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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)
竹田 昌弘  東芝, 情報処理機器研究所, 研究主幹
Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥7,000,000 (Direct Cost: ¥7,000,000)
Fiscal Year 1998: ¥3,100,000 (Direct Cost: ¥3,100,000)
Fiscal Year 1997: ¥3,900,000 (Direct Cost: ¥3,900,000)
KeywordsNeural networks / Neuro-classification / Evolutional computation / Bill money classification / Digital signal processing / Neuro-board / 真偽判定 / 階層型ニューラルネットワーク / 汎化能力
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.

Report

(3 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • Research Products

    (32 results)

All Other

All Publications (32 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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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
    • Related Report
      1998 Final Research Report Summary
  • [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)

    • Related Report
      1998 Annual Research Report
  • [Publications] Yosuke Ito: "Polarimetric SAR Data Classification Using Competitive Neural Networks" International Journal of Remote Sensing. 19・4. 2665-2684 (1998)

    • Related Report
      1998 Annual Research Report
  • [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)

    • Related Report
      1998 Annual Research Report
  • [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)

    • Related Report
      1998 Annual Research Report
  • [Publications] 吉岡 理文: "遺伝的アル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)

    • Related Report
      1998 Annual Research Report
  • [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)

    • Related Report
      1998 Annual Research Report
  • [Publications] 伊藤 陽介: "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" 写真測量とリモートセンシング. 36・3. 13-22 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Yosuke Ito: "Category Classification Method Using a Self-Organizing Neural Network" International Journal of Remote Sesnsing. 18・4. 829-845 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Hiroshi Murai: "Remote Sensing Analysis Using a Neural Network and Knowledge-Based Processing" International Journal of Remote Sesnsing. 18・4. 811-828 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Minoru Fukumi: "Rotation-Invariant Neural Pattern Recognition System Estimating a Rotation Angle" IEEE Transactions on Neural Networks.8・3. 568-581 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 寺西 大: "紙幣音データのスペクトル情報を用いた紙幣の新旧識別" 電気学会論文誌C分冊,. 117-C・11. 1677-1681 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 吉岡 理文: "ICAによる画像圧縮のためのノイズ除去" 電気学会論文誌C分冊,. 117-C・11. 1682-1687 (1997)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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