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Development of an intelligent calorie counter with classification of behavior and estimation of walking velocity

Research Project

Project/Area Number 11555064
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section展開研究
Research Field Dynamics/Control
Research InstitutionTohoku University

Principal Investigator

ISHIHARA Tadashi  Tohoku University, Graduate School of Information Sciences, Associate Professor, 大学院・情報科学研究科, 助教授 (10134016)

Co-Investigator(Kenkyū-buntansha) ONO Takahiko  Tohoku University, Graduate School of Information Sciences, Research Associate, 大学院・情報科学研究科, 助手 (20312613)
SAGAWA Kouichi  Hirosaki University, Faculty of Science and Technology, Associate Professor, 理工学部, 助教授 (30272016)
INOOKA Hikaru  Tohoku University, Graduate School of Information Sciences, Professor, 大学院・情報科学研究科, 教授 (20006191)
Project Period (FY) 1999 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥7,000,000 (Direct Cost: ¥7,000,000)
Fiscal Year 2001: ¥1,900,000 (Direct Cost: ¥1,900,000)
Fiscal Year 2000: ¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 1999: ¥3,900,000 (Direct Cost: ¥3,900,000)
KeywordsWalk / Energy expenditure / Estimation / Stair / Atmospheric pressure / Acceleration / Gyro / Heart rate / 歩行時運動量 / カロリーカウンタ / 無拘束計測 / 加速度センサ / センサフュージョン / 速度 / 階段昇降 / 移動形態 / 大気圧 / 数値積分
Research Abstract

Energy expenditure in daily life provides important information for physicians who diagnose patients with cardiac disease, for example. This study proposes a concept of measurement system of qualitative energy expenditure so called Intelligent Calorie Counter(ICC). The ICC distinguishes the walking behavior into level walk, ascending, and descending, derives the horizontal and vertical velocity, and estimates the energy expenditure utilizing RMR (Relative Metabolic 'Rate) of each behavior. The main results of this research are summarized as follows:
1. Horizontal velocity is non-restrictedly estimated by a sensor system attached on the foot. The acceleration of foot is converted to the horizontal acceleration and is integrated to derive the horizontal velocity. Integral error is eliminated so that the horizontal velocity at the end of the swing phase reaches zero. The experimental results of level walk show that the estimation error of the distance is 2.0 [%] on average.
2. Vertical velo … More city is measured by the differentiation of the output of the atmospheric pressure sensor A Kalman filter is applied to the output to reduce the sensor noise and the change of the pressure due to the weather. The experimental results of ascending and descending suggest that the application of the atmospheric pressure sensor provides general purpose measurement system of the vertical displacement and velocity.
3. Estimation of energy expenditure during walk is performed by using the ICC which has one dimensional accelerometer and one the atmospheric pressure sensor. Walking behavior classified by the ICC is used to determine the RMR and the energy expenditure. Heart rate, which corresponds to the energy expenditure, is also measured during walk. Experimental results of level walk, ascending, and descending show that the correlation coefficient between the heart rate and the energy expenditure estimated by the ICC is significantly larger than that estimated by the pedometer and/or calorie counter. Less

Report

(4 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • 1999 Annual Research Report
  • Research Products

    (34 results)

All Other

All Publications (34 results)

  • [Publications] 大瀧 保明: "加速度センサとジャイロを用いた連続歩行分析アルゴリズム"日本機械学会論文集(C編). 67・655. 782-788 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Koichi Sagawa: "Estimating the consumed calories while walking using a non-restricted measurement system of the human gait"Proc. of the IASTED International Conference, MEASUREMENT AND CONTROL. 112-117 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Koichi Sagawa: "Unrestricted measurement method of three-dimensional walking distance utilizing body acceleration and terrestrial magnetism"Proc. of the International Conference on Control, Automation and Systems. 707-710 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Yasuaki Ohtaki: "Analysis of dynamic stability for postual balance recovery of human"JSME International Journal -Special Issue on Bioengineering. 44・4. 1125-1132 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 大瀧 保明: "身体装着型センサを用いた歩行の安定性評価"第13回バイオエンジニアリング講演会講演論文集. 288-289 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 飯島 佳之: "加速度センサを用いた高齢者の歩行の特徴抽出"日本機械学会2001年度年次大会講演論文集. 4. 261-262 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Kee-Ho Yu: "Position control of an under actuated manipulator using joint friction"International Journal of Non-Linear Mechanics. vol. 33, no. 4. 607-614 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative manual control: A new perspective"Proceedings of the Fifth International Conference on Control, Automation, Robotics and Vision. 1233-1237 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Arif M.: "Prediction based iterative learning control for linear time varying systems subjected to uncertainties"Proceedings of the 2nd IMACS International Multiconferece: Computational Engineering in Systemss Applications. 860-865 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Muhammad Arif: "Experimental study of human performance in high precision tracking task using iterative learning technique"Interdisciplinary Information Sciences. vol. 5, no. 1. 73-85 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative learning control using information database (ILCID)"Journal of Intelligent and Robotic Systems. vol. 25. 27-41 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Yuki Ito: "Swinging-up of two pendulums by manual control with computer assistance"Interdisciplinary Information Sciences. vol. 5, no. 2. 117-124 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Muhammad Arif: "Human learning characteristics in the tracking tasks of iterative nature"International Journal of Neural Systems. vol. 9, no. 4. 301-310 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative manual control model of human operator"Biological Cybernetics. vol. 81. 445-455 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative learning control utilizing the error prediction method"Journal of Intelligent and Robotic Systems. vol. 25. 95-108 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] M. Arif: "Model based iterative learning control (MILC) for uncertain dynamic non-linear systems"Proceedings of the 14th World Congress of International Federation of Automatic Control. vol. C. 459-464 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] M. Arif: "Prediction-based interactive learning control (PILC) for uncertain dynamic nonlinear systems using system identification technique"Journal of Intelligent and Robotic Systems. vol. 27. 291-304 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Hikaru Inooka: "Intelligent control"Koudansha. 223 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 大瀧 保明: "加速度センサとジャイロを用いた連続歩行分析アルゴリズム"日本機械学会論文集(C編). 67・655. 782-788 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Koichi Sagawa: "Estimating the consumed calories while walking using a non-restricted measurement system of the human gait"Proceedings of the IASTED International Conference, MEASUREMENT AND CONTROL. 112-117 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Koichi Sagawa: "Unrestricted measurement method of three-dimensional walking distance utilizing body acceleration and terrestrial magnetism"Proceedings of the International Conference on Control, Automation and Systems. 707-710 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Yasuaki Ohtaki: "Analysis of dynamic stability for postural balance recovery of human"JSME International Journal-Special Issue on Bioengineering. 44・4. 1125-1132 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 大瀧 保明: "身体装着型センサを用いた歩行の安定性評価"第13回バイオエンジニアリング講演会講演論文集. 288-289

    • Related Report
      2001 Annual Research Report
  • [Publications] 大瀧 保明: "動的な力の釣り合いを考慮した人間の歩行の安定性解析"日本機械学会ロボティクス・メカトロニクス講演会論文集. 1P1-D4

    • Related Report
      2001 Annual Research Report
  • [Publications] 煤孫 光俊: "装着型複数センサを用いた歩行距離の推定"日本機械学会2001年度年次大会講演論文集. 4. 259-260 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 飯島 佳之: "加速度センサを用いた高齢者の歩行の特徴抽出"日本機械学会2001年度年次大会講演論文集. 4. 261-262 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 佐川貢一: "水平方向歩行距離の無拘束計測"計測自動制御学会論文集. Vol.36,No.11. 909-915 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 大瀧保明: "加速度センサとジャイロを用いた連続歩行分析アルゴリズム"日本機械学会論文集. Vol.67,No.655(C)(印刷中) . (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] Eiji Ino-Oka: "Efficacy of Anti-anginal Drugs in the Treatment of Angina PectorisAssociated with Silent Myocardial Ischemia : Importance of QuantitativeHolter ECG Data for Patient Activity"Internal Medicine. Vol.39,No12. 1027-1037 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Yasuaki Ohtaki: "Mechanical Work Estimtion by Multiaxial Accelerometry During Normal Gait"Proceedings of the 3rd International Workshop on ADVAVCED MECHATRONICS. 142-145 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 佐川貢一: "携帯型移動形態計測装置による歩行時消費カロリーの推定"第12回バイオエンジニアリング講演会講演論文集. 149-150 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 三浦 郁奈子: "消費カロリー導出のための歩行速度推定について"計測自動制御学会38回学術講演会予稿集. 763-764 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 佐川貢一: "歩行形態の違いを考慮した消費カロリーの無拘束推定"計測自動制御学会東北支部183回研究集会. 183-7. 1-8 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 佐藤 豊: "携帯型計測装置による無拘東歩行距離計測"第33回日本ME学会東北支部大会講演論文集. 25 (1999)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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