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Fault Detection and potimization of HVAC Systems at Operational Stage for Energy Conservation

Research Project

Project/Area Number 09650650
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Architectural environment/equipment
Research InstitutionKYOTO UNIVERSITY

Principal Investigator

YOSHIDA Harunori  Kyoto University, Dept. of Gloval Environment Engineering, Associate Prof., 工学研究科, 助教授 (00144337)

Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥2,700,000 (Direct Cost: ¥2,700,000)
Fiscal Year 1998: ¥1,700,000 (Direct Cost: ¥1,700,000)
Fiscal Year 1997: ¥1,000,000 (Direct Cost: ¥1,000,000)
KeywordsAir-Conditioning Systems / Fault Detection & Diagnosis / VAV Systems / ARX Model / Thermal Storage System / Simulation / Energy Conservation / 負荷予測 / 最適運転制御 / 故障検知 / 故障診断 / 故障発見 / 最適運転
Research Abstract

Attaining the reduction of CO2 emission and retrieving the same level of emission rate in 1990 is regarded as a prompt action to prevent global warming. Since the CO2 emission rate in the building sector is estimated about 1/3 of the Japanese total much effort done is indispensable.
It has become clear that most of the CO2 emission in building sectors is due to operation but to construction of buildings, therefore, energy conservation is considered more important issue than before toward future. In this research several methodologies for energy conservation at the stage of HVAC system operation, which consumes a lot of energy, were developed investigated
1) Automatic fault detection and diagnosis of VAV systems based on ARX model method was developed. The robustness and feasibility of the methods was tested by computer simulation and using the real data obtained from the R/D building of Toko Electric utility company.
2) A new algorithm for prediction of heat load based on weather forecast and the collected past data measured at the building was developed and the usefulness was analyzed using field data from a real building.
3) Optimum operation of thermal storage in terms of energy conservation was developed and the efficiency was investigated based on system simulation code like TRNSYS.
The energy consumption of a university and its relation to weather conditions and the way of building use was investigated in terms of energy conservation.

Report

(3 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • Research Products

    (34 results)

All Other

All Publications (34 results)

  • [Publications] Kumar,S、Yoshida,H: "Application and Analysis of FDD Technique using Recursive Identification Algorithm by adoptive Forgetting Through Multiple Models in Real Data Obtained from AHU VAV System"International Conference on Energy Research and Development(ICERD)Conference Proceedings. Vol.1. 530-539 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] T.Miyazaki、K.Kamimura、H.Yoshida、et al.: "Application of Fuzzy Abduction Fault Diagnosis and User Interaction at T-Hospital"IEA Annex 34 working paper at UK meeting. Vol.1. 30-39 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Yoshida,H、Kumar,S: "ARX and AFMM Model Based On-line Real-time Data Base Diagnosis of Sudden Fault in AHU of VAV system"Energy Conversion and Management,Pergamon Press. Vol.40. 1191-1206 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Yoshida,H、Kumar,S: "Development of ARX Model Based Off-line FDD Technique for Energy Efficient Buildings"World Renewable Energy Congress(Perth,Australia). Vol.1. 11-18 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Yoshida,H.and Kumar,S: "RARX Algorithm Based Model Development and Application to Real Time Date for On-line Fault Detection in VAV AHU Units"IBPSA Building Simulation '99. Vol.3. 161-168 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 吉田治典、サンジャイクマール: "モデルを用いた空調システムのオンライン故障・診断手法の開発;実データを用いた解析"日本建築学会計画系論文集. No.525. 65-73 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Goto,Y、Yoshida,H: "Development of Optimal Operation of Thermal Storage Tank and the Validation by Simulation"IBPSA Building simulation '99. No.3. 513-516 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 吉田治典、後藤祥仁: "蓄熱空調システムのための実データを用いた熱負荷予測アルゴリズムの検証"空気調和・衛生工学会論文集. No.73. 94-104 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 吉田治典、石井和尋、吉田章彦: "土地情報を用いた地域気温データの統一的モデル化"日本建築学会計画系論文集. No.525. 29-36 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 吉田治典: "負荷予測ベンチマークテストとその効果―空気調和・衛生工学会オープンフォーラム"蓄熱システムの最適化と負荷予測、空気調和・衛生工学会. 103-106 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 吉田治典: "気象情報とビル管理"空気調和・衛生工学、空気調和・衛生工学会. Vol.73,No.7. 33-38 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 吉田治典: "蓄熱における熱負荷予測の役割と背景"空気調和・衛生工学、空気調和・衛生工学会. Vol.73,No.9. 7-10 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 吉田治典: "ライフサイクルCO2と省エネルギー"電気設備学会梗概集、電気設備学会. Vol.17. 327-328 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 今村、吉田ほか: "大学施設のエネルギー消費に関する調査と分析"日本建築学会近畿支部研究報告集. No.H11. 133-136 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 山口、吉田ほか: "蓄熱空調システムのシミュレーションによる最適運転法の検証"日本建築学会近畿支部研究報告集. No.H11. 157-160 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Kumar, S., Yoshida, H.: "Application and Analysis of FDD Technique using Recursive Identification Algorithm by adoptive Forgetting Through Multiple Models in Real Data Obtained from AHU VAV System"Proceedings, International Conference on Energy Research and Development (ICERD), Conference Proceedings. Vol.1. 530-539 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] T. Miyazaki, K. Kamimura, H. Yoshida, et. Al.: "Application of Fuzzy Abduction Fault Diagnosis and User Interaction at T-Hospital"IEA ANNEX 34 working paper at UK meeting. (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Yoshida, H., Kumar, S.: "FARX and AFMM Model Based On-line Real-time Data Base Diagnosis of Sudden Fault in AHU of VAV system"Energy Conversion and Management, Pergamon Press. Vol.40. 1191-1206 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Yoshida, H., Kumar, S.: "Development of ARX Model Based Off-line FDD Technique for Energy Efficient Buildings. World Renewable Energy Congress (Perth, Australia)"IEA ANNEX34 Meeting, February. (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Yoshida, H. and Kumar, S.: "RARX Algorithm Based Model Development and Application to Real Time Data for On-line Fault Detection in VAV AHU Units"IBPSA Building Simulation '99. 161-168 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] H. Yoshida, S. Kumar: "Development of On-Line Fault Detection for HVAC System using Real Building Data"Transactions of Architectural Institute of Japan. No.525. 65-73 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Goto, Y., Yoshida, H.: "Development of Optimal Operation of Thermal Storage Tank and the Validation by Simulation"IBPSA Building Simulation '99. 513-516 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] H. Yoshida, Y. Goto: "Validation of Air-Conditioning Load Prediction Algorithm for Thermal Storage Systems using Field Data"Transactions of SHASE. No.73. 95-104 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] H. Yoshida, K. Ishii: "Generic Weather Model of Regional Temperature using Land Use Information"Transactions of Architectural Institute of Japan. No.525. 29-36 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] H. Yoshida: "Weather Data and Building Management"Journal of SHASE. Vol.73, No.7. 33-38 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] H. Yoshida: "The Role and Background of Air-Conditionning Load Prediction in Thermal Storage Systems"Journal of SHASE. Vol.73, No.9. 7-10 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 吉田治典、都築剛: "空調システムの不具合がエネルギー消費に与える影響" 空気調和・衛生工学会学術講演会講演論文集. 161-164 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] Kumar,S., Yoshida,H.: "Application and Analysis of FDD Technique using Recursive Identification Algorithm by adoptive Forgetting Through Multiple Models in Real Data Obtained from AHU VAV System" CERD Conference Proceedings. Vol.1. 530-539 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Yoshida,H.,Kumar,S.: "ARX and AFMM Model Based On-line Real-time Data Base Diagnosis of Sudden Fault in AHU of VAV system,Energy Conversion and Management" Energy Conversion and Management Pergamon Press. Vol.40(掲載予定). (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] Yoshida,H.,Kumar,S.: "Development of ARX Model Based Off-line FDD Technique for Energy Efficient Buildings" Renewable Energy Pergamon Press. Vol.9(掲載予定). (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] 吉田治典,後藤 祥仁: "蓄熱空調システムのための実データを用いた熱負荷予測アルゴリズムの検証" 空気調和 衛生工学会論文集. Vol.75(掲載予定). (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] 吉田治典: "空調システムの不具合がエネルギー消費に与える影響" 空気調和・衛生工学会学術講演集. H.9.(I). 161-164 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] H.Yoshida: "Implementing faults in HVAC Systems of Tokyo Electric R&D Center" IEA Annex34 Working paper,Boulder. 1. 1-10 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] H.Yoshida: "Rational operation of a thermal Storage tank with load prediction scheme by ARX model approach" Building Simulation '97. 5. 79-86 (1997)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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