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1998 Fiscal Year Final Research Report Summary

Bill Money Classification for Intelligent OA Systems Using Evolutional Neural Networks

Research Project

Project/Area Number 09555131
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section展開研究
Research Field 計測・制御工学
Research InstitutionOsaka Prefecture University

Principal Investigator

OMATU Sigeru  Osaka Prefecture University, Department of Computer and Systems Sciences, Professor, 工学部, 教授 (30035662)

Co-Investigator(Kenkyū-buntansha) TAKEDA Fumiaki  Glory LTD,Development Center of New Technology, Chief Scientist, 研究開発センター, 研究主幹
YOSHIOKA Michifumi  Osaka Prefecture University, Department of Computer and Systems Sciences, Profes, 工学部, 講師 (70285302)
Project Period (FY) 1997 – 1998
KeywordsNeural networks / Neuro-classification / Evolutional computation / Bill money classification / Digital signal processing / Neuro-board
Research Abstract

In this project, we have proposed a new approach to realize the intelligent pattern classification of bill money to enforce the office automation based on neural networks with evolution mechanism. The present project is to synthesize an intelligent pattern classifier system. To complete the project study, we have adopted the following approach to synthesize these intelligent control systems :
(1) Learning Ability of the Neural network
We have formulated the learning ability of neural networks by using information measure of the communication channel.
(2) Emergence of Evolution Mechanism by Genetic Algorithms
To improve the learning ability of neural networks considered (1), we have introduced the genetic algorithms and find the global minimum of the learning curves.
(3) Construction of Image Understanding by Neural Networks
To realize the intelligence we have used not only numerical data but also image information processing as a multi-media data processing.
(4) Hardware Implementation of Neuro-Classifier
In order to speed up the classification and make the cost lower, we have implemented the neuro- hardware for bill money classification.

  • Research Products

    (20 results)

All Other

All Publications (20 results)

  • [Publications] 姜 東植: "二つの適応ディジタルフィルタを用いた信号検出" Journal of Signal Processing. 2・2. 157-165 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Yosuke Ito: "Polarimetric SAR Data Classification Using Competitive Neural Networks" International Journal of Remote Sensing. 19・4. 2665-2684 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 伊藤 陽介: "散乱モデルとニューラルネットワークによるポラリメトリックSARデータの分類法" システム制御情報学会論文誌. 11・8. 449-457 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 姜 東植: "紙幣音響データによる新旧紙幣のニューロ識別" 電気学会論文誌C分冊. 118-C・12. 1706-1711 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 吉岡 理文: "遺伝的アリゴリズムを用いた独立信号成分分離" 電気学会論文誌C分冊. 118-C・12. 1739-1744 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 寺西 大: "音響エネルギーパターンを用いた紙幣の新旧識別" 電気学会論文誌C分冊. 118-C・12. 1745-1750 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Fumiaki Takeda: "Image Processing and Pattern Recognition" Academic Press, 386 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Yosuke Ito: "Polarimetric SAR Data Classification Using Neural Networks" Journal of the Japan Society of Photogrammetry and Remote Sensing. Vol.36-No.3. 13-22 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Hiroshi Murai: "Remote Sensing Image Analysis Using a Neural Network and Knowledge-Based Processing" International Journal of Remote Sensing. Vol.18-No.4. 811-828 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yosuke Ito: "Category Classification Method Using a Self-Organizing Neural Network" International Journal of Remote Sensing. Vol.18-No.4. 829-845 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Hiroshi Murai: "Improvement of Convergence Speed of Back-Propagation Method by Genetic Algorithm and its Application to Remote Sensing Analysis" Transactions of IEICE. Vol.J80-D-II-No.5. 1311-1313 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Fumiaki Takeda: "Neuro-System Technology and its Application for Paper Currency Recognition Using Genetic Algorithm and DSP" Transactions of JASME. Vol.63-No.615. 3933-3940 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Masaru Teranishi: "New and Used Bill Money Classification Using Spectral Information Based on Acoustic Data of Banking Machine" Transactions of IEE of Japan. Vol.117-C, No.11. 1677-1681 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Dongshik Kang: "Signal Detection Using Two-Stage Adaptive Digital Filters" Journal of signal Processing. Vol.2-No.2. 157-165 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Paramesran Raveendran: "Regular Moments for Symmetric Images" Electronic Letter. Vol.34-No.15. 1481-1482 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yosuke Ito: "Polarimetric SAR Data Classification Using Competitive Neural Networks" International Journal of Remote Sensing. Vol19-No.4. 2665-2684 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yosuke Ito: "A Classification Method of Polarimetric SAR Data Based on Scattering Models and Neural" Transactions of ISCIE of Japan. Vol.11-No.8. 449-457 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yoshikazu Nogami: "Remote Sensing Analysis by Using Kohonen Feature Map and Competitive Learning" Transactions of ISCIE of Japan. Vol.11-No.9. 508-513 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Dongshik Kang: "Neuro-Classification of the New and Used Bills Using Acoustic Data of Bill" Transactions of IEE of Japan. Vol.118-C, No.12. 1706-1711 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Masaru Teranishi: "y Classification of New and Used Bills Using Acoustic Energy Pattern of a Banking" Transactions of IEE of Japan. Vol.118-C, No.12. 1745-1750 (1998)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 1999-12-08  

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