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Discovering the governing equations of a physical system and designing an effective feedback controller remains one of the most challenging and intensive areas of ongoing research. This task demands a deep understanding of the system…

机器学习 · 计算机科学 2025-08-20 Lakshmi Priya P. K. , Andreas Schwung

This work proposes a detectability condition for linear time-varying systems based on the exponential dichotomy spectrum. The condition guarantees the existence of an observer, whose gain is determined only by the unstable modes of the…

系统与控制 · 电气工程与系统科学 2022-09-20 Markus Tranninger , Richard Seeber , Martin Steinberger , Martin Horn , Christian Pötzsche

This paper considers the problem of system identification for linear time varying systems. We propose a new system realization approach that uses an "information-state" as the state vector, where the "information-state" is composed of a…

系统与控制 · 电气工程与系统科学 2024-04-08 Mohamed Naveed Gul Mohamed , Raman Goyal , Suman Chakravorty , Ran Wang

We consider the modeling, stability analysis and controller design problems for discrete-time LTI systems with state feedback, when the actuation signal is subject to switching propagation delays, due to e.g. the routing in a multi-hop…

最优化与控制 · 数学 2014-01-09 R. M. Jungers , A. D'Innocenzo , M. D. Di Benedetto

It's well-known that in a traditional discrete-time autonomous linear systems, the eigenvalues of the weigth (system) matrix solely determine the stability of the system. If the spectral radius of the system matrix is larger than 1, then…

数据分析、统计与概率 · 物理学 2009-03-18 Zekeriya Uykan

Discrete-time modeling of acoustic, mechanical and electrical systems is a prominent topic in the musical signal processing literature. Such models are mostly derived by discretizing a mathematical model, given in terms of ordinary or…

We give a polynomial-time algorithm for learning latent-state linear dynamical systems without system identification, and without assumptions on the spectral radius of the system's transition matrix. The algorithm extends the recently…

机器学习 · 计算机科学 2018-02-13 Elad Hazan , Holden Lee , Karan Singh , Cyril Zhang , Yi Zhang

Incremental stability properties are considered for certain systems of forced, nonlinear differential equations with a particular positivity structure. An incremental stability estimate is derived for pairs of input/state/output…

系统与控制 · 电气工程与系统科学 2024-02-07 Violaine Piengeon , Chris Guiver

This paper addresses the problem of identifying a linear time-varying (LTV) system characterized by a (possibly infinite) discrete set of delay-Doppler shifts without a lattice (or other geometry-discretizing) constraint on the support set.…

信息论 · 计算机科学 2021-01-26 V. Vlačić , C. Aubel , H. Bölcskei

This paper is concerned with the following problem: given an upper bound of the state-space dimension and lag of a linear time-invariant system, design a sequence of inputs so that the system dynamics can be recovered from the resulting…

最优化与控制 · 数学 2024-07-18 M. Kanat Camlibel , Henk J. van Waarde , Paolo Rapisarda

We study time uncertainty-aware modeling of continuous-time dynamics of interacting objects. We introduce a new model that decomposes independent dynamics of single objects accurately from their interactions. By employing latent Gaussian…

机器学习 · 计算机科学 2022-10-13 Çağatay Yıldız , Melih Kandemir , Barbara Rakitsch

In designing efficient feedback control laws for fluid flow, the modern control theory can serve as a powerful tool if the model can be represented by a linear ordinary differential equation (ODE). However, it is generally difficult to find…

流体动力学 · 物理学 2023-11-16 Hiroshi Omichi , Takeru Ishize , Koji Fukagata

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

Linear, time-varying (LTV) systems composed of time shifts, frequency shifts, and complex amplitude scalings are operators that act on continuous finite-energy waveforms. This paper presents a novel, resource-efficient method for…

信息论 · 计算机科学 2015-06-23 Andrew Harms , Waheed U. Bajwa , Robert Calderbank

In this paper we consider the joint problems of state estimation and model identification for a class of continuous-time nonlinear systems in output-feedback canonical form. An adaptive observer is proposed that combines an extended…

系统与控制 · 电气工程与系统科学 2020-12-01 Michelangelo Bin , Lorenzo Marconi

Absolute stability is a technique for analyzing the stability of Lur'e systems, which arise in diverse applications, such as oscillators with nonlinear damping or nonlinear stiffness. A special class of Lur'e systems consists of…

系统与控制 · 电气工程与系统科学 2024-09-21 Juan A. Paredes , Dennis S. Bernstein

The creation of low-order dynamic models for complex industrial systems is complicated by disturbances and limited sensor accuracy. This work presents a system identification procedure that uses machine learning methods and process…

系统与控制 · 电气工程与系统科学 2024-09-20 Johannes Lips , Stefan DeYoung , Max Schönsteiner , Hendrik Lens

Dynamic mode decomposition (DMD) is a popular data-driven framework to extract linear dynamics from complex high-dimensional systems. In this work, we study the system identification properties of DMD. We first show that DMD is invariant…

数值分析 · 数学 2021-09-15 Jan Heiland , Benjamin Unger

In this paper we study the identification of a time-varying linear system from its response to a known input signal. More specifically, we consider systems whose response to the input signal is given by a weighted superposition of delayed…

信息论 · 计算机科学 2021-01-11 Reinhard Heckel , Veniamin I. Morgenshtern , Mahdi Soltanolkotabi

Problem of damping of an arbitrary number of linear oscillators under common bounded control is considered. We are looking for a feedback control steering the system to the equilibrium. The obtained control is asymptotically optimal: the…

最优化与控制 · 数学 2016-12-02 Alexander Ovseevich , Aleksey Fedorov
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