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In this paper, we address the problem of stabilization in continuous time linear dynamical systems using state feedback when compressive sampling techniques are used for state measurement and reconstruction. In [5], we had introduced the…

最优化与控制 · 数学 2011-10-18 Kang Kang , Sourabh Bhattacharya , Tamer Basar

In this study, we delve into the Structured State Space Model (S4), Change Point Detection methodologies, and the Switching Non-linear Dynamics System (SNLDS). Our central proposition is an enhanced inference technique and long-range…

机器学习 · 计算机科学 2024-07-30 Jiaming Zhang , Yang Ding , Yunfeng Gao

Inference-time LLM alignment methods, particularly activation steering, offer an alternative to fine-tuning by directly modifying activations during generation. Existing methods, however, often rely on non-anticipative interventions that…

机器学习 · 计算机科学 2026-04-22 Julian Skifstad , Xinyue Annie Yang , Glen Chou

In this paper, we study the structural state and input observability of continuous-time switched linear time-invariant systems and unknown inputs. First, we provide necessary and sufficient conditions for their structural state and input…

系统与控制 · 电气工程与系统科学 2021-07-29 Emily A. Reed , Guilherme Ramos , Paul Bogdan , Sérgio Pequito

Non-stationary sequences arise naturally in control, forecasting, and decision-making. The data-generating process shifts at unknown times, and models must detect the change, discard or downweight obsolete evidence, and adapt to new…

机器学习 · 计算机科学 2026-04-21 Carson Dudley , Yutong Bi , Xiaofeng Liu , Samet Oymak

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

Safeguarding the Intellectual Property (IP) of data has become critically important as machine learning applications continue to proliferate, and their success heavily relies on the quality of training data. While various mechanisms exist…

机器学习 · 计算机科学 2024-04-18 Biao Wu , Qiang Huang , Anthony K. H. Tung

In this paper, we consider the problem of online identification of Switched AutoRegressive eXogenous (SARX) systems, where the goal is to estimate the parameters of each subsystem and identify the switching sequence as data are obtained in…

系统与控制 · 计算机科学 2018-05-04 Zhe Du , Necmiye Ozay , Laura Balzano

We present an algorithm of control synthesis for nonlinear switched systems, based on an existing procedure of state-space bisection and made available for nonlinear systems with the help of validated simulation. The use of validated…

系统与控制 · 计算机科学 2016-11-22 Adrien Le Coënt , Julien Alexandre Dit Sandretto , Alexandre Chapoutot , Laurent Fribourg

The evolution of images with physics-based dynamics is often spatially localized and nonlinear. A switching linear dynamic system (SLDS) is a natural model under which to pose such problems when the system's evolution randomly switches over…

系统与控制 · 电气工程与系统科学 2021-02-23 Parisa Karimi , Mark Butala , Zhizhen Zhao , Farzad Kamalabadi

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

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

We design specific neural networks (NNs) for the identification of switching nonlinear systems in the state-space form, which explicitly model the switching behavior and address the inherent coupling between system parameters and switching…

系统与控制 · 电气工程与系统科学 2025-03-14 Yanxin Zhang , Chengpu Yu , Filippo Fabiani

This paper studies the data-driven control of unknown linear-threshold network dynamics to stabilize the state to a reference value. We consider two types of controllers: (i) a state feedback controller with feed-forward reference input and…

系统与控制 · 电气工程与系统科学 2025-10-03 Xuan Wang , Duy Duong-Tran , Jorge Cortés

In this paper, we study the problem of stabilizing switched linear systems when only limited information about the state and the mode of the system is available, which occurs in many applications involving networked switched systems (such…

最优化与控制 · 数学 2020-09-11 Guillaume O. Berger , Raphaël M. Jungers

This paper is concerned with black-box identification of nonlinear state space models. By using a basis function expansion within the state space model, we obtain a flexible structure. The model is identified using an expectation…

统计计算 · 统计学 2016-11-17 Andreas Svensson , Thomas B. Schön , Arno Solin , Simo Särkkä

This paper presents a novel framework for stabilizing nonlinear systems represented in state-dependent form. We first reformulate the nonlinear dynamics as a state-dependent parameter-varying model and synthesize a stabilizing controller…

系统与控制 · 电气工程与系统科学 2025-10-21 Lidong Li , Rui Huang , Lin Zhao

We study feedback stabilization of continuous-time linear systems under finite data-rate constraints in the presence of unknown disturbances. A communication and control strategy based on sampled and quantized state measurements is…

系统与控制 · 电气工程与系统科学 2026-03-31 Mahmoud Zamani , Guosong Yang

For Finite State Machines (FSMs) a rich testing theory has been developed to discover aspects of their behavior and ensure their correct functioning. Although this theory is widely used, e.g., to check conformance of protocol…

形式语言与自动机理论 · 计算机科学 2019-10-23 Petra van den Bos , Frits Vaandrager

The design of decision and control strategies for switched systems typically requires complete knowledge of (i) mathematical models of the subsystems and (ii) restrictions on admissible switches between the subsystems. We propose an active…

系统与控制 · 电气工程与系统科学 2021-11-11 Atreyee Kundu