Annual Reviews in Control最新文献

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Safety-critical control for autonomous multi-agent systems 自主多代理系统的安全关键控制
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100953
Wei Xiao , Christos G. Cassandras
{"title":"Safety-critical control for autonomous multi-agent systems","authors":"Wei Xiao , Christos G. Cassandras","doi":"10.1016/j.arcontrol.2024.100953","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100953","url":null,"abstract":"","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"57 ","pages":"Article 100953"},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140290933","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
Mastering chaos: A review 掌握混乱:回顾
IF 7.3 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100966
Baghdadi Hamidouche , Kamel Guesmi , Najib Essounbouli
{"title":"Mastering chaos: A review","authors":"Baghdadi Hamidouche ,&nbsp;Kamel Guesmi ,&nbsp;Najib Essounbouli","doi":"10.1016/j.arcontrol.2024.100966","DOIUrl":"10.1016/j.arcontrol.2024.100966","url":null,"abstract":"<div><p>Chaos control remains a crucial area of study in nonlinear dynamics due to its ability to enhance system stability and efficiency in various applications. This review thoroughly examines modern chaos control techniques and offers new insights and methods for stabilizing inherently unpredictable systems. It discusses recent advancements in chaos control, focusing on theoretical breakthroughs and practical applications. Various methods for controlling chaos are explored, including the OGY method, Delayed Feedback Control (DFC), Proportional–Integral–Derivative (PID) control, Sliding Mode Control (SMC), and some unconventional techniques, evaluating their effectiveness in different chaotic systems. By analyzing the literature, this review highlights the potential of chaos control techniques to enhance system predictability and reliability, opening up promising paths for future research.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"58 ","pages":"Article 100966"},"PeriodicalIF":7.3,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142049715","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
Control practice for robotic applications in challenging environments 挑战性环境中机器人应用的控制实践
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100956
Kaiqiang Zhang , Guido Herrmann
{"title":"Control practice for robotic applications in challenging environments","authors":"Kaiqiang Zhang ,&nbsp;Guido Herrmann","doi":"10.1016/j.arcontrol.2024.100956","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100956","url":null,"abstract":"<div><p>The use of robots has exceeded the standard focus of manufacturing and production. Over the last decades, special robotic systems have been developed in various extreme environments, such as in the maintenance, repair or even decommissioning of large-scale, strategic facilities, important to any nation’s infrastructure, including power, space, mining, etc. The deployment areas for these robots, like nuclear fuel handling systems, are generally hazardous or unreachable for human beings. The control techniques therein will play an indispensable role in the overall performance of a robotic system as they need to answer enhanced requirements for performance, robustness, and long-term reliability, driven by the fundamental demand for safe operation in complex and hazardous environments. This also needs an understanding of the enhanced industrial standards and requirements for the research, development, design and use of control systems in such environments. The control systems need to be designed specifically capable of tackling different practical control challenges caused by extreme environmental factors. This special section is designed and motivated to bridge the gap between the research community and application engineers, and to help connect control theory, control applications and industrial requirements/regulations.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"57 ","pages":"Article 100956"},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140309421","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
How to build a Digital Twin for operating PEM-Electrolyser system – A reference approach 如何为运行 PEM 电解槽系统构建数字孪生系统 - 一种参考方法
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100943
Domenico Monopoli , Concetta Semeraro , Mohammad Ali Abdelkareem , Abdul Hai Alami , Abdul Ghani Olabi , Michele Dassisti
{"title":"How to build a Digital Twin for operating PEM-Electrolyser system – A reference approach","authors":"Domenico Monopoli ,&nbsp;Concetta Semeraro ,&nbsp;Mohammad Ali Abdelkareem ,&nbsp;Abdul Hai Alami ,&nbsp;Abdul Ghani Olabi ,&nbsp;Michele Dassisti","doi":"10.1016/j.arcontrol.2024.100943","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100943","url":null,"abstract":"<div><p>Operating electrolyzers for producing green hydrogen is a critical emerging issue because of either the broader use of hydrogen for several scopes or the short life span and efficiency of these components. Digital Twin offers a new opportunity to effectively face these problems by improving online control and providing fault detection, diagnosis, and prediction services. Since the Digital Twin is, in fact, a virtual mirror of a real system continuously updated by information received from the field, it allows it to swiftly react to small signals of departure from standard or optimal conditions. Although Digital Twins are widely applied in different fields, comprehensive guidance on developing and designing a Digital Twin in the literature is still lacking. This manuscript aims to provide a comprehensive guide on how to build the Digital Twin of a PEM-Electrolyzer. In particular, the architecture of the Digital Twin is initially presented, then all its components are analyzed, showing the steps to be performed to build a Digital Twin for operating PEM-Electrolyser system.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"57 ","pages":"Article 100943"},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140052319","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
An offender–defender safety game 罪犯与罪犯之间的安全游戏
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100939
Miroslav Krstic
{"title":"An offender–defender safety game","authors":"Miroslav Krstic","doi":"10.1016/j.arcontrol.2024.100939","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100939","url":null,"abstract":"<div><p>In this tutorial we study a safety analog of the classical zero-sum differential game with positive definite penalties on the state and the two inputs. Consider a nonlinear system affine in two inputs, which are called “offender” and “defender.” Let the inputs have the opposing objectives in relation to an infinite-time cost which, in addition to penalizing the inputs of both agents, incorporates a safety index of the system (a barrier function), with the defender aiming to maximize the system safety and the offender aiming to minimize it. If there is a pair of (offender, defender) non-Nash feedback policies of the <span><math><mrow><msub><mrow><mi>L</mi></mrow><mrow><mi>g</mi></mrow></msub><mi>h</mi></mrow></math></span> form with a safe outcome, namely, where the defender maintains safety while the offender fails to violate safety, then there exists an inverse optimal pair of policies that attain a Nash equilibrium relative to the safety minimax objective. In the tutorial we study both deterministic and stochastic offenders. The deterministic offender applies its feedback through its deterministic input value, while the stochastic offender applies its feedback through its incremental covariance. In addition to Nash policies for a minimax offender–defender formulation, we provide feedback laws for the defender, in the scenario where the offender action is unrestricted by optimality, and where the defender ensures input-to-state safety in the deterministic and stochastic senses. This tutorial is derived from our recent article on inverse optimal safety filters, by setting the nominal control to zero and declaring the disturbance to be the offender agent.</p><p>Among several illustrative examples, one is particularly interesting and unconventional. We consider a safety game played on a unicycle vehicle between its two inputs: the angular velocity and the linear velocity, as the opposing players. We consider two scenarios. In the first, the angular velocity, acting as an offender, attempts to run the vehicle into an obstacle by steering, while the linear velocity, acting as a defender, drives the vehicle forward or in reverse to prevent the vehicle being run into the obstacle. In the second scenario, the linear velocity acts as an offender and angular velocity acts as a defender (in the deterministic case by varying the heading rate; in the stochastic case by varying the variance of a white noise driving the heading rate). A “wind” towards the obstacle advantages the offender in both scenarios. The input policies derived are optimal in the sense of their opposite objectives, under the best possible policy of the opponent, under meaningful costs on their actions. The linear velocity input prevails, whether acting in the role of a defender, in which case the collision with the obstacle is prevented, or in the role of an offender, in which case the collision with the obstacle is achieved.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"57 ","pages":"Article 100939"},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1367578824000087/pdfft?md5=3d4c0e415f10642f5626c050ea707e6a&pid=1-s2.0-S1367578824000087-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140103573","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
A unified framework for exponential stability analysis of irrational transfer functions in the parametric space 参数空间中无理传递函数指数稳定性分析的统一框架
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100935
Rachid Malti , Milan R. Rapaić , Vukan Turkulov
{"title":"A unified framework for exponential stability analysis of irrational transfer functions in the parametric space","authors":"Rachid Malti ,&nbsp;Milan R. Rapaić ,&nbsp;Vukan Turkulov","doi":"10.1016/j.arcontrol.2024.100935","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100935","url":null,"abstract":"<div><p>This paper presents a unified framework for exponential stability analysis of linear stationary systems with irrational transfer functions in the space of an arbitrary number of unknown parameters. Systems described by irrational transfer functions may be of infinite dimension, typically having an infinite number of poles and/or zeros, rendering their stability analysis more challenging as compared to their finite-dimensional counterparts. The analysis covers a wide class of distributed parameter systems, time delayed systems, or even fractional systems. First, it is proven that, under mild hypotheses, new poles may appear to the right of a vertical axis of abscissa <span><math><mi>γ</mi></math></span> (imaginary axis, when <span><math><mrow><mi>γ</mi><mo>=</mo><mn>0</mn></mrow></math></span>) through a continuous variation of parameters only if existing poles to the left of <span><math><mi>γ</mi></math></span> cross the vertical axis. Hence, by determining parametric values for which the crossing occurs, known as stability crossing sets (SCS), the entire parametric space is separated into regions within which the number of right-half poles (including multiplicities) is invariant. Based on the aforementioned result, a constraint satisfaction problem is formulated and a robust estimation algorithm, from interval arithmetics that uses contraction and bisection, is used to solve it. Applications are provided for determining the SCS of (i) a controlled parabolic 1D partial differential equation, namely the heat equation, in finite and semi-infinite media, (ii) time-delay rational systems with distributed and retarded type delays, (iii) fractional systems, providing stability results even for incommensurate differentiation orders.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"57 ","pages":"Article 100935"},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S136757882400004X/pdfft?md5=135d7d57e74e884ac887a47e405e5876&pid=1-s2.0-S136757882400004X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139653943","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
A comprehensive review of static and dynamic facility layout problems 全面回顾静态和动态设施布局问题
IF 7.3 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100970
Khalil Bouramtane , Said Kharraja , Jamal Riffi , Omar El Beqqali , Abdelahad Chraibi
{"title":"A comprehensive review of static and dynamic facility layout problems","authors":"Khalil Bouramtane ,&nbsp;Said Kharraja ,&nbsp;Jamal Riffi ,&nbsp;Omar El Beqqali ,&nbsp;Abdelahad Chraibi","doi":"10.1016/j.arcontrol.2024.100970","DOIUrl":"10.1016/j.arcontrol.2024.100970","url":null,"abstract":"<div><div>Facility layout is a critical aspect of operations management, since it affects the efficiency and effectiveness of the production process. The facility layout problem (FLP) is a combinatorial optimization problem that involves finding an optimal arrangement of machines, workstations, and material handling systems within a manufacturing facility. FLP is known to be a NP-complex problem for which numerous research studies have been published. This paper presents a survey of the most recent advancements in FLP as an attempt to deal with the current and future trends of research based on well-known papers of the last 16 years. The adopted approach in this paper is to classify FLP according to the environment type, namely, static facility layout problem (SFLP) and dynamic facility layout problem (DFLP) and to investigate the various formulations, application domains and solution methodologies for each classification. Finally, a comparison between all approaches is provided for each classification. This review provides a comprehensive overview of FLP literature and serves as a valuable resource for researchers and practitioners interested in the design and optimization of facility layouts.</div></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"58 ","pages":"Article 100970"},"PeriodicalIF":7.3,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142441959","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
Role of digital technologies to enhance the human integration in industrial cyber–physical systems 数字技术在加强工业网络物理系统中人的融合方面的作用
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100934
Luis Piardi , Paulo Leitão , Jonas Queiroz , Joseane Pontes
{"title":"Role of digital technologies to enhance the human integration in industrial cyber–physical systems","authors":"Luis Piardi ,&nbsp;Paulo Leitão ,&nbsp;Jonas Queiroz ,&nbsp;Joseane Pontes","doi":"10.1016/j.arcontrol.2024.100934","DOIUrl":"10.1016/j.arcontrol.2024.100934","url":null,"abstract":"<div><p>In the digital transformation era, and particularly in Industry 5.0, humans play an active role in industrial cyber–physical systems (CPS) since they are the most flexible piece in such automated systems. However, their integration is not easy and constitutes a relevant challenge, presenting different requirements according to the activities they execute and the related integration levels, i.e., Human-in-the-Loop (HitL) and Human-in-the-Mesh (HitM). Besides the use of human-centric design approaches, the use of digital technologies, namely Internet of Things, Artificial Intelligence, virtual and augmented reality and collaborative robotics, can contribute to empower humans to perform their operations in a faster and more efficient manner. This paper discusses how emergent digital technologies can enhance a more symbiotic integration of humans in industrial CPS, contributing with the analysis of different aspects and concerns that must be considered to properly enable the HitL and HitM integration levels in CPS. Four experimental case studies are presented to demonstrate the feasibility of using digital technologies to enhance the human-CPS integration, covering HitL and HitM levels. Furthermore, some challenges related to the human-integration factors affected by the digital technologies in such environments are briefly discussed and pointed out as research directions.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"57 ","pages":"Article 100934"},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1367578824000038/pdfft?md5=b47260608c462c13e55b0a46b3ae73d0&pid=1-s2.0-S1367578824000038-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139647611","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
Applications of metaheuristic optimization algorithms in model predictive control for chemical engineering processes: A systematic review 元启发式优化算法在化学工程过程模型预测控制中的应用:系统综述
IF 7.3 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100973
Mohamad Al Bannoud , Carlos Alexandre Moreira da Silva , Tiago Dias Martins
{"title":"Applications of metaheuristic optimization algorithms in model predictive control for chemical engineering processes: A systematic review","authors":"Mohamad Al Bannoud ,&nbsp;Carlos Alexandre Moreira da Silva ,&nbsp;Tiago Dias Martins","doi":"10.1016/j.arcontrol.2024.100973","DOIUrl":"10.1016/j.arcontrol.2024.100973","url":null,"abstract":"<div><div>The growing competitiveness of the chemical industry, along with sustainability demands and regulatory requirements, calls for optimized and well-controlled operations. Chemical engineering processes are often characterized by non-linearity, strong variable coupling, dead times, multiple inputs and outputs, and operational constraints, making control strategies challenging. Model predictive control is widely used for its advantages in optimal control, flexibility, robustness, and ability to handle multi-objective tasks. However, precise tuning and optimization are essential for implementing this strategy in real-time applications. Metaheuristic optimization algorithms offer an alternative to traditional optimization methods, as they can quickly reach near-optimal solutions and avoid local minima, making them well-suited for use with model predictive control. This study aims to analyze the application of metaheuristic optimization algorithms in conjunction with model predictive control in chemical engineering processes through a systematic review. The review considers three eligibility criteria: applying model predictive control for process control, utilizing metaheuristic optimization algorithm, and chemical engineering-related processes. A total of 46 studies were analyzed, revealing three main application areas for metaheuristic optimization algorithms in model predictive control: improving dynamic models used in the receding horizon, tuning model predictive control parameters, and serving as optimizers in the model predictive control formulation. Over 20 different metaheuristic optimization algorithms and various process models were identified, with typical applications including continuous stirred tank reactors, tank-level control, and column distillation. Genetic algorithms and particle swarm optimization were the most frequently used algorithms. This review concludes that metaheuristic optimization algorithms have been successfully applied to enhance model predictive control in several processes. It also highlights the benefits, weaknesses, and limitations of metaheuristic optimization algorithms applications in chemical engineering processes and provides recommendations for future research. We hope this study will be valuable to professionals and researchers in chemical engineering and process control.</div></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"58 ","pages":"Article 100973"},"PeriodicalIF":7.3,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142551921","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 comprehensive review of models and nonlinear control strategies for blood glucose regulation in artificial pancreas 人工胰腺血糖调节模型和非线性控制策略综述
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100937
Iqra Shafeeq Mughal , Luca Patanè , Riccardo Caponetto
{"title":"A comprehensive review of models and nonlinear control strategies for blood glucose regulation in artificial pancreas","authors":"Iqra Shafeeq Mughal ,&nbsp;Luca Patanè ,&nbsp;Riccardo Caponetto","doi":"10.1016/j.arcontrol.2024.100937","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2024.100937","url":null,"abstract":"<div><p>An autoimmune disease known as type 1 diabetes occurs when the immune system mistakenly attacks and destroys the beta cells in the pancreas, impairing their ability to produce insulin. An artificial pancreas is a device that is able to analyze information from sensors, such as continuous glucose monitoring, to deliver the correct amount of insulin by subcutaneous injection via a pump. The design and development of such an artificial pancreas poses several challenges. One of these is the need for an appropriate mathematical model of the patient’s physiology in order to develop a suitable controller. Over the past three decades, a number of artificial pancreas control techniques have been investigated in simulation and clinical research. This review aims to advance the knowledge of artificial pancreas system development by providing a comprehensive overview of recent advances in modeling the biological processes involved and in developing nonlinear control strategies. Real-time parameter estimation and effective uncertainty management as well as in-depth clinical studies and long-term investigations are relevant aspects that need to be evaluated for assessing the efficacy and safety of the artificial pancreas in practice. Further perspectives on control techniques that address patient-specific conditions and enable effective and individualized diabetes management will also be discussed.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"57 ","pages":"Article 100937"},"PeriodicalIF":9.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1367578824000063/pdfft?md5=f8895dc41b0d3656cd091ce4169cfc18&pid=1-s2.0-S1367578824000063-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139733172","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
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