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General Purpose Data-Driven Online System Health Monitoring with Applications to Space OperationsModern space transportation and ground support system designs are becoming increasingly sophisticated and complex. Determining the health state of these systems using traditional parameter limit checking, or model-based or rule-based methods is becoming more difficult as the number of sensors and component interactions grows. Data-driven monitoring techniques have been developed to address these issues by analyzing system operations data to automatically characterize normal system behavior. System health can be monitored by comparing real-time operating data with these nominal characterizations, providing detection of anomalous data signatures indicative of system faults, failures, or precursors of significant failures. The Inductive Monitoring System (IMS) is a general purpose, data-driven system health monitoring software tool that has been successfully applied to several aerospace applications and is under evaluation for anomaly detection in vehicle and ground equipment for next generation launch systems. After an introduction to IMS application development, we discuss these NASA online monitoring applications, including the integration of IMS with complementary model-based and rule-based methods. Although the examples presented in this paper are from space operations applications, IMS is a general-purpose health-monitoring tool that is also applicable to power generation and transmission system monitoring.
Document ID
20110011124
Document Type
Conference Paper
Authors
Iverson, David L. (NASA Ames Research Center Moffett Field, CA, United States)
Spirkovska, Lilly (NASA Ames Research Center Moffett Field, CA, United States)
Schwabacher, Mark (NASA Ames Research Center Moffett Field, CA, United States)
Date Acquired
August 25, 2013
Publication Date
June 7, 2010
Subject Category
Mathematical and Computer Sciences (General)
Report/Patent Number
ARC-E-DAA-TN1628
Meeting Information
53rd Annual ISA POWID Symposium(Summerlin, NV)
Funding Number(s)
WBS: WBS 575376.67.61.64.61.67
Distribution Limits
Public
Copyright
Work of the US Gov. Public Use Permitted.

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