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Research on Spatial Domain Sigma-Delta Modulation by Cellular Neural Network

Research Project

Project/Area Number 20760246
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Communication/Network engineering
Research InstitutionSophia University

Principal Investigator

AOMORI Hisashi  Sophia University, 理工学部, 助教 (20453607)

Co-Investigator(Renkei-kenkyūsha) TANAKA Mamoru  上智大学, 理工学部, 教授 (00146804)
OTAKE Tsuyoshi  玉川大学, 工学部, 准教授 (20296883)
TAKAHASHI Nobuaki  日本アイ・ビー・エム株式会社
Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2008: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsセルラーニューラルネットワーク / 非線形ダイナミクス / 空間領域シグマデルタ変調 / 同期現象 / ニューロダイナミクス / シグマデルタ変調 / オーバーサンプリング / ダイナミクス / ニューラルネット / 非線形回路
Research Abstract

In this research, the basic theories and applications of the sigma-delta cellular neural network (SD-CNN) were studied. For its applications, the second-order SD-CNN and the SD-CNN with over sampling technique were developed. Also, basics of spatio-temporal dynamics of SD-CNN were clarified. Moreover, the image prediction performance in the DA part will be improved by the image context-driven CNN predictors whose parameters can be determined by supervised learning.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (48 results)

All 2011 2010 2009 2008 Other

All Journal Article (23 results) (of which Peer Reviewed: 11 results) Presentation (22 results) Remarks (3 results)

  • [Journal Article] ローカルとグローバルな非線形ダイナミクスによる情報処理2011

    • Author(s)
      田中衞, 青森久
    • Journal Title

      IEICE ESS Fundamentals Review Vol.4

      Pages: 198-214

    • Related Report
      2010 Final Research Report
  • [Journal Article] ローカルとグローバルな非線形ダイナミクスによる情報処理2011

    • Author(s)
      田中衞, 青森久
    • Journal Title

      IEICE ESS Fundamentals Review

      Volume: 4 Pages: 198-214

    • Related Report
      2010 Annual Research Report
  • [Journal Article] Lossless Image Coding by Local Structure Driven CNN Predictors2010

    • Author(s)
      S.Takenouchi, H.Aomori, T.Otake, M.Tanaka, I.Matsuda, S.Itoh.
    • Journal Title

      Workshop on Picture Coding and Image Processing (WPCIP)(Nagoya)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Hierarchical Lossless Image Coding Using Cellular Neural Network2010

    • Author(s)
      S.Takenouchi, H.Aomori, T.Otake, M.Tanaka, I.Matsuda, S.Itoh.
    • Journal Title

      17th International Conference on Neural Information Processing (ICONIP2010)(Sydney Australia)

    • NAID

      110007890574

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] シグマデルタ型セルラーニューラルネットワークにおける時空間ダイナミクス2010

    • Author(s)
      青森久, 松田一朗, 伊東晋, 大竹敢, 田中衞
    • Journal Title

      平成22年電気学会電子・情報・システム部門大会(熊本)

    • Related Report
      2010 Final Research Report
  • [Journal Article] セルラニューラルネットワークを用いた画像の階層的可逆符号化2010

    • Author(s)
      竹之内星矢, 青森久, 大竹敢, 田中衞, 松田一朗, 伊東晋
    • Journal Title

      電子情報通信学会非線形問題研究会(沖縄)

    • NAID

      110007890574

    • Related Report
      2010 Final Research Report
  • [Journal Article] Local Dynamics Effect by Rotation Map in Area Intensity Quantization in CNN2010

    • Author(s)
      M.Kataoka, R.Sekiyama, T.Keino, H.Aomori, M.Tanaka.
    • Journal Title

      電子情報通信学会非線形問題研究会(東京)

    • NAID

      110008004249

    • Related Report
      2010 Final Research Report
  • [Journal Article] MASH 構成を用いたオーバーサンプリング型シグマデルタCNN2010

    • Author(s)
      平野雅丈, 青森久, 大竹敢, 田中衞
    • Journal Title

      電子情報通信学会非線形問題研究会(東京)

    • NAID

      110008004237

    • Related Report
      2010 Final Research Report
  • [Journal Article] Local Dynamics Effect by Rotation Map in Area Intensity Quantization in CNN.2010

    • Author(s)
      M.Kataoka, R.Sekiyama, T.Keino, H.Aomori, M.Tanaka.
    • Journal Title

      2010 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP'10)(Honolulu, U.S.A)

    • NAID

      110008004249

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Image Processings of Sigma-Delta Cellular Neural Network.2010

    • Author(s)
      T.Yamamoto, H.Aomori, M.Tanaka.
    • Journal Title

      2010 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP'10)(Honolulu, U.S.A)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Annealing Method for Cellular Neural Networks.2010

    • Author(s)
      T.Konishi, H.Aomori, T.Otake, N.Takahashi, I.Matsuda, S.Itoh, M.Tanaka.
    • Journal Title

      2010 12th IEEE International Workshop Cellular Nanoscale Networks and theirpplications (CNNA2010)(Berkeley, A on U.S.A)

    • NAID

      110008001753

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] アニーリング法を用いたセルラーニューラルネットワーク2009

    • Author(s)
      小西健文, 青森久, 大竹敢, 高橋伸彰, 松田一郎, 伊東晋, 田中衞
    • Journal Title

      電子情報通信学会非線形問題研究会(盛岡)

    • NAID

      110008001753

    • Related Report
      2010 Final Research Report
  • [Journal Article] オーバーサンプリング型シグマデルタCNN2009

    • Author(s)
      青森久, 大竹敢, 高橋伸彰, 松田一郎, 伊東晋, 田中衞
    • Journal Title

      電子情報通信学会非線形問題研究会(屋久島)

    • NAID

      110007504882

    • Related Report
      2010 Final Research Report
  • [Journal Article] Hardware-Aware Model of Sigma-Delta Cellular Neural Network2009

    • Author(s)
      H.Aomori, Y.Naito, T.Otake, N.Takahashi, I.Matsuda, S.Itoh, M.Tanaka.
    • Journal Title

      IEEE 19th European Conference on Circuit Theory and Design (ECCTD2009)(Antalya, Turkey)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 疑似オーバーサンプリング手法を用いたシグマデルタCNN2009

    • Author(s)
      青森久, 大竹敢, 高橋伸彰, 松田一郎, 伊東晋, 田中衞
    • Journal Title

      2009年電子情報通信学会ソサイエティ大会(新潟)

    • Related Report
      2010 Final Research Report
  • [Journal Article] 画像の局所構造を考慮したシグマデルタCNN2009

    • Author(s)
      青森久, 大竹敢, 高橋伸彰, 松田一朗, 伊東晋, 田中衞
    • Journal Title

      電子情報通信学会非線形問題研究会(高知)

    • NAID

      110007358925

    • Related Report
      2010 Final Research Report
  • [Journal Article] ハードウェア実装を考慮したシグマデルタ型CNNモデル2009

    • Author(s)
      青森久, 内藤裕喜, 田中衞
    • Journal Title

      電子情報通信学会非線形問題研究会(京都)

    • NAID

      10025253636

    • Related Report
      2010 Final Research Report
  • [Journal Article] Image Upscaling via Discrete-Time Cellular Neural Networks with Interpolation Error Theorem.2009

    • Author(s)
      D.Goto, T.Otake, H.Aomori, N.Takahashi, M.Tanaka.
    • Journal Title

      2009 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP'09)(U.S.A)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] The Sigma-Delta CNN with Second Order Noise Shaping Property.2008

    • Author(s)
      M.Hirano, H.Aomori, T.Otake, M.Tanaka.
    • Journal Title

      WSEAS Trans. CIRCUITS and SYSTEMS Vol.9, No.7

      Pages: 899-908

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Functional Sigma-Delta CNN.2008

    • Author(s)
      H.Aomori, M.Tanaka.
    • Journal Title

      2008 International Symposium on Nonlinear Theory and its Applications(NOLTA2008)(Hungary)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Second Order ΣΔ Modulation by Cascaded ΣΔ CNNs.2008

    • Author(s)
      M.Hirano, H.Aomori, T.Otake, M.Tanaka.
    • Journal Title

      The 12th WSEAS International Conference on Circuits(Greece)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 離散時間型セルラーニューラルネットワークによる機能付きシグマデルタ変調2008

    • Author(s)
      山下聖司, 青森久, 田中衞
    • Journal Title

      電子情報通信学会非線形問題研究会(高知)

    • Related Report
      2010 Final Research Report
  • [Journal Article] The Sigma-Delta CNN with Second Order Noise Shaping Property2008

    • Author(s)
      M. Hirano, H. Aomori, T. Otake M. Tanaka
    • Journal Title

      WSEAS TRANSACTIONS on CIRCUITS and SYS TEMS Issue 9, Volume 7

      Pages: 899-908

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Lossless Image Coding by Local Structure Driven CNN Predictors2010

    • Author(s)
      S.Takenouchi, H.Aomori, T.Otake, M.Tanaka, I.Matsuda, S.Itoh
    • Organizer
      Workshop on Picture Coding and Image Processing(WPCIP)
    • Place of Presentation
      Nagoya
    • Year and Date
      2010-12-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] 符号化レート最小化学習を用いたCNNによる可逆符号化2010

    • Author(s)
      青森久
    • Organizer
      電子情報通信学会四国支部講演会
    • Place of Presentation
      徳島
    • Year and Date
      2010-12-02
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Hierarchical Lossless Image Coding Using Cellular Neural Network2010

    • Author(s)
      S.Takenouchi, H.Aomori, T.Otake, M.Tanaka, I.Matsuda, S.Itoh
    • Organizer
      17th International Conference on Neural Information Processing (ICONIP2010)
    • Place of Presentation
      Sydney Australia
    • Year and Date
      2010-11-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] シグマデルタ型セルラーニューラルネットワークにおける時空間ダイナミクス2010

    • Author(s)
      青森久, 松田一朗, 伊東晋, 大竹敢, 田中衞
    • Organizer
      平成22年電気学会電子・情報・システム部門大会
    • Place of Presentation
      熊本
    • Year and Date
      2010-09-02
    • Related Report
      2010 Annual Research Report
  • [Presentation] セルラーニューラルネットワークのダイナミクスと情報処理への応用2010

    • Author(s)
      青森久
    • Organizer
      平成22年度計測自動制御学会九州支部大分地区委員会主催講演会
    • Place of Presentation
      大分
    • Year and Date
      2010-06-24
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] セルラニューラルネットワークを用いた画像の階層的可逆符号化2010

    • Author(s)
      竹之内星矢, 青森久, 大竹敢, 田中衞, 松田一朗, 伊東晋
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      沖縄
    • Year and Date
      2010-06-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] An Oversampling 2D Sigma-Delta Converter by Cellular Neural Networks2010

    • Author(s)
      H.Aomori, T.Otake, N.Takahashi, I.Matsuda, S.Itoh, M.Tanaka
    • Organizer
      2010 IEEE International Symposium on Circuits and Systems (ISCAS2010)
    • Place of Presentation
      Paris, France
    • Year and Date
      2010-05-30
    • Related Report
      2010 Annual Research Report
  • [Presentation] Local Dynamics Effect by Rotation Map in Area Intensity Quantization in CNN2010

    • Author(s)
      M.Kataoka, R.Sekiyama, T.Keino, H.Aomori, M.Tanaka
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      東京
    • Year and Date
      2010-03-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] MASH構成を用いたオーバーサンプリング型シグマデルタCNN2010

    • Author(s)
      平野雅丈, 青森久, 大竹敢, 田中衞
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      東京
    • Year and Date
      2010-03-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] Local Dynamics Effect by Rotation Map in Area Intensity Quantization in CNN2010

    • Author(s)
      M.Kataoka, R.Sekiyama, T.Keino, H.Aomori, M.Tanaka
    • Organizer
      2010 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP'10)
    • Place of Presentation
      U.S.A.ホノルル
    • Year and Date
      2010-03-05
    • Related Report
      2009 Annual Research Report
  • [Presentation] Image Processings of Sigma-Delta Cellular Neural Network2010

    • Author(s)
      T.Yamamoto, H.Aomori, M.Tanaka
    • Organizer
      2010 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP'10)
    • Place of Presentation
      U.S.A.ホノルル
    • Year and Date
      2010-03-05
    • Related Report
      2009 Annual Research Report
  • [Presentation] An Annealing Method for Cellular Neural Networks2010

    • Author(s)
      T.Konishi, H.Aomori, T.Otake, N.Takahashi, I.Matsuda, S.Itoh, M.Tanaka
    • Organizer
      2010 12th IEEE International Workshop on Cellular Nanoscale Networks and their Applications (CNNA2010)
    • Place of Presentation
      U.S.A.バークレー
    • Year and Date
      2010-02-05
    • Related Report
      2009 Annual Research Report
  • [Presentation] アニーリング法を用いたセルラーニューラルネットワーク2009

    • Author(s)
      小西健文, 青森久, 大竹敢, 高橋伸彰, 松田一郎, 伊東晋, 田中衞
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      盛岡
    • Year and Date
      2009-12-21
    • Related Report
      2009 Annual Research Report
  • [Presentation] オーバーサンプリング型シグマデルタCNN2009

    • Author(s)
      青森久, 大竹敢, 高橋伸彰, 松田一郎, 伊東晋, 田中衞
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      屋久島
    • Year and Date
      2009-11-14
    • Related Report
      2009 Annual Research Report
  • [Presentation] Hardware-Aware Model of Sigma-Delta Cellular Neural Network2009

    • Author(s)
      H.Aomori, Y.Naito, T.Otake, N.Takahashi, I.Matsuda, S.Itoh, M.Tanaka
    • Organizer
      IEEE 19th European Conference on Circuit Theory and Design (ECCTD2009)
    • Place of Presentation
      Turkey Antalya
    • Year and Date
      2009-08-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] 画像の局所構造を考慮したシグマデルタCNN2009

    • Author(s)
      青森久, 大竹敢, 高橋伸彰, 松田一朗, 伊東晋, 田中衞
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      高知
    • Year and Date
      2009-08-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] Image Upscaling via Discrete-Time Cellular Neural Networks with Inter polation Error Theorem2009

    • Author(s)
      D. Goto, T. Otake, H. Aomori, N. Takahashi and M. Tanaka
    • Organizer
      2009 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP'09)
    • Place of Presentation
      Honolulu, U.S.A.
    • Year and Date
      2009-05-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] ハードウェア実装を考慮したシグマデルタ型CNNモデル2009

    • Author(s)
      青森久, 内藤裕喜, 田中衛
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      京都
    • Year and Date
      2009-03-10
    • Related Report
      2008 Annual Research Report
  • [Presentation] 疑似オーバーサンプリング手法を用いたシグマデルタCNN2009

    • Author(s)
      青森久, 大竹敢, 高橋伸彰, 松田一郎, 伊東晋, 田中衞
    • Organizer
      2009年電子情報通信学会ソサイエティ大会
    • Place of Presentation
      新潟
    • Related Report
      2009 Annual Research Report
  • [Presentation] Functional Sigma-Delta CNN2008

    • Author(s)
      H. Aomori, M. Tanaka
    • Organizer
      2008 International Symposium on Nonlinear Theory and its Applications (NOLTA2008)
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2008-09-09
    • Related Report
      2008 Annual Research Report
  • [Presentation] 離散時間型セルラーニューラルネットワークによる機能付きシグマデルタ変調2008

    • Author(s)
      山下聖司, 青森久, 田中衛
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      高知
    • Year and Date
      2008-07-31
    • Related Report
      2008 Annual Research Report
  • [Presentation] A Second Order 〓Δ Modulation by Cascaded 〓Δ CNNs2008

    • Author(s)
      M. Hirano, H. Aomori, T. Otake M. Tanaka
    • Organizer
      The 12th WSEAS International Conference on Circuits
    • Place of Presentation
      Heraklion, Greece
    • Related Report
      2008 Annual Research Report
  • [Remarks] 受賞歴

    • Related Report
      2010 Final Research Report
  • [Remarks] 2010年3月第4回信号処理学会論文賞

    • Related Report
      2010 Final Research Report
  • [Remarks] 2010年3月平成21年度電子情報通信学会学術奨励賞

    • Related Report
      2010 Final Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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