DocumentCode :
1323746
Title :
Probing the NASA Generic Transport Aircraft in Real-Time for Health Monitoring
Author :
Wu, N. Eva ; Ruschmann, Matthew Charles ; Huang, Jianzhuang ; Huang, Kun
Author_Institution :
Dept. of Electr. & Comput. Eng., Binghamton Univ., Binghamton, NY, USA
Volume :
19
Issue :
5
fYear :
2011
Firstpage :
1288
Lastpage :
1295
Abstract :
This brief paper describes the development of a pulse compression probing algorithm for real-time monitoring of nonlinear dynamic systems. The probing outputs of a system being monitored are estimates of the sequences of Markov parameters at the current operating point. By imposing signal to noise ratios at both the controlled outputs and the probing outputs, the probing inputs are designed to be non-intrusive and with the intention that the resulting probing outputs are unaffected by other applied signals to the system. The probing algorithm is implemented on a Virtex-5 field-programmable gate-array evaluation platform to expedite real-time processing, and is applied to monitoring the health of the NASA Generic Transport Aircraft Model (GTM). Samples of probing output residuals are evaluated using the Hotelling´s T2-test for change detection when significant noise is present in the system. This brief paper focuses its discussion on the method of rapid collection of independent samples to reduce detection delay.
Keywords :
Markov processes; aerospace simulation; aircraft maintenance; field programmable gate arrays; nonlinear dynamical systems; pulse compression; signal denoising; Markov parameters; NASA generic transport aircraft probing; Virtex-5 field-programmable gate-array; change detection; current operating point; detection delay; nonlinear dynamic systems; pulse compression probing algorithm; real-time health monitoring; real-time processing; signal-to-noise ratio; Aircraft; Field programmable gate arrays; Mathematical model; Monitoring; NASA; Real time systems; Change detection; NASA generic transport aircraft model (GTM); field-programmable gate arrays (FPGAs); nonlinear dynamic systems; psuedo-random binary sequences; pulse-compression probing algorithm; small-signal response;
fLanguage :
English
Journal_Title :
Control Systems Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6536
Type :
jour
DOI :
10.1109/TCST.2010.2067215
Filename :
5570932
Link To Document :
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