System identification
H∞ design of general multirate sampled-data control systems
Automatica (Journal of IFAC)
System identification (2nd ed.): theory for the user
System identification (2nd ed.): theory for the user
Optimal Sampled-Data Control Systems
Optimal Sampled-Data Control Systems
Adaptive Filtering Prediction and Control
Adaptive Filtering Prediction and Control
LMS-like AR modeling in the case of missing observations
IEEE Transactions on Signal Processing
Brief paper: Dual-rate adaptive control
Automatica (Journal of IFAC)
Brief Paper: Output prediction under scarce data operation: control applications
Automatica (Journal of IFAC)
Automatica (Journal of IFAC)
Brief Recursive identification under scarce measurements - convergence analysis
Automatica (Journal of IFAC)
Brief Analysis of dual-rate inferential control systems
Automatica (Journal of IFAC)
Combined parameter and output estimation of dual-rate systems using an auxiliary model
Automatica (Journal of IFAC)
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This paper considers the problems of parameter identification and output estimation with possibly irregularly missing output data, using output error models. By means of an auxiliary (reference) model approach, we present a recursive least squares algorithm to estimate the parameters of missing data systems, and establish convergence properties for the parameter and missing output estimation in the stochastic framework. The basic idea is to replace the unmeasurable inner variables with the output of an auxiliary model.