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This paper studies data-driven iterative learning control (ILC) for linear time-invariant (LTI) systems with unknown dynamics, output disturbances and input box-constraints. Our main contributions are: 1) using a non-parametric data-driven…

系统与控制 · 电气工程与系统科学 2023-12-25 Jia Wang , Leander Hemelhof , Ivan Markovsky , Panagiotis Patrinos

A new Bayesian approach to linear system identification has been proposed in a series of recent papers. The main idea is to frame linear system identification as predictor estimation in an infinite dimensional space, with the aid of…

机器学习 · 统计学 2015-07-03 Diego Romeres , Gianluigi Pillonetto , Alessandro Chiuso

In this paper, we present a realization and an identification algorithm for stochastic Linear Parameter-Varying State-Space Affine (LPV-SSA) representations. The proposed realization algorithm combines the deterministic LPV input output to…

系统与控制 · 计算机科学 2019-05-27 Manas Mejari , Mihaly Petreczky

Identification of autoregressive models with exogenous input (ARX) is a classical problem in system identification. This article considers the errors-in-variables (EIV) ARX model identification problem, where input measurements are also…

系统与控制 · 电气工程与系统科学 2020-12-01 Deepak Maurya , Arun K. Tangirala , Shankar Narasimhan

In many applications, system identification experiments must be performed under output feedback to ensure safety or to maintain system operation. In this paper, we consider the online design of informative experiments for ARMAX models by…

系统与控制 · 电气工程与系统科学 2025-10-31 Jingwei Hu , Dave Zachariah , Torbjörn Wigren , Petre Stoica

A fixed-order set-valued observer is presented for linear parameter-varying systems with bounded-norm noise and under completely unknown attack signals, which simultaneously finds bounded sets of states and unknown inputs that include the…

系统与控制 · 电气工程与系统科学 2020-01-22 Mohammad Khajenejad , Sze Zheng Yong

The subspace identification method (SIM) has been extensively employed in the identification of discrete-time multiple-input multiple-output (MIMO) linear time-invariant (LTI) systems. This paper focuses on the analysis of perturbation…

系统与控制 · 电气工程与系统科学 2025-08-25 Shuai Sun

The Vector AutoRegressive Moving Average (VARMA) model is fundamental to the theory of multivariate time series; however, identifiability issues have led practitioners to abandon it in favor of the simpler but more restrictive Vector…

统计方法学 · 统计学 2021-06-09 Ines Wilms , Sumanta Basu , Jacob Bien , David S. Matteson

Motivated by neuronal models from neuroscience, we consider the system identification of simple feedback structures whose behaviors include nonlinear phenomena such as excitability, limit-cycles and chaos. We show that output feedback is…

系统与控制 · 电气工程与系统科学 2020-02-25 Thiago B. Burghi , Maarten Schoukens , Rodolphe Sepulchre

System identification is a key enabling component for the implementation of quantum technologies, including quantum control. In this paper, we consider the class of passive linear input-output systems, and investigate several basic…

量子物理 · 物理学 2016-05-09 Madalin Guta , Naoki Yamamoto

Linear Parameter Varying (LPV) Systems are a well-established class of nonlinear systems with a rich theory for stability analysis, control, and analytical response finding, among other aspects. Although there are works on data-driven…

系统与控制 · 电气工程与系统科学 2025-07-18 Jean Panaioti Jordanou , Eduardo Camponogara , Eduardo Gildin

This paper explores the observability and estimation capability of dynamical systems using predominantly relative measurements of the system's state-space variables, with minimal to no reliance on absolute measurements of these variables.…

系统与控制 · 电气工程与系统科学 2024-10-29 Ioannis Raptis

In this paper, approximate Linear Minimum Variance (LMV) filters for continuous-discrete state space models are introduced. The filters are obtained by means of a recursive approximation to the predictions for the first two moments of the…

最优化与控制 · 数学 2013-12-18 Juan Carlos Jimenez

The Linear Parameter-Varying (LPV) framework provides a modeling and control design toolchain to address nonlinear (NL) system behavior via linear surrogate models. Despite major research effort on LPV data-driven modeling, a key…

系统与控制 · 电气工程与系统科学 2022-10-28 Chris Verhoek , Gerben I. Beintema , Sofie Haesaert , Maarten Schoukens , Roland Tó th

The conceptually new approach based on the logarithmic norm to design of robust adaptive state-feedback controller for linear time-varying (LTV) systems under system's modeling uncertainty and nonlinear external disturbance is proposed.…

最优化与控制 · 数学 2020-12-18 Robert Vrabel

The task of state estimation in active distribution systems faces a major challenge due to the integration of different measurements with multiple reporting rates. As a result, distribution systems are essentially unobservable in real time,…

最优化与控制 · 数学 2024-05-13 J. G. De la Varga , S. Pineda , J. M. Morales , Á. Porras

This paper presents a novel approach for the identification of linear time-periodic (LTP) systems in continuous time. This method is based on harmonic modeling and consists in converting any LTP system into an equivalent LTI system with…

系统与控制 · 电气工程与系统科学 2024-04-18 Flora Vernerey , Pierre Riedinger , Andrea Iannelli , Jamal Daafouz

This paper concerns the problem of adaptive output regulation for multivariable nonlinear systems in normal form. We present a regulator employing an adaptive internal model of the exogenous signals based on the theory of nonlinear…

系统与控制 · 电气工程与系统科学 2020-09-16 Michelangelo Bin , Pauline Bernard , Lorenzo Marconi

We present $\textbf{Research Math Agents (RMA)}$, an agentic framework for automated reasoning on research-level mathematical problems. Unlike prior studies centered on competition mathematics or formal theorem proving, RMA targets…

人工智能 · 计算机科学 2026-05-25 Zelin Zhao , Bo Yuan , Jaemoo Choi , Yongxin Chen

Problem of an adaptive state observer design for nonlinear system with unknown time-varying parameters and under condition of delayed measurements is considered. State observation problem was raised by many researchers (see for example Sanx…

最优化与控制 · 数学 2022-11-17 Olga Kozachek , Alexey Bobtsov , Nikolay Nikolaev