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A Research on High-Speed Embedded DSP based on PSO

Research Project

Project/Area Number 26280017
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Computer system
Research InstitutionWaseda University

Principal Investigator

Baba Takaaki  早稲田大学, 理工学術院, 教授 (30367172)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥16,900,000 (Direct Cost: ¥13,000,000、Indirect Cost: ¥3,900,000)
Fiscal Year 2016: ¥7,670,000 (Direct Cost: ¥5,900,000、Indirect Cost: ¥1,770,000)
Fiscal Year 2015: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2014: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Keywords粒子群最適化 / 計算機システム / 信号処理 / 群知能
Outline of Final Research Achievements

A high-speed PSO (Particle Swarm Optimization) hardware engine is proposed in this research. The proposed PSO hardware engine have tree distinctive features which are adaptive particle calculation block (APCB),pipeline fitness calculation engine (PFCE) and asynchronous control unit (ACU). The APCB can selectively switch the multiple PSO algorithms based on the convergence statues. The PFCE adopts a proposed sub-processor to reduce the calculation time with pipeline technology. The ACU can drastically improve the performance of each module for reducing the unnecessary waiting time. As the result, the proposed hardware engine can achieve 10 times processing speed compared the conventional approach.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (29 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (1 results) Journal Article (4 results) (of which Peer Reviewed: 4 results,  Open Access: 4 results,  Acknowledgement Compliant: 4 results) Presentation (23 results) (of which Int'l Joint Research: 12 results) Funded Workshop (1 results)

  • [Int'l Joint Research] 国立成功大学(台湾)

    • Related Report
      2016 Annual Research Report
  • [Journal Article] A Convolutional Neural Network with Incremental Learning2017

    • Author(s)
      H. Tomimori, K.-T. Chen and T. Baba
    • Journal Title

      Journal of Signal Processing

      Volume: 21 Pages: 0-0

    • NAID

      130005815303

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Hardware Architecture for CORDIC with Improved Rotation Strategy2016

    • Author(s)
      Y. Zhang, Y.-T. Liao, K.-T. Chen and T. Baba
    • Journal Title

      Journal of Signal Processing

      Volume: 20 Issue: 4 Pages: 141-144

    • DOI

      10.2299/jsp.20.141

    • NAID

      130005165811

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A CORDIC Algorithm with Improved Rotation Strategy for Embedded Applications2015

    • Author(s)
      K.-T. Chen, K. Fan, X. Han and T. Baba
    • Journal Title

      Journal of Industrial and Intelligent Information

      Volume: 3 Issue: 4 Pages: 274-279

    • DOI

      10.12720/jiii.3.4.274-279

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A Particle Swarm Optimization with Adaptive Multi-Swarm Strategy for Capacitated Vehicle Routing Problem2015

    • Author(s)
      K.-T. Chen, K. Fan, X. Han and T. Baba
    • Journal Title

      EAI Endorsed Transactions on Industrial Networks and Intelligent Systems

      Volume: 2 Issue: 5 Pages: 150285-150285

    • DOI

      10.4108/eai.17-9-2015.150285

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] A Convolutional Neural Network with Incremental Learning2017

    • Author(s)
      H. Tomimori, K.-T. Chen and T. Baba
    • Organizer
      2017 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2017)
    • Place of Presentation
      Guam, USA
    • Year and Date
      2017-02-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance Evaluation of Convolutional Neural Network for A Sentiment Analysis2017

    • Author(s)
      K. Zou, K.-T. Chen and T. Baba†
    • Organizer
      2017 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2017)
    • Place of Presentation
      Guam, USA
    • Year and Date
      2017-02-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Convolutional Neural Network Method for Solar Power Forecasting2017

    • Author(s)
      Z. Qiu, K.-T. Chen, and T. Baba
    • Organizer
      2017 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2017)
    • Place of Presentation
      Guam, USA
    • Year and Date
      2017-02-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimized Parallel Architecture of Convolutional Neural Network2017

    • Author(s)
      Y. Wu, K.-T. Chen and T. Baba
    • Organizer
      2017 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2017)
    • Place of Presentation
      Guam, USA
    • Year and Date
      2017-02-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hardware Implementation of CORDIC with Unified Rotation Strategy2017

    • Author(s)
      S. Wang, Y. Wu, K.-T. Chen and T. Baba
    • Organizer
      2017 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2017)
    • Place of Presentation
      Guam, USA
    • Year and Date
      2017-02-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A CORDIC with Unified Rotation Strategy2016

    • Author(s)
      S. Wang, J. Yu, K.-T. Chen and T. Baba
    • Organizer
      2016 IEEE Green Computing and Communications (GreenCom)
    • Place of Presentation
      Chengdu, China
    • Year and Date
      2016-12-15
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] emi-Active TVA with SMA Wires for Electrical-Device Vibration Reduction2016

    • Author(s)
      Y.-T Liao, K.-T. Chen, C.-Y. Lee and T. Baba
    • Organizer
      2016 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2016)
    • Place of Presentation
      Hawaii, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Particle Swarm Optimization with Hybrid Multi-Swarm Strategy2016

    • Author(s)
      Y.-T. Liao, N. Akieda, K.-T. Chen and T. Baba
    • Organizer
      2016 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2016)
    • Place of Presentation
      Hawaii, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Rain noise detection based on Kalman Filter for Image Processing2016

    • Author(s)
      C.-A. Chen, Y.-T. Liao, K.-T. Chen, T. Baba
    • Organizer
      2016 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2016)
    • Place of Presentation
      Hawaii, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Decoding Method of AMSPSO for CVRPPD2016

    • Author(s)
      Q. Liang, Y.-T. Liao, K.-T. Chen and T. Baba
    • Organizer
      2016 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2016)
    • Place of Presentation
      Hawaii, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Hardware Architecture of CORDIC with Improved Rotation Strategy2016

    • Author(s)
      Y. Zhang, Y.-T. Liao, K.-T. Chen and T. Baba
    • Organizer
      2016 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2016)
    • Place of Presentation
      Hawaii, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hardware Implementation of AMSPSO based on Asynchronous Technology2016

    • Author(s)
      K.-T. Chen, P. Wang, Y.-T. Liao and T. Baba
    • Organizer
      2016 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP 2016)
    • Place of Presentation
      Hawaii, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ハイブリッド多粒子群最適化(HMSPSO)に関する研究2015

    • Author(s)
      秋枝直弥, 陳奎廷, 馬場孝明
    • Organizer
      第68回電気関係学会九州支部連合大会
    • Place of Presentation
      福岡大学
    • Year and Date
      2015-09-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] A Mechanism of Rain Noise Reduction based on Kalman Filter for Image Processing2015

    • Author(s)
      Chi-An Chen, Jin-Yu Tong, Kui-Ting Chen and Takaaki Baba
    • Organizer
      第68回電気関係学会九州支部連合大会
    • Place of Presentation
      福岡大学
    • Year and Date
      2015-09-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] An Asynchronous Hardware Structure of PSO with Adaptive Multi-Swarm Strategy2015

    • Author(s)
      Peikun Wang, Kui-Ting Chen and Takaaki Baba
    • Organizer
      第68回電気関係学会九州支部連合大会
    • Place of Presentation
      福岡大学
    • Year and Date
      2015-09-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] A CORDIC Algorithm with Improved Rotation Strategy for Embedded Applications2015

    • Author(s)
      Kui-Ting Chen, Ke Fan, Xiaojun Han and Takaaki Baba
    • Organizer
      4th International Conference on Industrial and Intelligent Information
    • Place of Presentation
      Rome, Italy
    • Year and Date
      2015-05-18 – 2015-05-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Particle Swarm Optimization with Adaptive Multi-Swarm Strategy for Capacitated Vehicle Routing Problem2015

    • Author(s)
      Kui-Ting Chen, Yijun Dai, Ke Fan, Takaaki Baba
    • Organizer
      1st International Conference on Industrial Networks and Intelligent Systems
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2015-03-02 – 2015-03-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] Performance Analysis of AMSPSO on Capacitated Vehicle Routing Problem with Time Window2015

    • Author(s)
      Kui-Ting Chen, Yijun Dai, Ke Fan, Takaaki Baba
    • Organizer
      RISP International Workshop on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2015-02-28 – 2015-03-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] Two-level Pipeline Structure of Particle Swarm Optimization2015

    • Author(s)
      Ke Fan, Kui-Ting Chen, Peikun Wang and Takaaki Baba
    • Organizer
      RISP International Workshop on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2015-02-28 – 2015-03-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Hardware Implementation of Particle Swarm Optimization with Adaptive Multi-Swarm Strategy2015

    • Author(s)
      Peikun Wang, Kui-Ting Chen, Ke Fan and Takaaki Baba
    • Organizer
      RISP International Workshop on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2015-02-28 – 2015-03-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] 瞬時トレーニング能力を備えた改良型ファジィニューラルネットワーク(FNN)2014

    • Author(s)
      夏 雷, 林 浩淼, 陳 奎廷, 馬場 孝明
    • Organizer
      第67回電気関係学会九州支部連合大会
    • Place of Presentation
      Kagoshima, Japan
    • Year and Date
      2014-09-18 – 2014-09-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] A High-Speed CORDIC Processor for PSO Application2014

    • Author(s)
      Xiaojun Han, Kui-Ting Chen, Ke Fan and Takaaki Baba
    • Organizer
      第67回電気関係学会九州支部連合大会
    • Place of Presentation
      Kagoshima, Japan
    • Year and Date
      2014-09-18 – 2014-09-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] アダプティブ探索トポロジーを備えた多粒子群最適化(MSPSO)に関する研究2014

    • Author(s)
      戴 毅君, 陳 奎廷, 范 珂, 馬場 孝明
    • Organizer
      第67回電気関係学会九州支部連合大会
    • Place of Presentation
      Kagoshima, Japan
    • Year and Date
      2014-09-18 – 2014-09-19
    • Related Report
      2014 Annual Research Report
  • [Funded Workshop] RISP International Workshop on Nonlinear Circuits and Signal Processing2016

    • Place of Presentation
      Hawaii, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report

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Published: 2014-04-04   Modified: 2022-02-16  

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