Annual Reviews in Control最新文献

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Active queue management for alleviating Internet congestion via a nonlinear differential equation with a variable delay 基于可变延迟非线性微分方程的主动队列管理缓解网络拥塞
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.02.002
Hugues Mounier , Cédric Join , Emmanuel Delaleau , Michel Fliess
{"title":"Active queue management for alleviating Internet congestion via a nonlinear differential equation with a variable delay","authors":"Hugues Mounier ,&nbsp;Cédric Join ,&nbsp;Emmanuel Delaleau ,&nbsp;Michel Fliess","doi":"10.1016/j.arcontrol.2023.02.002","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.02.002","url":null,"abstract":"<div><p><span>Active Queue Management (AQM) for mitigating Internet congestion has been addressed via various feedback control syntheses, especially P, PI, and PID regulators, by using a linear approximation where the “round trip time,” i.e., the delay, is assumed to be constant. This constraint is lifted here by using a nonlinear modeling with a variable delay, introduced more than 20 years ago. This delay, intimately linked to the congestion phenomenon, may be viewed as “ a flat output.” All other system variables, especially the control variable, i.e., the </span>packet loss ratio, are expressed as a function of the delay and its derivatives: they are frozen if the delay is kept constant. This flatness-like property, which demonstrates the mathematical discrepancy of the linear approximation adopted until today, yields also our control strategy in two steps: Firstly, designing an open-loop control, thanks to straightforward Flatness-Based Control (FBC) techniques, and secondly, closing the loop via Model-Free Control (MFC) in order to take into account severe model mismatches, like, here, the number of TCP sessions. Several convincing computer simulations, which are easily implementable, are presented and discussed.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"55 ","pages":"Pages 61-69"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49738910","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
Review of floating object manipulation by autonomous multi-vessel systems 自主多船系统的漂浮物操纵研究进展
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2022.10.003
Zhe Du, Rudy R. Negenborn, Vasso Reppa
{"title":"Review of floating object manipulation by autonomous multi-vessel systems","authors":"Zhe Du,&nbsp;Rudy R. Negenborn,&nbsp;Vasso Reppa","doi":"10.1016/j.arcontrol.2022.10.003","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2022.10.003","url":null,"abstract":"<div><p>The regulatory endorsement of the International Maritime Organization (IMO) and the support of pivotal shipping market players in recent years motivate the investigation of the potential role that autonomous vessels play in the shipping industry. As the complexity and scale of the envisioned applications increase, research works gradually transform the focus from single-vessel systems to multi-vessel systems. Thus, autonomous multi-vessel systems applied in the shipping industry are becoming a promising research direction. One of the typical research directions is floating object manipulation by multiple tugboats.</p><p>This paper offers a comprehensive literature review of the existing research on floating object manipulation by autonomous multi-vessel systems. Based on the prior knowledge of object manipulation problems in multi-robot systems, four typical ways of maritime object manipulation are summarized: attaching, caging, pushing, and towing. The advantages and disadvantages of each manipulation way are discussed, including its typical floating object and application scenarios. Moreover, the aspects of control objective, control architecture, collision avoidance operation, disturbances consideration, and role of each involved vessel are analyzed for gaining insight into the approaches for solving these problems. Finally, challenges and future directions are highlighted to give possible inspiration.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"55 ","pages":"Pages 255-278"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49739029","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: 4
Ergodic risk-sensitive control—A survey 遍历风险敏感控制——一项调查
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.03.001
Anup Biswas , Vivek S. Borkar
{"title":"Ergodic risk-sensitive control—A survey","authors":"Anup Biswas ,&nbsp;Vivek S. Borkar","doi":"10.1016/j.arcontrol.2023.03.001","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.03.001","url":null,"abstract":"<div><p>Risk-sensitive control has received considerable interest since the seminal work of Howard and Matheson (Howard and Matheson, 1971/72) because of its ability to account for fluctuations about the mean, its connection with <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>∞</mi></mrow></msub></math></span> control, and its application to financial mathematics. In this article we attempt to put together a comprehensive survey on the research done on ergodic risk-sensitive control over the last four decades.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"55 ","pages":"Pages 118-141"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49739390","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: 5
Modeling, analysis and control of robot–object nonsmooth underactuated Lagrangian systems: A tutorial overview and perspectives 机器人-物体非光滑欠驱动拉格朗日系统的建模、分析和控制:教程概述和展望
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2022.12.002
Bernard Brogliato
{"title":"Modeling, analysis and control of robot–object nonsmooth underactuated Lagrangian systems: A tutorial overview and perspectives","authors":"Bernard Brogliato","doi":"10.1016/j.arcontrol.2022.12.002","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2022.12.002","url":null,"abstract":"<div><p><span>So-called robot–object Lagrangian systems consist of a class of nonsmooth underactuated complementarity Lagrangian systems, with a specific structure: an “object” and a “robot”. Only the robot is actuated. The object dynamics can thus be controlled only through the action of the contact Lagrange multipliers, which represent the interaction forces between the robot and the object. Juggling, walking, running, hopping machines, </span>robotic systems<span><span><span> that manipulate objects, tapping, pushing systems, </span>kinematic chains<span> with joint clearance, crawling, </span></span>climbing robots, some cable-driven manipulators, and some circuits with set-valued nonsmooth components, belong this class. This article aims at presenting their main features, then many application examples which belong to the robot–object class, then reviewing the main tools and control strategies which have been proposed in the Automatic Control and in the Robotics literature. Some comments and open issues conclude the article.</span></p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"55 ","pages":"Pages 297-337"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49762809","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
Learning and forgetting in systems neuroscience: A control perspective 系统神经科学中的学习与遗忘:控制视角
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.100912
Erick Mejia Uzeda, Mohamed A. Hafez, Mireille E. Broucke
{"title":"Learning and forgetting in systems neuroscience: A control perspective","authors":"Erick Mejia Uzeda,&nbsp;Mohamed A. Hafez,&nbsp;Mireille E. Broucke","doi":"10.1016/j.arcontrol.2023.100912","DOIUrl":"10.1016/j.arcontrol.2023.100912","url":null,"abstract":"<div><p>A longstanding open problem of systems neuroscience is to understand how the brain calibrates thousands of reflexes to achieve near instantaneous disturbance rejection. While reflexes typically act locally at the site of sensory measurements, the adaptation of reflex gains is the result of an ingenious architecture in which knowledge of disturbances is transferred from the cerebellum to the deep cerebellar nuclei or the brainstem. This paper investigates the use of control theory as the mathematical foundation to explain the mechanisms by which such forms of learning, as well as forgetting, manifest themselves in systems neuroscience. Particularly, we use adaptive control and averaging theory to model the computations performed in learning appropriate reflex gains. While forgetting is perceived as counter-productive to learning, we show that if incorporated correctly, it can endow the much needed robustness to train thousands of reflexes without interfering with their adaptation. This is accomplished using the <span><math><mi>μ</mi></math></span>-modification which achieves robustness of adaptive schemes through the estimation of exciting subspaces. Our techniques are combined in a comprehensive model, with simulations illustrating their effectiveness.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"56 ","pages":"Article 100912"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135515912","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
Value-gradient iteration with quadratic approximate value functions 二次逼近函数的值梯度迭代
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.100917
Alan Yang, Stephen Boyd
{"title":"Value-gradient iteration with quadratic approximate value functions","authors":"Alan Yang,&nbsp;Stephen Boyd","doi":"10.1016/j.arcontrol.2023.100917","DOIUrl":"10.1016/j.arcontrol.2023.100917","url":null,"abstract":"<div><p>We propose a method for designing policies for convex stochastic control problems characterized by random linear dynamics and convex stage cost. We consider policies that employ quadratic approximate value functions as a substitute for the true value function. Evaluating the associated control policy involves solving a convex problem<span>, typically a quadratic program, which can be carried out reliably in real-time. Such policies often perform well even when the approximate value function is not a particularly good approximation of the true value function. We propose value-gradient iteration, which fits the gradient of value function, with regularization that can include constraints reflecting known bounds on the true value function. Our value-gradient iteration method can yield a good approximate value function with few samples, and little hyperparameter tuning. We find that the method can find a good policy with computational effort comparable to that required to just evaluate a control policy via simulation.</span></p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"56 ","pages":"Article 100917"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135609020","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
Probabilistic feasibility in data-driven multi-agent non-convex optimization 数据驱动多智能体非凸优化的概率可行性
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.100925
Lucrezia Manieri, Alessandro Falsone, Maria Prandini
{"title":"Probabilistic feasibility in data-driven multi-agent non-convex optimization","authors":"Lucrezia Manieri,&nbsp;Alessandro Falsone,&nbsp;Maria Prandini","doi":"10.1016/j.arcontrol.2023.100925","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.100925","url":null,"abstract":"<div><p>In this paper, we focus on the optimal operation of a multi-agent system affected by uncertainty. In particular, we consider a cooperative setting where agents jointly optimize a performance index compatibly with individual constraints on their discrete and continuous decision variables and with coupling global constraints. We assume that individual constraints are affected by uncertainty, which is known to each agent via a private set of data that cannot be shared with others. Exploiting tools from statistical learning theory, we provide data-based probabilistic feasibility guarantees for a (possibly sub-optimal) solution of the multi-agent problem that is obtained via a decentralized/distributed scheme that preserves the privacy of the local information. The generalization properties of the data-based solution are shown to depend on the size of each local dataset and on the complexity of the uncertain individual constraint sets. Explicit bounds are derived in the case of linear individual constraints. A comparative analysis with the cases of a common dataset and of local uncertainties that are independent is performed.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"56 ","pages":"Article 100925"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1367578823000895/pdfft?md5=400ea0f3b2244fc3aeddd15afd97f00f&pid=1-s2.0-S1367578823000895-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136697008","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
Addendum: Predictive form of the FPM model 附录:FPM模型的预测形式
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.02.001
Alain Oustaloup , François Levron , Stéphane Victor , Luc Dugard
{"title":"Addendum: Predictive form of the FPM model","authors":"Alain Oustaloup ,&nbsp;François Levron ,&nbsp;Stéphane Victor ,&nbsp;Luc Dugard","doi":"10.1016/j.arcontrol.2023.02.001","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.02.001","url":null,"abstract":"&lt;div&gt;&lt;p&gt;The article Oustaloup et al. (2021) has shown that the Fractional Power Model (FPM), &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;A&lt;/mi&gt;&lt;mo&gt;+&lt;/mo&gt;&lt;mi&gt;B&lt;/mi&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;t&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, enables well representing the cumulated data of COVID infections, thanks to a nonlinear identification technique. Beyond this identification interval, the article has also shown that the model enables predicting the future values on an unusual prediction horizon as for its range. The objective of this addendum is to explain, via an autoregressive form, why this model intrinsically benefits from such a predictivity property, the idea being to show the interest of the FPM model by highlighting its &lt;em&gt;predictive specificity&lt;/em&gt;, inherent to non-integer integration that conditions the model. More precisely, this addendum establishes a &lt;em&gt;predictive form with long memory&lt;/em&gt;&lt;span&gt; of the FPM model. This form corresponds to an autoregressive (AR) filter of infinite order. Taking into account the whole past through an indefinite linear combination of past values, a first predictive form, said to be with &lt;/span&gt;&lt;em&gt;long memory&lt;/em&gt;, results from an approach using one of the formulations of non-integer differentiation. Actually, as this first predictive form is the one of the power-law, &lt;span&gt;&lt;math&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;t&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;/math&gt;&lt;/span&gt;, its adaptation to the FPM model, &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;A&lt;/mi&gt;&lt;mo&gt;+&lt;/mo&gt;&lt;mi&gt;B&lt;/mi&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;t&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, which generalizes the linear regression, &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;A&lt;/mi&gt;&lt;mo&gt;+&lt;/mo&gt;&lt;mi&gt;B&lt;/mi&gt;&lt;mi&gt;t&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, is then straightforward: it leads to the &lt;em&gt;predictive form of the FPM model&lt;/em&gt; that specifies the model in prediction. This predictive form with long memory shows that the &lt;em&gt;predictivity&lt;/em&gt; of the FPM model is such that &lt;em&gt;any predicted value takes into account the whole past&lt;/em&gt;, according to a weighted sum of all the past values. These values are taken into account through weighting coefficients, that, for &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mo&gt;&gt;&lt;/mo&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;em&gt;a fortiori&lt;/em&gt; for &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mo&gt;&gt;&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, correspond to an &lt;em&gt;attenuation of the past&lt;/em&gt;, that the non-integer power, &lt;span&gt;&lt;math&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;/math&gt;&lt;/span&gt;&lt;span&gt;, determines by itself. To confirm the specificity of the FPM model in considering the past, this model is compared with a model of another nature, also having three parameters, namely an exponential model (Liu et al. (2020); Sallahi et al. (2021)): whereas, for the FPM model, the past is taken into account &lt;/span&gt;&lt;em&gt;globally&lt;/em&gt; through &lt;em&gt;all past instants&lt;/em&gt;, for the exponential model, the past is taken into account only &lt;em&gt;locally&lt;/em&gt; through &lt;em&gt;one single past instant&lt;/em&gt;, the predictive form of the model having a &lt;em&gt;short memory&lt;/em&gt; and corresponding to a","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"55 ","pages":"Pages 291-296"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49762799","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) 反馈粒子滤波器及相关受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 : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.03.006
Amirhossein Taghvaei , Prashant G. Mehta
{"title":"A survey of feedback particle filter and related controlled interacting particle systems (CIPS)","authors":"Amirhossein Taghvaei ,&nbsp;Prashant G. Mehta","doi":"10.1016/j.arcontrol.2023.03.006","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.03.006","url":null,"abstract":"<div><p><span>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 </span>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.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"55 ","pages":"Pages 356-378"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49762819","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 education for societal-scale challenges: A community roadmap 社会规模挑战的控制教育:社区路线图
IF 9.4 2区 计算机科学
Annual Reviews in Control Pub Date : 2023-01-01 DOI: 10.1016/j.arcontrol.2023.03.007
John Anthony Rossiter , Christos G. Cassandras , João Hespanha , Sebastian Dormido , Luis de la Torre , Gireeja Ranade , Antonio Visioli , John Hedengren , Richard M. Murray , Panos Antsaklis , Francoise Lamnabhi-Lagarrigue , Thomas Parisini
{"title":"Control education for societal-scale challenges: A community roadmap","authors":"John Anthony Rossiter ,&nbsp;Christos G. Cassandras ,&nbsp;João Hespanha ,&nbsp;Sebastian Dormido ,&nbsp;Luis de la Torre ,&nbsp;Gireeja Ranade ,&nbsp;Antonio Visioli ,&nbsp;John Hedengren ,&nbsp;Richard M. Murray ,&nbsp;Panos Antsaklis ,&nbsp;Francoise Lamnabhi-Lagarrigue ,&nbsp;Thomas Parisini","doi":"10.1016/j.arcontrol.2023.03.007","DOIUrl":"https://doi.org/10.1016/j.arcontrol.2023.03.007","url":null,"abstract":"<div><p>This article focuses on extending, disseminating and interpreting the findings of an IEEE Control Systems Society working group looking at the role of control theory and engineering in solving some of the many current and future societal challenges. The findings are interpreted in a manner designed to give focus and direction to both future education and research work in the general control theory and engineering arena, interpreted in the broadest sense. The paper is intended to promote discussion in the community and also provide a useful starting point for colleagues wishing to re-imagine the design and delivery of control-related topics in our education systems, especially at the tertiary level and beyond.</p></div>","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":"55 ","pages":"Pages 1-17"},"PeriodicalIF":9.4,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49739179","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
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