Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring

Ivan S. Cole; Penny A. Corrigan; Wayne Ganther; Tim Ho; Chris J. Lewis; Tim H. Muster; David Paterson; Don C. Price; D. A. Scott; David Followell; Steve Galea; Bruce Hinton

doi:10.1109/PHM.2008.4711441

Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring

Ivan S. Cole
, Penny A. Corrigan
, Wayne Ganther
, Tim Ho
, Chris J. Lewis
, Tim H. Muster
, David Paterson
, Don C. Price
, D. A. Scott
, David Followell
, Steve Galea
, Bruce Hinton

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

15 Citations (Scopus)

Abstract

This paper reports the development and testing of an intelligent sensing network for monitoring corrosion of aircraft structures. The agent-based system uses sensed microclimate and corrosion data with an innovative analysis approach to diagnose corrosion and to infer the presence of corrosion in locations such as crevices and fasteners where it cannot be sensed directly. An important feature of the system is its ability to provide prognostic information to enable timely corrective maintenance scheduling.

Original language	English
Title of host publication	2008 International Conference on Prognostics and Health Management, PHM 2008
DOIs	https://doi.org/10.1109/PHM.2008.4711441
Publication status	Published - 2008
Externally published	Yes
Event	2008 International Conference on Prognostics and Health Management, PHM 2008 - Denver, United States Duration: 6 Oct 2008 → 9 Oct 2008

Publication series

Name	2008 International Conference on Prognostics and Health Management, PHM 2008

Conference

Conference	2008 International Conference on Prognostics and Health Management, PHM 2008
Country/Territory	United States
City	Denver
Period	6/10/08 → 9/10/08

Access to Document

10.1109/PHM.2008.4711441

Cite this

Cole, I. S., Corrigan, P. A., Ganther, W., Ho, T., Lewis, C. J., Muster, T. H., Paterson, D., Price, D. C., Scott, D. A., Followell, D., Galea, S., & Hinton, B. (2008). Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring. In 2008 International Conference on Prognostics and Health Management, PHM 2008 Article 4711441 (2008 International Conference on Prognostics and Health Management, PHM 2008). https://doi.org/10.1109/PHM.2008.4711441

@inproceedings{1a2a9d07bd1340908a04a8447f338099,

title = "Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring",

abstract = "This paper reports the development and testing of an intelligent sensing network for monitoring corrosion of aircraft structures. The agent-based system uses sensed microclimate and corrosion data with an innovative analysis approach to diagnose corrosion and to infer the presence of corrosion in locations such as crevices and fasteners where it cannot be sensed directly. An important feature of the system is its ability to provide prognostic information to enable timely corrective maintenance scheduling.",

keywords = "Corrosion, Damage prognosis, Learning systems, Structural health monitoring",

author = "Cole, \{Ivan S.\} and Corrigan, \{Penny A.\} and Wayne Ganther and Tim Ho and Lewis, \{Chris J.\} and Muster, \{Tim H.\} and David Paterson and Price, \{Don C.\} and Scott, \{D. A.\} and David Followell and Steve Galea and Bruce Hinton",

year = "2008",

doi = "10.1109/PHM.2008.4711441",

language = "English",

isbn = "9781424419357",

series = "2008 International Conference on Prognostics and Health Management, PHM 2008",

booktitle = "2008 International Conference on Prognostics and Health Management, PHM 2008",

note = "2008 International Conference on Prognostics and Health Management, PHM 2008 ; Conference date: 06-10-2008 Through 09-10-2008",

}

Cole, IS, Corrigan, PA, Ganther, W, Ho, T, Lewis, CJ, Muster, TH, Paterson, D, Price, DC, Scott, DA, Followell, D, Galea, S & Hinton, B 2008, Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring. in 2008 International Conference on Prognostics and Health Management, PHM 2008., 4711441, 2008 International Conference on Prognostics and Health Management, PHM 2008, 2008 International Conference on Prognostics and Health Management, PHM 2008, Denver, United States, 6/10/08. https://doi.org/10.1109/PHM.2008.4711441

Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring. / Cole, Ivan S.; Corrigan, Penny A.; Ganther, Wayne et al.
2008 International Conference on Prognostics and Health Management, PHM 2008. 2008. 4711441 (2008 International Conference on Prognostics and Health Management, PHM 2008).

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

TY - GEN

T1 - Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring

AU - Cole, Ivan S.

AU - Corrigan, Penny A.

AU - Ganther, Wayne

AU - Ho, Tim

AU - Lewis, Chris J.

AU - Muster, Tim H.

AU - Paterson, David

AU - Price, Don C.

AU - Scott, D. A.

AU - Followell, David

AU - Galea, Steve

AU - Hinton, Bruce

PY - 2008

Y1 - 2008

N2 - This paper reports the development and testing of an intelligent sensing network for monitoring corrosion of aircraft structures. The agent-based system uses sensed microclimate and corrosion data with an innovative analysis approach to diagnose corrosion and to infer the presence of corrosion in locations such as crevices and fasteners where it cannot be sensed directly. An important feature of the system is its ability to provide prognostic information to enable timely corrective maintenance scheduling.

AB - This paper reports the development and testing of an intelligent sensing network for monitoring corrosion of aircraft structures. The agent-based system uses sensed microclimate and corrosion data with an innovative analysis approach to diagnose corrosion and to infer the presence of corrosion in locations such as crevices and fasteners where it cannot be sensed directly. An important feature of the system is its ability to provide prognostic information to enable timely corrective maintenance scheduling.

KW - Corrosion

KW - Damage prognosis

KW - Learning systems

KW - Structural health monitoring

UR - https://www.scopus.com/pages/publications/58449136658

U2 - 10.1109/PHM.2008.4711441

DO - 10.1109/PHM.2008.4711441

M3 - Conference Paper

AN - SCOPUS:58449136658

SN - 9781424419357

T3 - 2008 International Conference on Prognostics and Health Management, PHM 2008

BT - 2008 International Conference on Prognostics and Health Management, PHM 2008

T2 - 2008 International Conference on Prognostics and Health Management, PHM 2008

Y2 - 6 October 2008 through 9 October 2008

ER -

Cole IS, Corrigan PA, Ganther W, Ho T, Lewis CJ, Muster TH et al. Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring. In 2008 International Conference on Prognostics and Health Management, PHM 2008. 2008. 4711441. (2008 International Conference on Prognostics and Health Management, PHM 2008). doi: 10.1109/PHM.2008.4711441

Development of a sensor-based learning approach to prognostics in intelligent vehicle health monitoring

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