Networks"Knowledge-Based Intelligent Information Engineering System & Allied Technologies, KES2002. Part 1. 623-627 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 橋本直樹: "複素ニューラルネットワークのエネルギー関数について"システム制御情報学会論文誌. 15・10. 559-565 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "On Energy Function for Complex-Valued Neural Networks and Its Applications"Proc.of 9th International Conference on Neural Information Processig, ICONIP'02. (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Ichiro Kimura: "Gradient-based PIV Using Neural Networks"Journal of Visualization. 5・4. 363-370 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "On Activation Functions for Complex-Valued Neural Networks - Existence of Energy Functions -"Artificial Neural Networks and Neural Information Processing - ICANN/ICONIP 2003, Lecture Notes in Computer Science. 2714. 985-992 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Neural Network Representation and Identification of Finite State Automata"Proc.of SICE Annual Conference. 2429-2433 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Ichiro Kimura: "Neural-Net Based Estimation of Air Flow Distribution in a Hospital Room"Proc.of 7th Triennial International Symposium on Fluid Control, Measurement and Visualization. (CD-ROM). (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 黒江康明: "スパイキングニューラルネットワーク-学習法を中心として"システム/制御/情報. 48・2. 57-62 (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 黒江康明: "複素連想記憶のモデルとそのダイナミックス"電子情報通信学会誌. 87・6(掲載予定). (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe(Chapter 4を分担執筆): "Complex-Valued Neural Networks : Theories and Applications"World Scientific Publishing Co.Pte.Ltd.. 363 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "A Versatile Approach to Shape from Shading by Learning with Inclusion of Image-Formation Models"Trans. of SICE. Vol.137, No.7. 665-674 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Qualitative Analysis of a Self-Correlation Type Complex-Valued Associative Memories"Nonlinear Analysis: Theory Methods & Applications. VOl.47. 5795-5806 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Qualitative Analysis of a Class of Complex-Valued Associative Memories"Knowledge-Based Intelligent Information Engineering Systems & Allied Technologies CKES2001C (IOS Press). Part 1. 555-560 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Gen Onishi: "A Dynamic Model of Kansei for Musical Chord Progression"Trans. of JSME (C). Vol.67, No657. 1315-1321 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Qualitative Analysis of a Continuous Complex-Valued Associative Memories"International Conference Proceedings-ICANN 2001, Lecture Notes in Computer Science 2130 (Springer). 843-850 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Takahiro Todo: "Modified Nyquist Analysis for PFM-Continuous-Time Hybrid Systems"Int. J. Syst. Science. Vol.32, No.12. 1443-1447 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "On Energy Function for Complex-Valued Hopfield-Type Neural Networks"Knowledge-Based Intelligent Information Engineering System & Allied Technologies KES2002 (IOS Press). Part 1. 623-627 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Naoki Hashimoto: "On Energy Function for Complex-Valued Neural Networks"Trans. of ISCIE. Vol.15, No.10. 559-565 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "On Energy Function for Complex-Valued Neural Networks and Its Applications"CD-ROM Proc. of 9th International Conference on Neural Information Processing, ICONIP'02 2002 Journal of Visualization. ICONIP'02. (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Ichiro Kimura: "Gradient-based PIV Using Neural Networks"Journal of Visualization. Vol.5,No.4. 363-370 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "On Activation Functions for Complex-Valued Neural Networks-Existence of Energy Functions-"Artificial Neural Networks and Neural Information Processing -ICANN ICONIP 2003, Lecture Notes in Computer Science 2714 (Springer). 985-992 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Neural Networks Representation and Identification of State Automata"Proc. of SICE Annual Conference. MM11-2. 2429-2433 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Ichiro Kimura: "Neural-Net Based Estimation of Air Flow Distribution in a Hospital Room"CD-ROM Proc. of 7th Triennial International Symposium on Fluid Control, Measurement and Visualization, 2003 System, Control, Measurement and Visualization. (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Spiking Neural Networks-Learning Methods and Related Topics"System, Control and Information. Vol.48, No.2. 57-62 (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "Models of Complex-valued Associative Memories and Their Dynamics"J. of IEICE. Vol.87, No.6 (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yasuaki Kuroe: "On Activation Functions for Complex-Valued Neural Networks - Existence of Energy Functions"Artificial Neural Networks and Neural Information Processing ICANN/ICONIP 2003, Lecture Notes in Computer Science. 2714. 985-992 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Yasuaki Kuroe: "Neural Network Representation and Identification of Finite State Automata"Proc.of SICE Annual Conference. 2429-2433 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Ichiro Kimura: "Neural-Net Based Estimation of Air Flow Distribution in a Hospital Room"CD-ROM Proc.of 7th Triennial International Symposium on Fluid Control, Measurement and Visualization. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 黒江康明: "スパイキングニューラルネットワーク -学習法を中心として"システム/制御/情報. 48・2. 57-62 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 黒江康明: "複素連想記憶のモデルとそのダイナミックス"電子情報通信学会誌(掲載予定). 87・6. (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Yasuaki Kuroe(Chapter 4を分担執筆): "Complex-Valued Neural Networks : Theories and Applications"World Scientific Publishing Co.Pte.Ltd.. 363 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Yasuaki Kuroe: "On Energy Function for Complex-Valued Hopfield-Type Neural Networks"Knowledge-Based Intelligent Information Engineering System & Allied Technologies, KES2002. Part 1. 623-627 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 橋本直樹: "複素ニューラルネットワークのエネルギー関数について"システム制御情報学会論文誌. 15・10. 559-565 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Yasuaki Kuroe: "On Energy Function for Complex-Valued Neural Networks and Its Applications"Proc. of 9th International Conference on Neural Information Processig, ICONIP'02. (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Ichiro Kimura: "Gradient-based PIV Using Neural Networks"Journal of Visualization. 5.4. 363-370 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 黒江康明: "画像生成モデルを内包した学習による陰影画像からの形状復元問題の汎用性のある解法"計測自動制御学会論文集. 37・7. 665-674 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Yasuaki Kuroe: "Qualitative Analysis of a Self-Correlation Type Complex-Valued Associative Memories"Nonlinear Analysis : Theory, Methods & Applications. 47・. 5795-5806 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Yasuaki Kuroe: "Qualitative Analysis of a Class of Complex-Valued Associative Memories"Knowledge-Based Intelligent Information Engineering System & Allied Technologies, KES2001. Part1. 555-560 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 大西 巌: "音楽コード進行の時系列変化に対応する感性モデル"日本機械学会論文集(C編). 67・657. 1315-1321 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Yasurki Kuroe: "Qualitative Analysis of Continuous Complex-Valued Associative Memories"Intenationl Conference Proceedings-ICANN 2001. 843-850 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Takahiro Todo: "Modified Nyquist Analysis for PFM-Continuous-Time Hybrid Systems"International Journal of System Science. 32・12. 1443-1447 (2001)

    • Related Report
      2001 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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