Subspace-aided Closed-loop System Identification with Application to DC Motor System
IEEE Transactions on Industrial Electronics(2020)
Abstract
A novel closed-loop numerical algorithm for subspace state space system identification (CN4SID) is proposed in this paper. Different from standard schemes, CN4SID algorithm can extend the standard LQ decomposition to the closed-loop cases by incorporating the controller information. Moreover, the proposed method can deliver unbiased pole estimation in the closed-loop framework. To this end, CN4SID algorithm shows superior pole estimation performance compared with a class of subspace identification method via principal component analysis algorithms. The effectiveness of the proposed CN4SID algorithm is finally verified through a practical dc motor system.
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Key words
Estimation,Mathematical model,Closed loop systems,Standards,Instruments,DC motors,Aerospace electronics
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