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...
Main Authors: | , , |
---|---|
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 |