A complete procedure for leak detection and diagnosis in a complex heat exchanger using data-driven fuzzy models

被引:20
|
作者
Habbi, Hacene [1 ]
Kinnaert, Michel [2 ]
Zelmat, Mimoun [1 ]
机构
[1] Univ Boumerdes, Lab Automat Appl, FHC, Boumerdes 35000, Algeria
[2] Univ Libre Bruxelles, Serv Automat & Anal Syst, B-1050 Brussels, Belgium
关键词
Leak detection; Fuzzy models; Fuzzy clustering; Heat exchangers; FAULT-DETECTION; IDENTIFICATION; DESIGN;
D O I
10.1016/j.isatra.2009.01.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an efficient fuzzy model-based leak detection algorithm is designed for a pilot heat exchanger. A dynamic fuzzy model of the physical plant is first derived from input-output measurements using a fuzzy clustering technique. This model is run in parallel to the process for symptom generation. The leak detection mechanism has been tested and validated on the real co-current heat exchanger, and has proven to be efficient in detecting leaks of different magnitudes in the water circulation pipe. (C) 2009 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:354 / 361
页数:8
相关论文
共 50 条
  • [11] Fault Detection and Diagnosis for Wind Turbines using Data-Driven Approach
    Francisco Manrique, Ruben
    Andres Giraldo, Fabian
    Sofrony Esmeral, Jorge
    2012 7TH COLOMBIAN COMPUTING CONGRESS (CCC), 2012,
  • [12] Fault detection and diagnosis in air handling using data-driven methods
    Montazeri, Atena
    Kargar, Seyed Mohamad
    JOURNAL OF BUILDING ENGINEERING, 2020, 31 (31):
  • [13] Bottleneck detection of complex manufacturing systems using a data-driven method
    Li, Lin
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2009, 47 (24) : 6929 - 6940
  • [14] Leak Detection in Water Supply Network Using a Data-Driven Improved Graph Convolutional Network
    Chen, Suisheng
    Wang, Yun
    Zhang, Wei
    Zhang, Hairong
    He, Yuchen
    IEEE ACCESS, 2023, 11 : 117240 - 117249
  • [15] Data-Driven Models for Gas Turbine Online Diagnosis
    Castillo, Ivan Gonzalez
    Loboda, Igor
    Perez Ruiz, Juan Luis
    MACHINES, 2021, 9 (12)
  • [16] Process safety enhancements for data-driven evolving fuzzy models
    Lughofer, Edwin
    2006 INTERNATIONAL SYMPOSIUM ON EVOLVING FUZZY SYSTEMS, PROCEEDINGS, 2006, : 42 - 48
  • [17] Data-driven fault detection and diagnosis for UAV swarms
    Li R.
    Jiang B.
    Yu Z.
    Lu N.
    Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2024, 50 (05): : 1586 - 1592
  • [18] Heat exchanger design, analysis and evaluation by data-driven Computational Fluid Dynamics
    Zhang, Zhifeng
    Chen, Yilun
    Ma, Jiefu
    PROCEEDINGS OF THE ASME 2020 INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, IMECE2020, VOL 11, 2020,
  • [19] Data-driven digital twin method for leak detection in natural gas pipelines
    Liang, Jing
    Ma, Li
    Liang, Shan
    Zhang, Hao
    Zuo, Zhonglin
    Dai, Juan
    COMPUTERS & ELECTRICAL ENGINEERING, 2023, 110
  • [20] A Survey and Study of Signal and Data-Driven Approaches for Pipeline Leak Detection and Localization
    Rajasekaran, Uma
    Kothandaraman, Mohanaprasad
    JOURNAL OF PIPELINE SYSTEMS ENGINEERING AND PRACTICE, 2024, 15 (02)