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Implementation of Model Predictive Control into embedded CPU and Application to Mobile Robots

Research Project

Project/Area Number 24560555
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Control engineering
Research InstitutionTokyo City University

Principal Investigator

NONAKA Kenichiro  東京都市大学, 工学部, 教授 (30298012)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsモデル予測制御 / 組込みシステム / 移動ロボット / 非線形制御 / 座標変換
Outline of Final Research Achievements

Model predictive control (MPC) is an optimal control method which realizes optimized motion with satisfaction of constraints, while the computational cost has been challenging issue.
In this study, we applied nonlinear transformation of input and state, prevention of interrupt on optimization and reduction of order by incorporating the constraints into the stage cost to achieve the following results: (a) tracking control for four-wheel omnidirectional robots with prevention of switching and saturation of steering, and (b) obstacle avoidance and parking control of front steering vehicles.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (27 results)

All 2015 2014 2013 2012

All Journal Article (6 results) (of which Peer Reviewed: 6 results,  Acknowledgement Compliant: 2 results) Presentation (21 results)

  • [Journal Article] Model predictive tracking control for wheeled mobile robots considering limitation and continuity of steering angles2015

    • Author(s)
      萩森夕紀, 高橋直樹, 野中謙一郎
    • Journal Title

      Transactions of the JSME (in Japanese)

      Volume: 81 Issue: 825 Pages: 14-00484-14-00484

    • DOI

      10.1299/transjsme.14-00484

    • NAID

      130005073747

    • ISSN
      2187-9761
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Real-time model predictive obstacle avoidance control for vehicles with reduced computational effort using constraints of prohibited region2015

    • Author(s)
      Kazuki KIMURA, Kenichiro NONAKA and Kazuma SEKIGUCHI
    • Journal Title

      Mechanical Engineering Journal

      Volume: 2 Issue: 3 Pages: 14-00568-14-00568

    • DOI

      10.1299/mej.14-00568

    • NAID

      130005076465

    • ISSN
      2187-9745
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] モデル予測制御とスライディングモード制御による四輪操舵駆動車両のロバスト経路追従制御2015

    • Author(s)
      小田貴嗣, 野中謙一郎, 関口和真
    • Journal Title

      計測自動制御学会論文集

      Volume: 51 Pages: 1-10

    • NAID

      130005092302

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Path-following Control for Front-steering Vehicles Based on Time-state Control Form Using Travel Distance as a Virtual Time-axis2014

    • Author(s)
      小山健太郎, 関口和真, 野中謙一郎
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 50 Issue: 10 Pages: 746-754

    • DOI

      10.9746/sicetr.50.746

    • NAID

      130004699662

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robust path following control of a small model car with contact-type odometers based on nonlinear tire model2014

    • Author(s)
      細谷知之, 野中謙一郎
    • Journal Title

      Transactions of the JSME (in Japanese)

      Volume: 80 Issue: 813 Pages: DR0130-DR0130

    • DOI

      10.1299/transjsme.2014dr0130

    • NAID

      130004728616

    • ISSN
      2187-9761
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Model Predictive Parking Control with Obstacle Avoidance Considering Automatic Tuning of Switching Point2014

    • Author(s)
      小山健太郎,野中謙一郎
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 50 Issue: 1 Pages: 9-17

    • DOI

      10.9746/sicetr.50.9

    • NAID

      130004855687

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] タイヤ力飽和を考慮したキャンバ制御機構を有する小型電気自動車のモデル予測スライディングモード制御2014

    • Author(s)
      小田貴嗣,野中謙一郎,関口和真
    • Organizer
      2014年自動車技術会秋季学術講演会
    • Place of Presentation
      仙台国際センター, 仙台
    • Year and Date
      2014-10-22 – 2014-10-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] Model Predictive Vehicle Control with Side Slip Angle Restriction with Suppression of Modeling Error by Sliding Mode2014

    • Author(s)
      Mikiya Yoshida, Kenichiro Nonaka, Kazuma Sekiguchi
    • Organizer
      2014 IEEE Multi-conference on Systems and Control
    • Place of Presentation
      Antibes, France
    • Year and Date
      2014-10-08 – 2014-10-10
    • Related Report
      2014 Annual Research Report
  • [Presentation] Vehicle Localization by Sensor Fusion of LRS Measurement and Odometry Information based on Moving Horizon Estimation2014

    • Author(s)
      Kazuki Kimura, Yutaro Hiromachi, Kenichiro Nonaka, Kazuma Sekiguchi
    • Organizer
      2014 IEEE Multi-conference on Systems and Control
    • Place of Presentation
      Antibes, France
    • Year and Date
      2014-10-08 – 2014-10-10
    • Related Report
      2014 Annual Research Report
  • [Presentation] Model Predictive Steering Control for Coaxial Steering Mechanisms under Constraints2014

    • Author(s)
      Yuki Hagimori, Kenichiro Nonaka, Kazuma Sekiguchi
    • Organizer
      SICE Annual Conference 2014
    • Place of Presentation
      Hokkaido, Japan
    • Year and Date
      2014-09-09 – 2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] Model Predictive Obstacle Avoidance Control for Omni-directional Mobile Robots based on Fuzzy Potential Method2014

    • Author(s)
      Atsushi Nagata, Kenichiro Nonaka, Kazuma Sekiguchi
    • Organizer
      13th European Control Conference
    • Place of Presentation
      Strasbourg, France
    • Year and Date
      2014-06-24 – 2014-06-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] EKF Localization with Variable Covariance for LRS and Odometry: Experimental Verification2014

    • Author(s)
      Yutaro Hiromachi, Kenichiro Nonaka
    • Organizer
      The 13th International Workshop on Advanced Motion Control
    • Place of Presentation
      Yokohama
    • Related Report
      2013 Research-status Report
  • [Presentation] 走行距離を時間軸とする時間軸状態制御形による車両のモデル予測経路追従制御2014

    • Author(s)
      小山健太郎,野中謙一郎,関口和真
    • Organizer
      第1回制御部門マルチシンポジウム
    • Place of Presentation
      電気通信大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 組み込みCPUによる全方向移動ロボットのためのモデル予測障害物回避制御実験2014

    • Author(s)
      永田 篤史,野中 謙一郎,関口 和真
    • Organizer
      第1回制御部門マルチシンポジウム
    • Place of Presentation
      電気通信大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Model predictive parking control for nonholonomic vehicles using time-state control form2013

    • Author(s)
      Kentaro Oyama, Kenichiro Nonaka
    • Organizer
      2013 European Control Conference
    • Place of Presentation
      Zurich
    • Related Report
      2013 Research-status Report
  • [Presentation] Model Predictive Sliding Mode Control for Four Wheel Steering and Driving Vehicles2013

    • Author(s)
      Kenichiro Nonaka, Takatsugu Oda
    • Organizer
      The 7th IFAC international symposium on advances in automotive control
    • Place of Presentation
      Tokyo
    • Related Report
      2013 Research-status Report
  • [Presentation] 車両型移動体への実時間最適制御の実装2013

    • Author(s)
      野中謙一郎
    • Organizer
      第13回計測自動制御学会制御部門大会
    • Place of Presentation
      福岡
    • Related Report
      2012 Research-status Report
  • [Presentation] キャンバ角制御を考慮した小型四輪操舵駆動電気自動車のモデル予測制御2013

    • Author(s)
      小田貴嗣, 野中謙一郎
    • Organizer
      第13回計測自動制御学会制御部門大会
    • Place of Presentation
      福岡
    • Related Report
      2012 Research-status Report
  • [Presentation] Model Predictive Obstacle Avoidance Control for Leg/Wheel Mobile Robots with Optimized Articulated Leg Configuration2012

    • Author(s)
      Naoki Takahashi, Kenichiro Nonaka
    • Organizer
      51st IEEE Conference on Decision and Control
    • Place of Presentation
      Hawaii, USA
    • Related Report
      2012 Research-status Report
  • [Presentation] 障害物が存在する環境下におけるモデル予測車庫入れ制御2012

    • Author(s)
      小山健太郎, 野中謙一郎
    • Organizer
      第13 回計測自動制御学会システムインテグレーション部門講演会
    • Place of Presentation
      福岡
    • Related Report
      2012 Research-status Report
  • [Presentation] 操舵角の制約を陽に考慮した全方向移動ロボットのモデル予測経路追従制御2012

    • Author(s)
      高橋直樹, 野中謙一郎
    • Organizer
      第13 回計測自動制御学会システムインテグレーション部門講演会
    • Place of Presentation
      福岡
    • Related Report
      2012 Research-status Report
  • [Presentation] 環境形状を考慮したLRF計測とオドメトリのEKF融合による車両の自己位置推定2012

    • Author(s)
      廣町悠太郎, 野中謙一郎
    • Organizer
      第55回自動制御連合講演会
    • Place of Presentation
      京都
    • Related Report
      2012 Research-status Report
  • [Presentation] 切り返し動作を有する非ホロノミック車両の時間軸状態制御形を用いたモデル予測制御2012

    • Author(s)
      小山健太郎, 野中謙一郎
    • Organizer
      第41回制御理論シンポジウム
    • Place of Presentation
      神奈川
    • Related Report
      2012 Research-status Report
  • [Presentation] 超平面への拘束を考慮した非線形観測器とスライディングモードによる車両制御実験2012

    • Author(s)
      細谷知之, 野中謙一郎
    • Organizer
      第41回制御理論シンポジウム
    • Place of Presentation
      神奈川
    • Related Report
      2012 Research-status Report
  • [Presentation] 局所停留点を考慮した移動ロボットのモデル予測障害物回避制御2012

    • Author(s)
      高橋直樹, 野中謙一郎
    • Organizer
      Dynamics and Design Conference 2012
    • Place of Presentation
      神奈川
    • Related Report
      2012 Research-status Report
  • [Presentation] LRFとデッドレコニングの融合による車両の自己位置推定2012

    • Author(s)
      廣町悠太郎, 野中謙一郎
    • Organizer
      第29回誘導制御シンポジウム
    • Place of Presentation
      筑波
    • Related Report
      2012 Research-status Report
  • [Presentation] 経路制約を考慮した非ホロノミック車両のためのモデル予測制御2012

    • Author(s)
      小山健太郎, 野中謙一郎
    • Organizer
      第29回誘導制御シンポジウム
    • Place of Presentation
      筑波
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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