Advanced prognosis and health management of aircraft and spacecraft subsystems
Name
54039807-MIT.pdf
Description
Full printable version
Size
3.25 MB
Format
Adobe PDF
Checksum (MD5)
730d03408d2d09ed79cc4b40d40906ec
Author(s)
Yang, Heemin Yi, 1976-
Advisor(s)
David H. Staelin.
Date Issued
2000
Publisher
Massachusetts Institute of Technology
Abstract
Beacon Exception Analysis for Maintenance (BEAM) has the potential to be an efficient and effective model in detection and diagnosis of nominal and anomalous activity in both spacecraft and aircraft systems. The main goals of BEAM are to classify events from abstract metrics, reduce the telemetry requirements during normal and abnormal flight operations, and to detect and diagnose major system-wide changes. This thesis explores the mathematical foundations behind the BEAM process and analyzes its performance on an experimental dataset. Furthermore, BEAM's performance is compared to analysis done with principal component transforms. Metrics are established where accurate reduction of observable telemetry and detection of system-wide activities are stressed. Experiments show that BEAM is able to detect critical and yet subtle changes in system performance while principal component analysis proves to lack the sensitivity and at the same time requires more computation and subjective user inputs. More importantly, BEAM can be implemented as a real-time process in a more efficient manner.
Description
Thesis (M.Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2000.
Includes bibliographical references (p. 89).
Subjects
Electrical Engineering and Computer Science.
MIT Department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Terms of Use
M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission.
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