Intelligent sensing: Neural network based health diagnosis for sensor arrays

E. Gaura; R.M. Newman

doi:10.1109/AIM.2003.1225122

Intelligent sensing: Neural network based health diagnosis for sensor arrays

E. Gaura, R.M. Newman

College of Engineering, Environment & Science

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding › peer-review

9 Citations (Scopus)

Abstract

The paper discusses the appropriateness of local sensor health monitoring/sensor fault diagnosis and suggests an artificial intelligence (AI) based solution to the diagnosis of sensor fault, in the context of sensor arrays. In contradistinction with the "centralized" methods currently used process/system fault detection, the work presented here aims to establish a process independent and sensor specific methodology for detecting and isolating sensor failures and fault recovery. The intelligent system proposed integrates the adaptability and learning ability of artificial neural networks with effective inter-sensor communication protocols. Micromachined accelerometers are considered as a case study. © 2003 IEEE.

Original language	English
Title of host publication	2003 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2003. AIM 2003. Proceedings
Publisher	IEEE
Pages	360-365
Number of pages	6
DOIs	https://doi.org/10.1109/AIM.2003.1225122
Publication status	Published - 4 Sept 2003
Event	IEEE/ASME International Conference on Advanced Intelligent Mechatronics - Kobe, Japan Duration: 20 Jul 2003 → 24 Jul 2003

Conference

Conference	IEEE/ASME International Conference on Advanced Intelligent Mechatronics
Abbreviated title	AIM 2003
Country/Territory	Japan
City	Kobe
Period	20/07/03 → 24/07/03

Keywords

Artificial intelligence
Failure analysis
Intelligent mechatronics
Intelligent networks
Intelligent systems
Monitoring
Neural networks
Sensor arrays, Health diagnosis
Health monitoring
Intelligent sensing
Intelligent sensors
Learning abilities
Micromachined accelerometers
Sensor communication
Sensor systems, Fault detection

Access to Document

10.1109/AIM.2003.1225122

Cite this

Gaura, E & Newman, RM 2003, Intelligent sensing: Neural network based health diagnosis for sensor arrays. in 2003 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2003. AIM 2003. Proceedings. IEEE, pp. 360-365, IEEE/ASME International Conference on Advanced Intelligent Mechatronics, Kobe, Japan, 20/07/03. https://doi.org/10.1109/AIM.2003.1225122

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title = "Intelligent sensing: Neural network based health diagnosis for sensor arrays",

abstract = "The paper discusses the appropriateness of local sensor health monitoring/sensor fault diagnosis and suggests an artificial intelligence (AI) based solution to the diagnosis of sensor fault, in the context of sensor arrays. In contradistinction with the {"}centralized{"} methods currently used process/system fault detection, the work presented here aims to establish a process independent and sensor specific methodology for detecting and isolating sensor failures and fault recovery. The intelligent system proposed integrates the adaptability and learning ability of artificial neural networks with effective inter-sensor communication protocols. Micromachined accelerometers are considered as a case study. {\textcopyright} 2003 IEEE.",

keywords = "Artificial intelligence, Failure analysis, Intelligent mechatronics, Intelligent networks, Intelligent systems, Monitoring, Neural networks, Sensor arrays, Health diagnosis, Health monitoring, Intelligent sensing, Intelligent sensors, Learning abilities, Micromachined accelerometers, Sensor communication, Sensor systems, Fault detection",

author = "E. Gaura and R.M. Newman",

year = "2003",

month = sep,

day = "4",

doi = "10.1109/AIM.2003.1225122",

language = "English",

pages = "360--365",

booktitle = "2003 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2003. AIM 2003. Proceedings",

publisher = "IEEE",

address = "United States",

note = "IEEE/ASME International Conference on Advanced Intelligent Mechatronics, AIM 2003 ; Conference date: 20-07-2003 Through 24-07-2003",

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T1 - Intelligent sensing

T2 - IEEE/ASME International Conference on Advanced Intelligent Mechatronics

AU - Gaura, E.

AU - Newman, R.M.

PY - 2003/9/4

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N2 - The paper discusses the appropriateness of local sensor health monitoring/sensor fault diagnosis and suggests an artificial intelligence (AI) based solution to the diagnosis of sensor fault, in the context of sensor arrays. In contradistinction with the "centralized" methods currently used process/system fault detection, the work presented here aims to establish a process independent and sensor specific methodology for detecting and isolating sensor failures and fault recovery. The intelligent system proposed integrates the adaptability and learning ability of artificial neural networks with effective inter-sensor communication protocols. Micromachined accelerometers are considered as a case study. © 2003 IEEE.

AB - The paper discusses the appropriateness of local sensor health monitoring/sensor fault diagnosis and suggests an artificial intelligence (AI) based solution to the diagnosis of sensor fault, in the context of sensor arrays. In contradistinction with the "centralized" methods currently used process/system fault detection, the work presented here aims to establish a process independent and sensor specific methodology for detecting and isolating sensor failures and fault recovery. The intelligent system proposed integrates the adaptability and learning ability of artificial neural networks with effective inter-sensor communication protocols. Micromachined accelerometers are considered as a case study. © 2003 IEEE.

KW - Artificial intelligence

KW - Failure analysis

KW - Intelligent mechatronics

KW - Intelligent networks

KW - Intelligent systems

KW - Monitoring

KW - Neural networks

KW - Sensor arrays, Health diagnosis

KW - Health monitoring

KW - Intelligent sensing

KW - Intelligent sensors

KW - Learning abilities

KW - Micromachined accelerometers

KW - Sensor communication

KW - Sensor systems, Fault detection

U2 - 10.1109/AIM.2003.1225122

DO - 10.1109/AIM.2003.1225122

M3 - Conference proceeding

SP - 360

EP - 365

BT - 2003 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2003. AIM 2003. Proceedings

PB - IEEE

Y2 - 20 July 2003 through 24 July 2003

ER -

Intelligent sensing: Neural network based health diagnosis for sensor arrays

Abstract

Conference

Keywords

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