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This tutorial survey provides an overview of recent non-asymptotic advances in statistical learning theory as relevant to control and system identification. While there has been substantial progress across all areas of control, the theory…

系统与控制 · 电气工程与系统科学 2023-04-28 Anastasios Tsiamis , Ingvar Ziemann , Nikolai Matni , George J. Pappas

The purpose of this paper is two-fold. First, to make clear (and de-mystify) the basic concepts of classical thermodynamics, and thus to enable the integration of thermodynamics within systems modeling and control. Second, to demonstrate…

最优化与控制 · 数学 2020-10-12 Arjan van der Schaft

Control theory arose from a need to control synthetic systems. From regulating steam engines to tuning radios to devices capable of autonomous movement, it provided a formal mathematical basis for understanding the role of feedback in the…

This chapter focuses on the self-driving technology from a control perspective and investigates the control strategies used in autonomous vehicles and advanced driver-assistance systems from both theoretical and practical viewpoints. First,…

机器人学 · 计算机科学 2023-05-16 Chinmay Vilas Samak , Tanmay Vilas Samak , Sivanathan Kandhasamy

We survey in this article the connections between Machine Learning and Control Theory. Control Theory provide useful concepts and tools for Machine Learning. Conversely Machine Learning can be used to solve large control problems. In the…

机器学习 · 计算机科学 2020-06-11 Alain Bensoussan , Yiqun Li , Dinh Phan Cao Nguyen , Minh-Binh Tran , Sheung Chi Phillip Yam , Xiang Zhou

This article provides an introduction to the theory of mechanism design and its application to engineering problems. Our aim is to provide the fundamental principles of the theory of mechanism design for control engineers and theorists…

系统与控制 · 电气工程与系统科学 2024-01-17 Ioannis Vasileios Chremos , Andreas A. Malikopoulos

In mathematics and engineering, control theory is concerned with the analysis of dynamical systems through the application of suitable control inputs. One of the prominent problems in control theory is controllability which concerns the…

元胞自动机与格子气 · 物理学 2026-04-14 Franco Bagnoli , Sara Dridi , Bassem Sellami , Amira Mouakher , Samira El Yacoubi

A reflection of our ultimate understanding of a complex system is our ability to control its behavior. Typically, control has multiple prerequisites: It requires an accurate map of the network that governs the interactions between the…

系统与控制 · 计算机科学 2016-09-21 Yang-Yu Liu , Albert-Laszló Barabási

While artificial intelligence (AI) is advancing rapidly and mastering increasingly complex problems with astonishing performance, the safety assurance of such systems is a major concern. Particularly in the context of safety-critical,…

人工智能 · 计算机科学 2025-07-01 Lars Ullrich , Walter Zimmer , Ross Greer , Knut Graichen , Alois C. Knoll , Mohan Trivedi

Feedback is a most important concept in control systems, its main purpose is to deal with internal and/or external uncertainties in dynamical systems, by using the on-line observed information. Thus, a fundamental problem in control theory…

最优化与控制 · 数学 2007-05-23 Lei Guo

Contraction theory is a mathematical framework for studying the convergence, robustness, and modularity properties of dynamical systems and algorithms. In this opinion paper, we provide five main opinions on the virtues of contraction…

系统与控制 · 电气工程与系统科学 2025-07-24 Alexander Davydov , Francesco Bullo

Network science has experienced unprecedented rapid development in the past two decades. The network perspective has also been widely applied to explore various complex systems in great depth. In the first decade, fundamental…

物理与社会 · 物理学 2020-01-13 Aming Li , Yang-Yu Liu

Soft and active condensed matter represent a class of fascinating materials that we encounter in our everyday lives -- and constitute life itself. Control signals interact with the dynamics of these systems, and this influence is formalized…

软凝聚态物质 · 物理学 2025-04-14 José Alvarado , Erin Teich , David Sivak , John Bechhoefer

In formation control, an ensemble of autonomous agents is required to stabilize at a given configuration in the plane, doing so while agents are allowed to observe only a subset of the ensemble. As such, formation control provides a rich…

最优化与控制 · 数学 2011-10-07 M. -A. Belabbas

A fundamental concept in control theory is that of controllability, where any system state can be reached through an appropriate choice of control inputs. Indeed, a large body of classical and modern approaches are designed for controllable…

最优化与控制 · 数学 2022-06-13 Yonathan Efroni , Sham Kakade , Akshay Krishnamurthy , Cyril Zhang

Quantum computing is a fascinating interdisciplinary research field that promises to revolutionize computing by efficiently solving previously intractable problems. Recent years have seen tremendous progress on both the experimental…

系统与控制 · 电气工程与系统科学 2024-12-04 Julian Berberich , Daniel Fink

We discuss the problems of modeling, control, and decision support in complex dynamic systems from a general system theoretic point of view. The main characteristics of complex systems and of system approach to complex system study are…

系统与控制 · 计算机科学 2013-12-30 Armen Bagdasaryan

Structural control theory could be applied to study the control principles of social, economic and managerial systems. System Dynamics (SD) is the target field in social-economic sciences for endogenizing this theory, a subject that…

最优化与控制 · 数学 2020-05-28 Tianyi Li

Control systems are sets of interconnected hardware and software components which regulate the behaviour of processes. The software of modern control systems rises for some years by requirements regarding the flexibility and functionality.…

软件工程 · 计算机科学 2009-04-24 Rolf Andreas Rasenack , Karsten Wolke , Kostyantyn Yermashov , Karl Hayo Siemsen

Robust control of quantum systems is an increasingly relevant field of study amidst the second quantum revolution, but there remains a gap between taming quantum physics and robust control in its modern analytical form that culminated in…