3 citations · 6 across the 7 of their papers we have counts for
8 papers
Consistency analysis of refined instrumental variable methods for continuous-time system identification in closed-loop
Rodrigo A. González, Siqi Pan, Cristian R. Rojas +1
Refined instrumental variable methods have been broadly used for identification of continuous-time systems in both open and closed-loop settings. However, the theoretical propertie…
On the Relation between Discrete and Continuous-time Refined Instrumental Variable Methods
Rodrigo A. González, Cristian R. Rojas, Siqi Pan +1
The Refined Instrumental Variable method for discrete-time systems (RIV) and its variant for continuous-time systems (RIVC) are popular methods for the identification of linear sys…
Parsimonious Identification of Continuous-Time Systems: A Block-Coordinate Descent Approach
Rodrigo A. González, Cristian R. Rojas, Siqi Pan +1
The identification of electrical, mechanical, and biological systems using data can benefit greatly from prior knowledge extracted from physical modeling. Parametric continuous-tim…
A low latency attention module for streaming self-supervised speech representation learning
Jianbo Ma, Siqi Pan, Deepak Chandran +2
The transformer is a fundamental building block in deep learning, and the attention mechanism is the transformer's core component. Self-supervised speech representation learning (S…
Consistency Analysis of the Closed-loop SRIVC Estimator
Siqi Pan, James S. Welsh, Rodrigo A. Gonzalez +1
The Consistency of the Closed-Loop Simplified Refined Instrumental Variable method for Continuous-time system (CLSRIVC) is analysed based on sampled data. It is proven that the CLS…
Consistent identification of continuous-time systems under multisine input signal excitation
Rodrigo A. González, Cristian R. Rojas, Siqi Pan +1
For many years, the Simplified Refined Instrumental Variable method for Continuous-time systems (SRIVC) has been widely used for identification. The intersample behaviour of the in…
Efficiency Analysis of the Simplified Refined Instrumental Variable Method for Continuous-time Systems
Siqi Pan, James S. Welsh, Rodrigo A. González +1
In this paper, we derive the asymptotic Cramér-Rao lower bound for the continuous-time output error model structure and provide an analysis of the statistical efficiency of the Sim…
Consistency Analysis of the Simplified Refined Instrumental Variable Method for Continuous-time Systems
Siqi Pan, Rodrigo A. González, James S. Welsh +1
In this paper, we analyse the consistency of the Simplified Refined Instrumental Variable method for Continuous-time systems (SRIVC). It is well known that the intersample behaviou…