Framework for a smart data analytics platform towards process monitoring and alarm management

被引:28
作者
Hu, Wenkai [1 ]
Shah, Sirish L. [2 ]
Chen, Tongwen [1 ]
机构
[1] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 1H9, Canada
[2] Univ Alberta, Dept Chem & Mat Engn, Edmonton, AB T6G 1H9, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Analytics; Big data; Performance monitoring; Process monitoring; Alarm systems; Process data analytics; Fault detection and diagnosis; PLANT-WIDE OSCILLATION; SPECTRAL ENVELOPE; SIMILARITY ANALYSIS; CORRELATED ALARMS; ONLINE METHOD; TIME-SERIES; DIAGNOSIS; SYSTEMS; DESIGN;
D O I
10.1016/j.compchemeng.2017.10.010
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The fusion of information from disparate sources of data is the key step in devising strategies for a smart analytics platform. In the context of the application of analytics in the process industry, this paper provides a framework for seamless integration of information from process and alarm databases complimented with process connectivity information. The discovery of information from such diverse data sources can be subsequently used for process and performance monitoring including alarm rationalization, root cause diagnosis of process faults, hazard and operability analysis, safe and optimal process operation. The utility of the proposed framework is illustrated by several successful industrial case studies. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:225 / 244
页数:20
相关论文
共 63 条
  • [1] Study of generalized delay-timers in alarm configuration
    Adnan, Naseeb Ahmed
    Cheng, Yue
    Izadi, Iman
    Chen, Tongwen
    [J]. JOURNAL OF PROCESS CONTROL, 2013, 23 (03) : 382 - 395
  • [2] On expected detection delays for alarm systems with deadbands and delay-timers
    Adnan, Naseeb Ahmed
    Izadi, Iman
    Chen, Tongwen
    [J]. JOURNAL OF PROCESS CONTROL, 2011, 21 (09) : 1318 - 1331
  • [3] Similarity Analysis of Industrial Alarm Flood Data
    Ahmed, Kabir
    Izadi, Iman
    Chen, Tongwen
    Joe, David
    Burton, Tim
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2013, 10 (02) : 452 - 457
  • [4] BASIC LOCAL ALIGNMENT SEARCH TOOL
    ALTSCHUL, SF
    GISH, W
    MILLER, W
    MYERS, EW
    LIPMAN, DJ
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) : 403 - 410
  • [5] Finding the direction of disturbance propagation in a chemical process using transfer entropy
    Bauer, Margret
    Cox, John W.
    Caveness, Michelle H.
    Downs, James J.
    Thornhill, Nina F.
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2007, 15 (01) : 12 - 21
  • [6] The Connection of peak alarm rates to plant incidents and what you can do to minimize
    Beebe, Dustin
    Ferrer, Steve
    Logerot, Darwin
    [J]. PROCESS SAFETY PROGRESS, 2013, 32 (01) : 72 - 77
  • [7] Cheng Y., 2013, THESIS
  • [8] Optimal Alarm Signal Processing: Filter Design and Performance Analysis
    Cheng, Yue
    Izadi, Iman
    Chen, Tongwen
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2013, 10 (02) : 446 - 451
  • [9] Pattern matching of alarm flood sequences by a modified Smith-Waterman algorithm
    Cheng, Yue
    Izadi, Iman
    Chen, Tongwen
    [J]. CHEMICAL ENGINEERING RESEARCH & DESIGN, 2013, 91 (06) : 1085 - 1094
  • [10] Process monitoring using causal map and multivariate statistics: fault detection and identification
    Chiang, LH
    Braatz, RD
    [J]. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2003, 65 (02) : 159 - 178