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System Identification of Proportional Solenoid Valve Dynamics

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Abstract

We present a system identification technique for the characterisation of the linearity and dynamic response of a PSOL valve and its corresponding electronic control unit (ECU) using bandlimited white noise, as well as pseudo random "non-sum non-difference" (NSND) waveforms consisting of mutually prime frequencies to mitigate the effects of nonlinear distortions. The parameters of several transfer function models were simultaneously estimated from the voltage-flow frequency response using a nonlinear gradient descent technique. Candidate transfer function models were assessed using the mean squared residual (MSR) criterion and the corrected Akaike information criterion (AICc). The MSR yielded a transfer function consisting of 10 poles and 9 zeros, while the AICc yielded a simpler transfer function consisting of 5 poles and 3 zeros. Monte Carlo analysis demonstrated fragile stability for the MSR-selected model with respect to varying parameter values within estimated uncertainties, yet a robust stability for the AICc-selected model.

References
1.
Maki B . Interpretation of the coherence function when using pseudorandom inputs to identify nonlinear systems. IEEE Trans Biomed Eng. 1986; 33(8):775-9. DOI: 10.1109/TBME.1986.325901. View

2.
Lua A, Shi K, Chua L . Proportional assist ventilation system based on proportional solenoid valve control. Med Eng Phys. 2001; 23(6):381-9. DOI: 10.1016/s1350-4533(01)00058-3. View

3.
Zhang Q, Suki B, Lutchen K . Harmonic distortion from nonlinear systems with broadband inputs: applications to lung mechanics. Ann Biomed Eng. 1995; 23(5):672-81. DOI: 10.1007/BF02584464. View

4.
Bermejo S, Cabestany J . Oriented principal component analysis for large margin classifiers. Neural Netw. 2002; 14(10):1447-61. DOI: 10.1016/s0893-6080(01)00106-x. View

5.
Kaczka D, Lutchen K . Servo-controlled pneumatic pressure oscillator for respiratory impedance measurements and high-frequency ventilation. Ann Biomed Eng. 2004; 32(4):596-608. DOI: 10.1023/b:abme.0000019179.87974.7d. View