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Development of a Real Time Infection Surveillance System Based on Big Data Analysis of Physiological Data

Research Project

Project/Area Number 16K16363
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Social systems engineering/Safety system
Research InstitutionThe University of Electro-Communications

Principal Investigator

SUN Guanghao  電気通信大学, 大学院情報理工学研究科, 助教 (80756677)

Research Collaborator MATSUI Takemi  
KIRIMOTO Tetsuo  
ISHIBASHI Koichiro  
YAO Yu  
Sumiyakhand Dagdanpurev  
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2018: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsバイタルサイン計測 / 感染症サーベイランス / 社会システム / 非接触生体計測 / 可視化 / 生体データ / 感染症検出システム / デング熱 / バイタルサイン / 新興・再興感染症 / サーベイランス / 生体情報 / 情報処理 / 安心の社会技術 / ニューラルネットワーク
Outline of Final Research Achievements

Fever-based screening method has been adopted to identify potentially infected individuals using thermography. However, some studies indicate that fever-based screening at early-stages of infectious diseases is limited due to many factors that can affect thermographic measurements, such as antifebrile intake. We propose an infection screening system that can rapidly and accurately perform medical inspections. Heart and respiration rates are determined using a medical radar by noncontact way, and body temperature is monitored by thermography. By using these three parameters, the detection accuracy of the system improved comparing to conventional screening method. In this study, to further improve screening performance, one of the most promising approaches is to connect multiple infection screening systems, which enables information sharing between different systems. This will allow us to apply big data analysis techniques, which can be used to predict outbreaks of infectious diseases.

Academic Significance and Societal Importance of the Research Achievements

本研究では,新興・再興感染症の早期診断および発生地域における流行の最小化のために,大規模な生体情報データ(心拍数・呼吸数・体温)に基づく感染症サーベイランスシステムを開発し,機能させることを目的とした.本研究の学術的及び社会的意義として,開発する感染症サーベイランスシステムは客観的な生体情報データを人工知能の手法により解析し,感染症の流行状況を可視化でき,早期に探知することが可能になり,感染症の被害拡大を防ぐことが期待される.

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (38 results)

All 2019 2018 2017 2016 Other

All Int'l Joint Research (2 results) Journal Article (9 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 9 results,  Open Access: 5 results,  Acknowledgement Compliant: 1 results) Presentation (20 results) (of which Int'l Joint Research: 12 results) Book (4 results) Remarks (1 results) Patent(Industrial Property Rights) (2 results)

  • [Int'l Joint Research] ベトナム国立熱帯病病院(ベトナム)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] ベトナム国立熱帯病病院(ベトナム)

    • Related Report
      2017 Research-status Report
  • [Journal Article] A novel machine-learning-based infection screening system via 2013?2017 seasonal influenza patients' vital signs as training datasets2019

    • Author(s)
      Dagdanpurev Sumiyakhand、Abe Shigeto、Sun Guanghao、Nishimura Hidekazu、Choimaa Lodoiravsal、Hakozaki Yukiya、Matsui Takemi
    • Journal Title

      Journal of Infection

      Volume: 78 Issue: 5 Pages: 409-421

    • DOI

      10.1016/j.jinf.2019.02.008

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Twenty-four-hour continuous and remote monitoring of respiratory rate using a medical radar system for the early detection of pneumonia in symptomatic elderly bedridden hospitalized patients2018

    • Author(s)
      Sun Guanghao、Okada Masakazu、Nakamura Rin、Matsuo Taro、Kirimoto Tetsuo、Hakozaki Yukiya、Matsui Takemi
    • Journal Title

      Clinical Case Reports

      Volume: 7 Issue: 1 Pages: 83-86

    • DOI

      10.1002/ccr3.1922

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Development and Clinical Application of a Novel Autonomic Transient Response-Based Screening System for Major Depressive Disorder Using a Fingertip Photoplethysmographic Sensor2018

    • Author(s)
      Dagdanpurev Sumiyakhand、Sun Guanghao、Shinba Toshikazu、Kobayashi Mai、Kariya Nobutoshi、Choimaa Lodoiravsal、Batsuuri Suvdaa、Kim Seokjin、Suzuki Satoshi、Matsui Takemi
    • Journal Title

      Frontiers in Bioengineering and Biotechnology

      Volume: 6 Pages: 64-64

    • DOI

      10.3389/fbioe.2018.00064

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Vital-SCOPE: Design and Evaluation of a Smart Vital Sign Monitor for Simultaneous Measurement of Pulse Rate, Respiratory Rate, and Body Temperature for Patient Monitoring2018

    • Author(s)
      Sun Guanghao、Matsui Takemi、Watai Yasuyuki、Kim Seokjin、Kirimoto Tetsuo、Suzuki Satoshi、Hakozaki Yukiya
    • Journal Title

      Journal of Sensors

      Volume: 2018 Pages: 1-7

    • DOI

      10.1155/2018/4371872

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Field evaluation of an infectious disease/fever screening radar system during the 2017 dengue fever outbreak in Hanoi, Vietnam: a preliminary report2017

    • Author(s)
      G Sun, NV Trung, T Matsui, K Ishibashi, T Kirimoto, H Furukawa, LT Hoi, NN Huyen, Q Nguyen, S Abe, Y Hakozaki, NV Kinh
    • Journal Title

      Journal of Infection,

      Volume: 75(6) Issue: 6 Pages: 593-595

    • DOI

      10.1016/j.jinf.2017.10.005

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Remote sensing of multiple vital signs using a CMOS camera-equipped infrared thermography system and its clinical application in rapidly screening patients with suspected infectious diseases.2017

    • Author(s)
      Guanghao Sun, Yosuke Nakayama, Sumiyakhand Dagdanpurev, Shigeto Abe, Hidekazu Nishimura, Tetsuo Kirimoto, Takemi Matsui
    • Journal Title

      International Journal of Infectious Diseases

      Volume: 55 Pages: 113-117

    • DOI

      10.1016/j.ijid.2017.01.007

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Clinical Evaluation of the Newly Developed Infectious Disease/Fever Screening Radar System Using the Neural Network and Fuzzy Grouping Method for Travellers with Suspected Infectious Diseases at Narita International Airport Clinic.2016

    • Author(s)
      Guanghao Sun, Masahiko Akanuma, Takemi Matsui
    • Journal Title

      Journal of Infection

      Volume: 72(1) Issue: 1 Pages: 121-123

    • DOI

      10.1016/j.jinf.2015.09.017

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Multiple Vital-sign Based Infection Screening Outperforms Thermography Independent of the Classification Algorithm2016

    • Author(s)
      Y Yao, G Sun, T Matsui, Y Hakozaki, S van Waasen, M Schiek
    • Journal Title

      IEEE Transactions on Biomedical Engineering

      Volume: 63(5) Issue: 5 Pages: 1025-1033

    • DOI

      10.1109/tbme.2015.2479716

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An Objective Screening Method for Major Depressive Disorder Using Logistic Regression Analysis of Heart Rate Variability Data Obtained in a Mental Task Paradigm2016

    • Author(s)
      G Sun, T Shinba, T Kirimoto, T Matsui
    • Journal Title

      Frontiers in Psychiatry

      Volume: 7 Pages: 1-7

    • DOI

      10.3389/fpsyt.2016.00180

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Non-contact Vital Sign Measurement with Medical Radar and its Clinical Applications.2019

    • Author(s)
      Guanghao Sun
    • Organizer
      The 3rd International Conference on Recent Advances in Signal Processing, Telecommunications & Computing
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Dengue Fever Screening Using Vital Signs by Contactless Microwave Radar and Machine Learning.2019

    • Author(s)
      Xiaofeng Yang, Koki Kumagai, Guanghao Sun, Koichiro Ishibashi, Le Thi Hoi, Nguyen Vu Trung and Nguyen Van Kinh
    • Organizer
      2019 IEEE Sensors Applications Symposium
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Dvelopment and clinical evaluation of a multiple vital-sign based infection screening system for rapid detection of dengue fever at the National Hospital of Tropical Diseases, Vietnam.2018

    • Author(s)
      Guanghao Sun, Nguyen Vu Trung, Le Thi Hoi, Vu Thi Thu Huong, Nguyen Nguyen Huyen, Takemi Matsui, Hiroki Furukawa, Koichiro Ishibashi, Tetsuo Kirimoto, and Nguyen Van Kinh
    • Organizer
      The 8th ASEAN Conference of Tropical Medicine and Parasitology
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Dengue Fever Detecting System Using Peak-Detection of Data from Contactless Doppler Radar.2018

    • Author(s)
      Xiaofeng Yang, Koichiro Ishibashia, Le Hoi, Trung Nguyen Vu, Kinh Nguyen Van, Guanghao Sun
    • Organizer
      The 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Stable Contactless Sensing of Vital Signs Using RGB-Thermal Image Fusion System with Facial Tracking for Infection Screening.2018

    • Author(s)
      Toshiaki Negishi, Guanghao Sun, He Liu, Shohei Sato, Takemi Matsui, Tetsuo Kirimoto
    • Organizer
      The 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Clinical Application of Multiple Vital Signs-Based Infection Screening System in a Mongolian Hospital: Optimization of Facial Temperature Measurement by Thermography at Various Ambient Temperature Conditions Using Linear Regression Analysis.2018

    • Author(s)
      Sumiyakhand Dagdanpurev, Guanghao Sun, Lodoiravsal Choimaa, Shigeto Abe, Takemi Matsui
    • Organizer
      The 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 非接触バイタルサイン計測技術による健康モニタリング2018

    • Author(s)
      孫光鎬,桐本哲郎
    • Organizer
      第9回横幹連合コンファレンス
    • Related Report
      2018 Annual Research Report
  • [Presentation] 感染症スクリーニングのためのCCD カメラとサーモグラフィを併用した非接触かつ高精度バイタルサイン計測2018

    • Author(s)
      根岸寿明,孫光鎬,桐本哲郎,佐藤正平,松井岳巳
    • Organizer
      第57回 日本生体医工学会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 非接触バイタルサインセンシング技術とその医療応用2018

    • Author(s)
      孫光鎬,松井岳巳,桐本哲郎
    • Organizer
      電子情報通信学会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 2017年夏・ベトナム・デング熱アウトブレークの感染症スクリーニングシステムを用いたスクリーニング報告2018

    • Author(s)
      小山貴大,松井岳巳,孫光鎬, N.V. Trung, 石橋孝一郎, 桐本哲郎, 古川 浩規, L.T. Hoi, N. N. Huyen, Q. Nguyen, 阿部重人, 箱崎幸也, N. V. Kinh
    • Organizer
      第23回日本集団災害医学会学術集会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Non-Contact Acquisition of Respiration and Heart Rates Using Doppler Radar with Time Domain Peak-Detection Algorithm.2017

    • Author(s)
      Xiaofeng Yang, Guanghao Sun, Koichiro Ishibashi
    • Organizer
      The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Short Time and Contactless Virus Infection Screening System with Discriminate Function Using Doppler Radar.2017

    • Author(s)
      Xiaofeng Yang, Koichiro Ishibashi, Toshiaki Negishi, Tetsuo Kirimoto, Guanghao Sun
    • Organizer
      12th International Conference on Bio-Inspired Computing: Theories And Application
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Online State Space Filtering of Biosignals using Neural Network-Augmented Kalman Filter.2017

    • Author(s)
      Yu Yao, Guanghao Sun, Tetsuo Kirimoto, Takemi Matsui, Michael Schiek
    • Organizer
      The 10th Biomedical Engineering International Conference
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Simple and Objective Screening of Major Depressive Disorder by Heart Rate Variability Analysis During Paced Respiration and Mental Task Conditions.2017

    • Author(s)
      Mai Kobayashi, Guanghao Sun, Toshikazu Shinba, Takemi Matsui, Tetsuo Kirimoto
    • Organizer
      The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] ドップラーレーダを用いた時間領域ピーク検出アルゴリズムによる呼吸と心拍の非接触測定2017

    • Author(s)
      楊小鳳,孫光鎬,石橋孝一郎
    • Organizer
      第56回 日本生体医工学会大会
    • Related Report
      2017 Research-status Report
  • [Presentation] デュアルレーダを用いた仰臥位における非接触なバイタルサイン計測のための最適位置の実験的検討2017

    • Author(s)
      石川輝,孫光鎬,桐本哲郎
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] A Comparative Study between Piezoelectric Pressure Sensor and Doppler Radar for Noncontact Monitoring of Respiration Rate.2016

    • Author(s)
      Guanghao Sun, Yu Yao, Sumiyakhand Dagdanpurev, Satoshi Suzuki, Takemi Matsui, Tetsuo Kirimoto
    • Organizer
      The 16th International Conference on Biomedical Engineering
    • Place of Presentation
      シンガポール
    • Year and Date
      2016-12-07
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] The rapid screening of patients with suspected infection in Mongolia using infection screening system with a compact radar, a thermopile array and a pulse photo-sensor.2016

    • Author(s)
      Takemi Matsui, Guanghao Sun, Bazarragchaa Ts., Sumiyakhand D., Yukiya Hakozaki, Lodoiravsal Ch., Buyanjargal Ya., Odmaa E., Myagmarjav Z., Suvdmaa N., Batsukh B.
    • Organizer
      International Scientific Conference on Tackling Infectious Diseases: Information for Action
    • Place of Presentation
      ウランバートル(モンゴル)
    • Year and Date
      2016-10-20
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 赤外線・可視画像処理技術を応用した非接触バイタルサイン計測による高精度感染症有症者検出2016

    • Author(s)
      孫 光鎬, 中山陽介, 松井岳巳, 阿部重人, 桐本哲郎
    • Organizer
      電子情報通信学会ソサイエティ大会
    • Place of Presentation
      北海道大学(北海道)
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report
  • [Presentation] ドップラーレーダーとArduinoによるローコスト・小型非接触心拍・呼吸計測システムの開発2016

    • Author(s)
      楊小鳳,石橋孝一郎,孫光鎬
    • Organizer
      生体医工学シンポジウム
    • Place of Presentation
      旭川市大雪クリスタルホール国際会議場(旭川)
    • Year and Date
      2016-09-17
    • Related Report
      2016 Research-status Report
  • [Book] Non-Invasive Diagnostic Methods Image Processing2018

    • Author(s)
      Guanghao Sun, Toshiaki Negishi, Tetsuo Kirimoto, Takemi Matsui and Shigeto Abe
    • Total Pages
      52
    • Publisher
      IntechOpen
    • ISBN
      9781789848458
    • Related Report
      2018 Annual Research Report
  • [Book] AI導入によるバイオテクノロジーの発展:第5章: 機械学習クラスタ解析を応用した感染症スクリーニングシステムの研究開発2018

    • Author(s)
      孫光鎬
    • Total Pages
      234
    • Publisher
      シーエムシー
    • ISBN
      9784781313153
    • Related Report
      2018 Annual Research Report
  • [Book] 生体情報センシングと ヘルスケアへの最新応用 ~ウェアラブル、非侵襲・非接触計測、連続モニタリング~2017

    • Author(s)
      孫 光鎬, 桐本哲郎
    • Total Pages
      550
    • Publisher
      技術情報協会
    • ISBN
      9784861046612
    • Related Report
      2017 Research-status Report
  • [Book] Applications of Infrared Thermography for Noncontact and Noninvasive Mass Screening of Febrile International Travelers at Airport Quarantine Stations.2017

    • Author(s)
      Guanghao Sun, Takemi Matsui, Tetsuo Kirimoto, Yu Yao, Shigeto Abe
    • Publisher
      Springer
    • Related Report
      2016 Research-status Report
  • [Remarks] 孫光鎬研究室  電気通信大学 情報理工学研究科 機械知能システム学専攻

    • URL

      https://sun-melab.com/

    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 生体信号成分検出装置、検出方法および記録媒体2018

    • Inventor(s)
      孫 光鎬・小林茉以・桐本哲郎
    • Industrial Property Rights Holder
      電気通信大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2018-168053
    • Filing Date
      2018
    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 心拍・呼吸計測システム及び心拍・呼吸計測方法2017

    • Inventor(s)
      孫 光鎬・石橋 孝一郎・楊 小鳳
    • Industrial Property Rights Holder
      孫 光鎬・石橋 孝一郎・楊 小鳳
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2017-133367
    • Filing Date
      2017
    • Related Report
      2017 Research-status Report

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Published: 2016-04-21   Modified: 2020-03-30  

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