JOURNAL ARTICLE

Recursive Subspace Identification for Closed-loop Systems

Abstract

The problem of recursive subspace identification of state-space models in closed-loop is considered in this paper. A new recursive algorithm based on stochastic approximation-principal component analysis (SA-PCA) is proposed to estimate a basis of the extended observability matrix in the noise-free case. The algorithm is evaluated by a simulation study.

Keywords:
Subspace topology Observability Principal component analysis Identification (biology) Basis (linear algebra) State space Noise (video) Loop (graph theory) Computer science Closed loop Control theory (sociology) Algorithm Component (thermodynamics) System identification Mathematics Mathematical optimization Artificial intelligence Applied mathematics Data modeling Engineering Control (management) Control engineering Statistics

Metrics

2
Cited By
1.81
FWCI (Field Weighted Citation Impact)
11
Refs
0.86
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Control Systems and Identification
Physical Sciences →  Engineering →  Control and Systems Engineering
Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Structural Health Monitoring Techniques
Physical Sciences →  Engineering →  Civil and Structural Engineering

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