Time-varying modal parameters identification of a spacecraft with rotating flexible appendage by recursive algorithm

Abstract The rotation of spacecraft flexible appendage may cause changes in modal parameters. For this time-varying system, the computation cost of the frequently-used singular value decomposition (SVD) identification method is high. Some control problems, such as the self-adaptive control, need the latest modal parameters to update the controller parameters in time. In this paper, the projection approximation subspace tracking (PAST) recursive algorithm is applied as an alternative method to identify the time-varying modal parameters. This method avoids the SVD by signal subspace projection and improves the computational efficiency. To verify the ability of this recursive algorithm in spacecraft modal parameters identification, a spacecraft model with rapid rotational appendage, Soil Moisture Active/Passive (SMAP) satellite, is established, and the time-varying modal parameters of the satellite are identified recursively by designing the input and output signals. The results illustrate that this recursive algorithm can obtain the modal parameters in the high signal noise ratio (SNR) and it has better computational efficiency than the SVD method. Moreover, to improve the identification precision of this recursive algorithm in the low SNR, the wavelet de-noising technology is used to decrease the effect of noises.

[1]  Albert Bosse,et al.  REAL-TIME MODAL PARAMETER ESTIMATION USING SUBSPACE METHODS: APPLICATIONS , 1998 .

[2]  John L. Junkins,et al.  Time-Varying Eigensystem Realization Algorithm , 2010 .

[3]  Jer-Nan Juang,et al.  Galileo spacecraft modal identification using an eigensystem realization algorithm , 1984 .

[4]  John Y. Liu Space-Based Large Spinning Sensor Pointing and Control Design and Its Application to NASA’s SMAP Spacecraft , 2014 .

[5]  Jiancheng Shi,et al.  The Soil Moisture Active Passive (SMAP) Mission , 2010, Proceedings of the IEEE.

[6]  Takashi Kida,et al.  ETS-VI On-Orbit System Identification Experiments , 1997 .

[7]  Kefu Liu,et al.  Identification of pseudo-natural frequencies of an axially moving cantilever beam using a subspace-based algorithm , 2006 .

[8]  Bin Yang,et al.  Projection approximation subspace tracking , 1995, IEEE Trans. Signal Process..

[9]  I. Yamaguchi,et al.  Experimental demonstration of LSS system identification by eigensystem realization algorithm , 1995, Proceedings of 1995 American Control Conference - ACC'95.

[10]  P. Hughes Modal Identities for Elastic Bodies, With Application to Vehicle Dynamics and Control , 1980 .

[11]  M. Phan,et al.  Identification of observer/Kalman filter Markov parameters: Theory and experiments , 1993 .

[12]  Takashi Kida,et al.  On-orbit system identification experiments on Engineering Test Satellite-VI , 1999 .

[13]  Hirotaka Igawa,et al.  Multi-input Multi-output System Identification Using Impulse Responses , 2008 .

[14]  Thomas J. Jackson,et al.  The Soil Moisture Active/Passive Mission (SMAP) , 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

[15]  Akira Meguro,et al.  In-orbit deployment characteristics of large deployable antenna reflector onboard Engineering Test Satellite VIII , 2009 .

[16]  Hirotaka Igawa,et al.  On-Orbit System Identification Experiments of the Engineering Test Satellite-VIII , 2009 .

[17]  Qian Wang,et al.  Attitude-control model identification of on-orbit satellites actuated by reaction wheels , 2010 .

[18]  Albert Bosse,et al.  REAL-TIME MODAL PARAMETER ESTIMATION USING SUBSPACE METHODS: THEORY , 1998 .

[19]  H. Hablani Constrained and unconstrained modes - Some modeling aspects of flexible spacecraft , 1982 .

[20]  Takashi Kida,et al.  Design and Implementation of Robust Symmetric Attitude Controller for ETS-VIII Spacecraft , 2008 .

[21]  J. E. Cooper,et al.  Spacecraft In-Orbit Identification Using Eigensystem Realization Methods , 1992 .

[22]  Jr. Roy Craig,et al.  Coupling of substructures for dynamic analyses - An overview , 2000 .