DocumentCode :
1393376
Title :
Performance Assessment and Design for Univariate Alarm Systems Based on FAR, MAR, and AAD
Author :
Xu, Jianwei ; Wang, Jiandong ; Izadi, Iman ; Chen, Tongwen
Author_Institution :
Coll. of Eng., Peking Univ., Beijing, China
Volume :
9
Issue :
2
fYear :
2012
fDate :
4/1/2012 12:00:00 AM
Firstpage :
296
Lastpage :
307
Abstract :
The performance of a univariate alarm system can be assessed in many cases by three indices, namely, the false alarm rate (FAR), missed alarm rate (MAR), and averaged alarm delay (AAD). First, this paper studies the definition and computation of the FAR, MAR, and AAD for the basic mechanism of alarm generation solely based on a trip point, and for the advanced mechanism of alarm generation by exploiting alarm on/off delays. Second, a systematic design of alarm systems is investigated based on the three performance indices and the tradeoffs among them. The computation of FAR, MAR, and AAD and the design of alarm systems require the probability density functions (PDFs) of the univariate process variable in the normal and abnormal conditions. Thus, a new method based on mean change detection is proposed to estimate the two PDFs. Numerical examples and an industrial case study are provided to validate the obtained theoretical results on the FAR, MAR and AAD, and to illustrate the proposed performance assessment and alarm system design procedures.
Keywords :
alarm systems; design for manufacture; statistical analysis; AAD; FAR; MAR; alarm generation mechanism; alarm on-off delay; averaged alarm delay; false alarm rate; mean change detection; missed alarm rate; performance assessment; performance index; probability density function; trip point; univariate alarm system design; univariate process variable; Alarm systems; Delay; Markov processes; Mathematical model; Monitoring; Probability density function; Averaged alarm delay (AAD); change detection; false alarm rate (FAR); kernel PDFs; missed alarm rate (MAR); performance assessment; univariate alarm systems;
fLanguage :
English
Journal_Title :
Automation Science and Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1545-5955
Type :
jour
DOI :
10.1109/TASE.2011.2176490
Filename :
6097078
Link To Document :
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