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Development of Neuro-Intelligent Sensor and its application to quality control of whiskey aroma

Research Project

Project/Area Number 02555087
Research Category

Grant-in-Aid for Developmental Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field 計測・制御工学
Research InstitutionTokyo Institute of Technology

Principal Investigator

MORIZUMI Toyosaka  Tokyo Institute of Technology, Faculty of Engineering, Professor, 工学部, 教授 (80016534)

Co-Investigator(Kenkyū-buntansha) OBIKANE Yasuo  SG Engineering Co., Technical consultant, 技術コンサルタント
ASAKURA Yasuo  Suntory LTD., Institute for fundamental research, Manager, 業礎研究所, 課長
SAITO Sachiko  Industrial Research Institute, Chief researcher, 製品化学研究所, 主任研究員
NAKAMOTO Takamichi  Tokyo Institute of Technology, Faculty of Engineering, Research associate, 工学部, 助手 (20198261)
Project Period (FY) 1990 – 1991
Project Status Completed (Fiscal Year 1991)
Budget Amount *help
¥10,800,000 (Direct Cost: ¥10,800,000)
Fiscal Year 1991: ¥3,400,000 (Direct Cost: ¥3,400,000)
Fiscal Year 1990: ¥7,400,000 (Direct Cost: ¥7,400,000)
KeywordsOdor sensor / Neural network / Pattern recognition / Sensory test / Whiskey / Olfaction / lipid / Quality control / におい / 化学センサ
Research Abstract

An odor sensor was developed for the application of quality control of whiskey aroma in the present study. The output patterns from plural quartz-resonator sensors with partially overlapped specificity are rcoonized by an artificial neural network in this odor sensing system.
It was indispensable to discriminate closely similar aromas of whisakeys in whiskey quality control, and an odor sensor would be quite promising for that discrimination. Therefore, the research was performed for the purpose of realizing the sensor with a high identification capability. In order to raise the capability, sorption membranes suitable for identifying whiskey aromas were selected, and the data variation was reduced by improving the measurement system.
In the preliminary stage, the membranes were selected among stationary phase materials for gas chromatography and cellulosic ones using a statistical method. Later, several lipid membranes, which are the components of a biological cell, were added to the mem … More brane set.
The measurement system was modified as follows. Stainless steel was adopted as the material of the sample flow system to reduce the adsorption on the internal wall. A mass-flow controller was introduced to control the air flow rate and keep the aromatic vapor supply to the sensor cell constant. A thermoregulator was used to stabilize the temperature of the sample bottles and sensors so that the vapor pressure and the sensor sensitivity could be kept constant. As a result of these system modifications, the data variations of the sensors were reduced to 0.3%. After the membrane selection and the system modification, the recognition probability of whiskey aroma, which were difficult to identify before this study, was raised to more than 90%.
The prototype system for an industrial use was set at a whiskey manufacturer, and the recognition probability was found almost 90% when the whiskey identification was performed. The data necessary for developint the system furthermore is now being gathered. Less

Report

(3 results)
  • 1991 Annual Research Report   Final Research Report Summary
  • 1990 Annual Research Report
  • Research Products

    (25 results)

All Other

All Publications (25 results)

  • [Publications] T.Nakamoto,K.Fukunishi and T.Moriizumi: "Identification Capability of Odor Sensor Using Quartz-resonator Array and Neural-Network Pattern Recognition" Sensors and Actuatorss. B1. 473-476 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] T.Nakamoto and T.Moriizumi: "A Theory of a Quartz Crystal Microbalance Based upon a Mason Equivalent Circuit" Japan J.Appl.Phys.29. 963-969 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 中本,森泉: "水晶振動子とにおい識別" 超音波Techno. 10月号. 58-61 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 桜庭,中本,森泉: "ファジィ学習ベクトル量子化法" 電子情報通信学会論文誌. J73ーDII. 1863-1871 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] T.Nakamoto,A.Fukuda,T.Moriizumi and Y.Asakura: "Improvement of Identification Capability in Odor Sensing System" Sensors and Actuators. 3. 221-226 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 中本,福田,森泉: "水晶振動子ガスセンサの出力予測法" 電子情報通信学会論文誌. J74ーCーII. 450-457 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 森泉 豊栄(堂山他編,共著): "「バイオ素子」第3章 バイオセンサ" 丸善, 35 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] T. Nakamoto, K. Fukunishi and T. Morizumi: "Identification Capability of Odor Sensor Using Quartz-resonator Array and Neural-Network Pattern Recognition" Sensors and Actuators. B1. 473-476 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] T. Nakamoto and T. Morizumi: "A Theory of a Quartz Crystal Microbalance Based upon a Mason Equivalent Circuit" Jpn. J. Appl. Phys.29. 963-969 (29)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] T. Nakamoto and T. Morizumi: "Odor Identification and Quartz-resonator Sensor" Ultrasonic Technology. 10, 58-61 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Y. Sakurada, T. Nakamoto and T. Morizumi: "New Method of Learning Vector Quantization Using Fuzzy Theory" Trans. IEICE J 73-D-II. 1863-1871 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] T. Nakamoto, A. Fukada, T. Morizumi and Y. Asakura: "Improvement of Identification Capability in an Odor Sensing System" Sensors and Actuators. 3. 221-226 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] T. Nakamoto, A. Fukuda and T. Morizumi: "A Prediction Method of Output Signals from quartz Resonator Gas Sensor" Trans. IEICE J74-C-II. 450-457 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 中本、福田、森泉: "水晶振動子ガスセンサの出力予測法" 電子情報通信学会論文誌. J74-C-II. 450-457 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] T.Nakamoto,A.Fukuda and T.Moriizumi: "Improvement of identification capability in odor sensing system" Sensor and Actuators. 3. 221-226 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] T.Nakamoto,A.Fukuda and T.Moriizumi: "Perfume and flavor identification by odor sensing system using quartz-vesonator sensor array and neural-network pattern recognition" Proceeding of Transducers'91. 355-358 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] A.Fukuda,T.Nakamoto,and T.Moriizumi: "Development of odor sensing system for application to whisky quality control" Technical digest of Sensor Symposium. 191-194 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 中本、森泉: "においセンシングシステム" 電気化学協会春季講演論文集. トク1B17- (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] T.Nakamoto,K.Fukunishi and T.Moriizumi: "Identification Capability of Odor Sensor Using QuartzーResonator Arrey and NeuralーNetwork Pattern Recognition" Sensors and Actuators. B1. 473-476 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] T.Nakamoto and T.Moriizumi: "A Theory of a Quartz Crystal Microbalance Based upon a Mason Equivalent Circuit" Japan.J.Appl.Phys.29. 963-969 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 中本.森泉: "水晶振動子とにおい識別" 超音波Techno. 10月号. 58-61 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 桜庭、中本、森泉: "ファジ-学習ベクトル量子化法" 電子情報通信学会論文誌. J73ーD2. 1863-1871 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] T.Nakamoto,T.Fukuda and T.Moriizumi: "Gas Identification System Using Sensor Array with Plastic charvacteristion" Sensors and Actuators. 3. 1-6 (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] T.Nakamoto,A.Fukuda,T.Moriizumi and Y.Asakura: "Improvement of Identification Capability in Odor Sensing System" Sensors and Actuators.

    • Related Report
      1990 Annual Research Report
  • [Publications] 森泉 豊栄(堂山他編,共著): "「バイオ素子」第3章バイオセンサ" 丸善, 35 (1990)

    • Related Report
      1990 Annual Research Report

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Published: 1990-04-01   Modified: 2016-04-21  

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