Annual Reviews in Control最新文献

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Formal synthesis of controllers for safety-critical autonomous systems: Developments and challenges 安全关键型自主系统控制器的形式合成:发展与挑战
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100940
Xiang Yin , Bingzhao Gao , Xiao Yu
{"title":"Formal synthesis of controllers for safety-critical autonomous systems: Developments and challenges","authors":"Xiang Yin ,&nbsp;Bingzhao Gao ,&nbsp;Xiao Yu","doi":"10.1016/j.arcontrol.2024.100940","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100940","url":null,"abstract":"<div><p>In recent years, <em>formal methods</em> have been extensively used in the design of autonomous systems. By employing mathematically rigorous techniques, formal methods can provide fully automated reasoning processes with provable safety guarantees for complex dynamic systems with intricate interactions between continuous dynamics and discrete logics. This paper provides a comprehensive review of formal controller synthesis techniques for safety-critical autonomous systems. Specifically, we categorize the formal control synthesis problem based on diverse system models, encompassing deterministic, non-deterministic, and stochastic, and various formal safety-critical specifications involving logic, real-time, and real-valued domains. The review covers fundamental formal control synthesis techniques, including abstraction-based approaches and abstraction-free methods. We explore the integration of data-driven synthesis approaches in formal control synthesis. Furthermore, we review formal techniques tailored for multi-agent systems (MAS), with a specific focus on various approaches to address the scalability challenges in large-scale systems. Finally, we discuss some recent trends and highlight research challenges in this area.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140103572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advances in the Theory of Control Barrier Functions: Addressing practical challenges in safe control synthesis for autonomous and robotic systems 控制障碍函数理论的进展:应对自主系统和机器人系统安全控制合成的实际挑战
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100945
Kunal Garg , James Usevitch , Joseph Breeden , Mitchell Black , Devansh Agrawal , Hardik Parwana , Dimitra Panagou
{"title":"Advances in the Theory of Control Barrier Functions: Addressing practical challenges in safe control synthesis for autonomous and robotic systems","authors":"Kunal Garg ,&nbsp;James Usevitch ,&nbsp;Joseph Breeden ,&nbsp;Mitchell Black ,&nbsp;Devansh Agrawal ,&nbsp;Hardik Parwana ,&nbsp;Dimitra Panagou","doi":"10.1016/j.arcontrol.2024.100945","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100945","url":null,"abstract":"<div><p>This tutorial paper presents recent work of the authors that extends the theory of Control Barrier Functions (CBFs) to address practical challenges in the synthesis of safe controllers for autonomous systems and robots. We present novel CBFs and methods that handle safety constraints (i) with time and input constraints under disturbances, (ii) with high-relative degree under disturbances and input constraints, and (iii) that are affected by adversarial inputs and sampled-data effects. We then present novel CBFs and adaptation methods that prevent loss of validity of the CBF, as well as methods to tune the parameters of the CBF online to reduce conservatism in the system response. We also address the pointwise-only optimal character of CBF-induced control inputs by introducing a CBF formulation that accounts for future trajectories, as well as implementation challenges such as how to preserve safety when using output feedback control and zero-order-hold control. Finally we consider how to synthesize non-smooth CBFs when discontinuous inputs and multiple constraints are present.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140103574","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Safety-critical control for autonomous systems: Control barrier functions via reduced-order models 自主系统的安全关键控制:通过简化模型实现控制障碍功能
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100947
Max H. Cohen , Tamas G. Molnar , Aaron D. Ames
{"title":"Safety-critical control for autonomous systems: Control barrier functions via reduced-order models","authors":"Max H. Cohen ,&nbsp;Tamas G. Molnar ,&nbsp;Aaron D. Ames","doi":"10.1016/j.arcontrol.2024.100947","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100947","url":null,"abstract":"<div><p>Modern autonomous systems, such as flying, legged, and wheeled robots, are generally characterized by high-dimensional nonlinear dynamics, which presents challenges for model-based safety-critical control design. Motivated by the success of reduced-order models in robotics, this paper presents a tutorial on constructive safety-critical control via reduced-order models and control barrier functions (CBFs). To this end, we provide a unified formulation of techniques in the literature that share a common foundation of constructing CBFs for complex systems from CBFs for much simpler systems. Such ideas are illustrated through formal results, simple numerical examples, and case studies of real-world systems to which these techniques have been experimentally applied.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140134705","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cooperative control of heterogeneous multi-agent systems under spatiotemporal constraints 时空约束下异构多代理系统的协同控制
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100946
Fei Chen, Mayank Sewlia, Dimos V. Dimarogonas
{"title":"Cooperative control of heterogeneous multi-agent systems under spatiotemporal constraints","authors":"Fei Chen,&nbsp;Mayank Sewlia,&nbsp;Dimos V. Dimarogonas","doi":"10.1016/j.arcontrol.2024.100946","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100946","url":null,"abstract":"<div><p>A current trend in research on multi-agent control systems is to consider high-level task specifications that go beyond traditional control objectives and take into account the heterogeneity of each agent in the system, i.e., the different capabilities of the agents in terms of actuation, sensing, communication and computation. This article provides an overview of our work on the problem of control of heterogeneous multi-agent systems under both spatial and temporal constraints as well as our perspective on the challenges and open problems associated with the consideration of such spatiotemporal constraints. Initially, we review a set of control strategies introduced by the authors addressing the satisfaction of cooperative tasks such as formation control as well as individual objectives such as reference tracking. The satisfaction of those objectives is ensured using prescribed performance control. Building upon these approaches we then review recent results on control under high-level spatiotemporal objectives expressed in Signal Temporal Logic, a formal language that allows to express complex spatial tasks that must be satisfied within pre-defined deadlines. Theoretical results considering multi-agent systems with various capabilities under spatiotemporal constraints are presented.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1367578824000154/pdfft?md5=97c17641fe2f8ee3e9875a3854c47e43&pid=1-s2.0-S1367578824000154-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140137780","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis and design of model predictive control frameworks for dynamic operation—An overview 动态运行模型预测控制框架的分析与设计--概述
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2023.100929
Johannes Köhler , Matthias A. Müller , Frank Allgöwer
{"title":"Analysis and design of model predictive control frameworks for dynamic operation—An overview","authors":"Johannes Köhler ,&nbsp;Matthias A. Müller ,&nbsp;Frank Allgöwer","doi":"10.1016/j.arcontrol.2023.100929","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.100929","url":null,"abstract":"<div><p>This article provides an overview of model predictive control (MPC) frameworks for dynamic operation of nonlinear constrained systems. Dynamic operation is often an integral part of the control objective, ranging from tracking of reference signals to the general economic operation of a plant under online changing time-varying operating conditions. We focus on the particular challenges that arise when dealing with such more general control goals and present methods that have emerged in the literature to address these issues. The goal of this article is to present an overview of the state-of-the-art techniques, providing a diverse toolkit to apply and further develop MPC formulations that can handle the challenges intrinsic to dynamic operation. We also critically assess the applicability of the different research directions, discussing limitations and opportunities for further research.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1367578823000937/pdfft?md5=af3388bebc701ddd116a994fa3e12c46&pid=1-s2.0-S1367578823000937-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139399409","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lateral control for autonomous vehicles: A comparative evaluation 自动驾驶汽车横向控制:比较评价
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-11-03 DOI: 10.1016/j.arcontrol.2023.100910
Antonio Artuñedo, Marcos Moreno-Gonzalez, Jorge Villagra
{"title":"Lateral control for autonomous vehicles: A comparative evaluation","authors":"Antonio Artuñedo,&nbsp;Marcos Moreno-Gonzalez,&nbsp;Jorge Villagra","doi":"10.1016/j.arcontrol.2023.100910","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.100910","url":null,"abstract":"<div><p>The selection of an appropriate control strategy is essential for ensuring safe operation in autonomous driving. While numerous control strategies have been developed for specific driving scenarios, a comprehensive comparative assessment of their performance using the same tuning methodology is lacking in the literature. This paper addresses this gap by presenting a systematic evaluation of state-of-the-art model-free and model-based control strategies. The objective is to evaluate and contrast the performance of these controllers across a wide range of driving scenarios, reflecting the diverse needs of autonomous vehicles. To facilitate the comparative analysis, a comprehensive set of performance metrics is selected, encompassing accuracy, robustness, and comfort. The contributions of this research include the design of a systematic tuning methodology, the use of two novel metrics for stability and comfort comparisons and the evaluation through extensive simulations and real tests in an experimental instrumented vehicle over a wide range of trajectories.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2023-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71765855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Survey of Feedback Particle Filter and related Controlled Interacting Particle Systems (CIPS) 反馈粒子滤波及相关可控相互作用粒子系统(CIPS)综述
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-03 DOI: 10.48550/arXiv.2301.00935
A. Taghvaei, P. Mehta
{"title":"A Survey of Feedback Particle Filter and related Controlled Interacting Particle Systems (CIPS)","authors":"A. Taghvaei, P. Mehta","doi":"10.48550/arXiv.2301.00935","DOIUrl":"https://doi.org/10.48550/arXiv.2301.00935","url":null,"abstract":"In this survey, we describe controlled interacting particle systems (CIPS) to approximate the solution of the optimal filtering and the optimal control problems. Part I of the survey is focussed on the feedback particle filter (FPF) algorithm, its derivation based on optimal transportation theory, and its relationship to the ensemble Kalman filter (EnKF) and the conventional sequential importance sampling-resampling (SIR) particle filters. The central numerical problem of FPF -- to approximate the solution of the Poisson equation -- is described together with the main solution approaches. An analytical and numerical comparison with the SIR particle filter is given to illustrate the advantages of the CIPS approach. Part II of the survey is focussed on adapting these algorithms for the problem of reinforcement learning. The survey includes several remarks that describe extensions as well as open problems in this subject.","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2023-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83593288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Modeling and control of overhead cranes: A tutorial overview and perspectives 桥式起重机的建模和控制:教程概述和观点
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.03.002
Mohammad Rasool Mojallizadeh , Bernard Brogliato , Christophe Prieur
{"title":"Modeling and control of overhead cranes: A tutorial overview and perspectives","authors":"Mohammad Rasool Mojallizadeh ,&nbsp;Bernard Brogliato ,&nbsp;Christophe Prieur","doi":"10.1016/j.arcontrol.2023.03.002","DOIUrl":"10.1016/j.arcontrol.2023.03.002","url":null,"abstract":"<div><p>This article presents a complete review of the modeling and control schemes for overhead cranes operating in 2D and 3D spaces published to date. The modeling schemes including the pendulum-like models with rigid and flexible links are reviewed and their key characteristics are studied. Subsequently, an overview of the control methods developed for such models is presented. Afterward, a new simulation-oriented model enabling to capture both cables’ dynamic and global nonlinearities caused by the pendulation is developed, and different control methods that exist in the literature are evaluated and compared based on this model using numerical experiments. In the end, several research gaps are identified to be considered in future works.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44791919","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
A review of current state-of-the-art control methods for lower-limb powered prostheses 下肢动力假肢的控制方法综述
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.03.003
Rachel Gehlhar , Maegan Tucker , Aaron J. Young , Aaron D. Ames
{"title":"A review of current state-of-the-art control methods for lower-limb powered prostheses","authors":"Rachel Gehlhar ,&nbsp;Maegan Tucker ,&nbsp;Aaron J. Young ,&nbsp;Aaron D. Ames","doi":"10.1016/j.arcontrol.2023.03.003","DOIUrl":"10.1016/j.arcontrol.2023.03.003","url":null,"abstract":"<div><p>Lower-limb prostheses aim to restore ambulatory function for individuals with lower-limb amputations. While the design of lower-limb prostheses is important, this paper focuses on the complementary challenge—the control of lower-limb prostheses. Specifically, we focus on powered prostheses, a subset of lower-limb prostheses, which utilize actuators to inject mechanical power into the walking gait of a human user.</p><p>In this paper, we present a review of existing control strategies for lower-limb powered prostheses, including the control objectives, sensing capabilities, and control methodologies. We separate the various control methods into three main tiers of prosthesis control: High-level control for task and gait phase estimation, mid-level control for desired torque computation (both with and without the use of reference trajectories), and low-level control for enforcing the computed torque commands on the prosthesis. In particular, we focus on the high- and mid-level control approaches in this review. Additionally, we outline existing methods for customizing the prosthetic behavior for individual human users. Finally, we conclude with a discussion on future research directions for powered lower-limb prostheses based on the potential of current control methods and open problems in the field.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10449377/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10107806","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Leakage diagnosis with a contamination mitigation control framework using a graph theory based model 基于图论模型的污染缓解控制框架下的泄漏诊断
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.03.010
Saruch Satishkumar Rathore , Rahul Misra , Carsten Skovmose Kallesøe , Rafal Wisniewski
{"title":"Leakage diagnosis with a contamination mitigation control framework using a graph theory based model","authors":"Saruch Satishkumar Rathore ,&nbsp;Rahul Misra ,&nbsp;Carsten Skovmose Kallesøe ,&nbsp;Rafal Wisniewski","doi":"10.1016/j.arcontrol.2023.03.010","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.03.010","url":null,"abstract":"<div><p>This work proposes an operational management approach for water distribution networks (WDNs) that can detect and localize leakages while also mitigating contamination resulting from these leaks. The primary emphasis of this work is the development of a contamination mitigation control scheme. A leak typically leads to a drop in network pressure that increases the risk of contamination. A leakage localization algorithm is responsible for detecting and localizing the leakage in the WDN. When a leak is detected in the network the contamination mitigation control is activated. The flow and pressure settings of the pumps are regulated by the contamination mitigation control in an optimal manner to minimize the risk of contamination. The entire framework is tested on the Smart Water Infrastructure Laboratory situated at Aalborg University, Denmark and a large-scale benchmark water network, which is part of a city network, L-town.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49739117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
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