Intelligent sensing: Neural network based health diagnosis for sensor arrays

E. Gaura, R.M. Newman

Research output: Chapter in Book/Report/Conference proceedingConference proceeding

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 languageEnglish
Title of host publication2003 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2003. AIM 2003. Proceedings
PublisherIEEE
Pages360-365
Number of pages6
DOIs
Publication statusPublished - 4 Sep 2003
EventIEEE/ASME International Conference on Advanced Intelligent Mechatronics - Kobe, Japan
Duration: 20 Jul 200324 Jul 2003

Conference

ConferenceIEEE/ASME International Conference on Advanced Intelligent Mechatronics
Abbreviated titleAIM 2003
CountryJapan
CityKobe
Period20/07/0324/07/03

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

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  • Cite this

    Gaura, E., & Newman, R. M. (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 (pp. 360-365). IEEE. https://doi.org/10.1109/AIM.2003.1225122