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Parameter Estimation of Time-Varying ARMA Model 被引量:3
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作者 王文华 韩力 王文星 《Journal of Beijing Institute of Technology》 EI CAS 2004年第2期131-134,共4页
The auto-regressive moving-average (ARMA) model with time-varying parameters is analyzed. The time-varying parameters are assumed to be a linear combination of a set of basis time-varying functions, and the feedbac... The auto-regressive moving-average (ARMA) model with time-varying parameters is analyzed. The time-varying parameters are assumed to be a linear combination of a set of basis time-varying functions, and the feedback linear estimation algorithm is used to estimate the time-varying parameters of the ARMA model. This algorithm includes 2 linear least squares estimations and a linear filter. The influence of the order of basis time-(varying) functions on parameters estimation is analyzed. The method has the advantage of simple, saving computation time and storage space. Theoretical analysis and experimental results show the validity of this method. 展开更多
关键词 auto-regressive moving-average (ARMA) model feedback linear estimation basis time-varying function spectral estimation
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Robust Control for Static Loading of Electro-hydraulic Load Simulator with Friction Compensation 被引量:22
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作者 YAO Jianyong JIAO Zongxia YAO Bin 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2012年第6期954-962,共9页
Load simulator is a key test equipment for aircraft actuation systems in hardware-in-the-loop-simulation. Static loading is an essential function of the load simulator and widely used in the static/dynamic stiffness t... Load simulator is a key test equipment for aircraft actuation systems in hardware-in-the-loop-simulation. Static loading is an essential function of the load simulator and widely used in the static/dynamic stiffness test of aircraft actuation systems. The tracking performance of the static loading is studied in this paper. Firstly, the nonlinear mathematical models of the hydraulic load simulator are derived, and the feedback linearization method is employed to construct a feed-forward controller to improve the force tracking performance. Considering the effect of the friction, a LuGre model based friction compensation is synthesized, in which the unmeasurable state is estimated by a dual state observer via a controlled learning mechanism to guarantee that the estimation is bounded. The modeling errors are attenuated by a well-designed robust controller with a control accuracy measured by a design parameter. Employing the dual state observer is to capture the different effects of the unmeasured state and hence can improve the friction compensation accuracy. The tracking performance is summarized by a derived theorem. Experimental results are also obtained to verify the high performance nature of the proposed control strategy. 展开更多
关键词 electro-hydraulic load simulator robust control friction compensation feedback linearization LuGre model nonlinear control state estimation
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