Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms

To improve fault detection reliability, sensor location should be designed according to an optimization criterion with constraints imposed by issues of detectability and identifiability. Reliability requires the minimization of undetectability and false alarm probability due to random factors on sen...

Full description

Bibliographic Details
Main Authors: Sirish L. Shah, Fan Yang, Deyun Xiao
Format: Article
Language:English
Published: MDPI AG 2009-10-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/9/11/8579/
id doaj-54f89e83bfaf4350b94a2d2cadb598d5
record_format Article
spelling doaj-54f89e83bfaf4350b94a2d2cadb598d52020-11-24T20:41:59ZengMDPI AGSensors1424-82202009-10-019118579859210.3390/s91108579Optimal Sensor Location Design for Reliable Fault Detection in Presence of False AlarmsSirish L. ShahFan YangDeyun XiaoTo improve fault detection reliability, sensor location should be designed according to an optimization criterion with constraints imposed by issues of detectability and identifiability. Reliability requires the minimization of undetectability and false alarm probability due to random factors on sensor readings, which is not only related with sensor readings but also affected by fault propagation. This paper introduces the reliability criteria expression based on the missed/false alarm probability of each sensor and system topology or connectivity derived from the directed graph. The algorithm for the optimization problem is presented as a heuristic procedure. Finally, a boiler system is illustrated using the proposed method. http://www.mdpi.com/1424-8220/9/11/8579/fault detectiondirected graphreliabilityfalse alarmmissed alarm
collection DOAJ
language English
format Article
sources DOAJ
author Sirish L. Shah
Fan Yang
Deyun Xiao
spellingShingle Sirish L. Shah
Fan Yang
Deyun Xiao
Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
Sensors
fault detection
directed graph
reliability
false alarm
missed alarm
author_facet Sirish L. Shah
Fan Yang
Deyun Xiao
author_sort Sirish L. Shah
title Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_short Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_full Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_fullStr Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_full_unstemmed Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_sort optimal sensor location design for reliable fault detection in presence of false alarms
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2009-10-01
description To improve fault detection reliability, sensor location should be designed according to an optimization criterion with constraints imposed by issues of detectability and identifiability. Reliability requires the minimization of undetectability and false alarm probability due to random factors on sensor readings, which is not only related with sensor readings but also affected by fault propagation. This paper introduces the reliability criteria expression based on the missed/false alarm probability of each sensor and system topology or connectivity derived from the directed graph. The algorithm for the optimization problem is presented as a heuristic procedure. Finally, a boiler system is illustrated using the proposed method.
topic fault detection
directed graph
reliability
false alarm
missed alarm
url http://www.mdpi.com/1424-8220/9/11/8579/
work_keys_str_mv AT sirishlshah optimalsensorlocationdesignforreliablefaultdetectioninpresenceoffalsealarms
AT fanyang optimalsensorlocationdesignforreliablefaultdetectioninpresenceoffalsealarms
AT deyunxiao optimalsensorlocationdesignforreliablefaultdetectioninpresenceoffalsealarms
_version_ 1716823653379735552