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Nonparametric adaptive control in native spaces: Finite-dimensional implementations, Part II 原生空间中的非参数自适应控制:有限维实施,第二部分
IF 7.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100968
Andrew J. Kurdila , Andrea L’Afflitto , John A. Burns , Haoran Wang
This two-part work presents a novel theory for model reference adaptive control (MRAC) of deterministic nonlinear ordinary differential equations (ODEs) that contain functional, nonparametric uncertainties that reside in a native space, also called a reproducing kernel Hilbert space (RKHS). As discussed in the first paper of this two-part work, the proposed framework relies on a limiting distributed parameter system (DPS). To allow implementations of this framework in finite dimensions, this paper shows how several techniques developed in parametric MRAC, such as the σ-modification method, the deadzone modification, adaptive error bounding methods, and projection methods, can be generalized to the proposed nonparametric setting. Some of these techniques assure uniform ultimate boundedness of the trajectory tracking error, while others guarantee its asymptotic convergence to zero. This paper introduces nonparametric metrics of performance that are cast in terms of the functional uncertainty classes in the native space. These performance metrics are relative to the best offline approximation error of the functional uncertainty. All the provided performance bounds are explicit in the dimension of the approximations of the functional uncertainty. Numerical examples show the applicability of the proposed theoretical results.
本论文由两部分组成,介绍了确定性非线性常微分方程(ODEs)的模型参考自适应控制(MRAC)的新理论,这些方程包含函数性、非参数性不确定性,这些不确定性位于本机空间,也称为重现核希尔伯特空间(RKHS)。正如本两部分工作的第一篇论文所讨论的,所提出的框架依赖于极限分布式参数系统 (DPS)。为了在有限维度上实现这一框架,本文展示了如何将参数 MRAC 中开发的几种技术,如 σ 修正方法、死区修正、自适应误差约束方法和投影方法,推广到所提出的非参数设置中。其中一些技术可确保轨迹跟踪误差的均匀终极约束性,而另一些则可确保其渐近收敛为零。本文介绍了非参数性能指标,这些指标是根据本机空间中的函数不确定性类确定的。这些性能指标是相对于函数不确定性的最佳离线近似误差而言的。所有提供的性能界限在功能不确定性近似维度上都是明确的。数值示例显示了所提出的理论结果的适用性。
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引用次数: 0
Shaping the future of advanced automation and control systems for society strategic directions and multidisciplinary collaborations of IFAC's social systems coordinating committee 为社会塑造先进自动化和控制系统的未来 国际会计师联合会社会系统协调委员会的战略方向和多学科合作
IF 7.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100967
Larry Stapleton , Fei-Yue Wang , Mariana Netto , Qing-Shan Jia , Antonio Visioli , Peter Kopacek
In an era of rapid advancements in highly intelligent digital systems, blockchain, and other transformative technologies, the role of control and automation in shaping human civilization is of paramount, even critical, importance. This paper examines the strategic significance of IFAC's Social Systems Coordinating Committee (CC), a unique multidisciplinary global community of researchers and practitioners comprising leading universities, research centers, industry partners and international agencies at the forefront of integrating technological and societal progress.
This paper reports the results of a strategic "milestone" review, including an extensive meta-analysis of the Social Systems CC's five Technical Committees (TCs) and their activities. It uncovers key themes emphasizing this CC's contributions to models, systems, infrastructures, and operations. Using content analysis and word clouds, 272 keywords were refined to elucidate the main themes of the CC, revealing significant current and future collaborations with other IFAC communities and external organizations. The paper identifies high-potential new cooperation opportunities between this CC and the other IFAC CCs and their TCs, suggesting ways to achieve these collaborations. The findings highlight the Social Systems CC's unique position at the heart of the global automation and control community, where it offers practical applications in planning, management, and sustainability as well as fostering cross-sector cooperation crucial for human progress and effective humanitarian and environmental responses. This paper underscores the Social Systems CC's role in advancing control science and automation systems engineering to tackle pressing societal challenges, advocating for a future where technology and human systems synergize for the global well-being of all living systems.
在高智能数字系统、区块链和其他变革性技术快速发展的时代,控制和自动化在塑造人类文明中的作用至关重要,甚至是至关重要。本文探讨了国际会计师联合会社会系统协调委员会(CC)的战略意义,该委员会是一个独特的多学科全球研究人员和从业人员社区,由处于技术和社会进步整合前沿的顶尖大学、研究中心、行业合作伙伴和国际机构组成。本文报告了战略性 "里程碑 "审查的结果,包括对社会系统协调委员会的五个技术委员会(TC)及其活动进行的广泛元分析。它揭示了强调该委员会在模型、系统、基础设施和运营方面所作贡献的关键主题。利用内容分析和词云,对 272 个关键词进行了提炼,以阐明 CC 的主要主题,揭示了当前和未来与其他 IFAC 社区和外部组织的重要合作。本文指出了该委员会与其他国际会计师联合会委员会及其技术合作委员会之间极具潜力的新合作机会,并提出了实现这些合作的方法。研究结果强调了社会系统 CC 在全球自动化和控制领域的核心地位,它在规划、管理和可持续发展方面提供了实际应用,并促进了对人类进步和有效的人道主义和环境响应至关重要的跨部门合作。本文强调了社会系统协调委员会在推动控制科学和自动化系统工程方面的作用,以应对紧迫的社会挑战,倡导未来技术与人类系统协同合作,促进全球所有生命系统的福祉。
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引用次数: 0
A real-time interactive decision-making and control framework for complex cyber-physical-human systems 复杂网络-物理-人类系统的实时互动决策和控制框架
IF 9.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100938
Chen-Lian Hu, Lei Wang, Mei-Ling Chen, Cheng Pei

Over the past decade, the advancement of digital technology has significantly enhanced operations management in complex cyber-physical systems (CPSs), especially in the production and manufacturing sectors. In such systems, the physical and cyber spaces are generally connected through sensors, networking, and control actions. With the surge in available real-time data, automation and intelligence have become increasingly prevalent. However, full automation and sophisticated intelligence often remain challenging to achieve in real-world CPSs. Currently, many practical tasks in CPSs are best tackled through the integration of human cognitive skills with autonomous systems, highlighting the indispensable role that humans play in these settings. In this study, we present a framework for real-time decision-making and control in complex cyber-physical-human systems. The framework consists of three main modules: intelligent data processing, intelligent decision-making and control, and human-computer interaction. It is designed to provide a practical and implementable framework for supporting real-time decision-making and control in cyber-physical-human system applications. To demonstrate the applicability of the framework, we build a comprehensive decision support tool to manage several important real-time decision-making and control tasks at a container terminal. The tool is seamlessly integrated into the main operating system of the container terminal and aids decision-makers in making optimal decisions and generating appropriate control actions. The effectiveness of the tool is confirmed by observed improvements in several key operational efficiency indicators at the container terminal.

在过去十年中,数字技术的发展极大地加强了复杂网络物理系统(CPS)的运营管理,尤其是在生产和制造领域。在这些系统中,物理空间和网络空间通常通过传感器、网络和控制行动连接起来。随着可用实时数据的激增,自动化和智能化变得越来越普遍。然而,在现实世界的 CPS 中,要实现完全自动化和复杂的智能化往往仍具有挑战性。目前,CPS 中的许多实际任务都需要通过将人类认知技能与自主系统集成来实现,这凸显了人类在这些环境中所扮演的不可或缺的角色。在本研究中,我们提出了一个在复杂的网络-物理-人类系统中进行实时决策和控制的框架。该框架由三个主要模块组成:智能数据处理、智能决策与控制以及人机交互。该框架旨在为支持网络-物理-人类系统应用中的实时决策和控制提供一个实用且可实施的框架。为了证明该框架的适用性,我们建立了一个综合决策支持工具,用于管理集装箱码头的几项重要实时决策和控制任务。该工具无缝集成到集装箱码头的主操作系统中,帮助决策者做出最佳决策,并生成适当的控制行动。据观察,集装箱码头的几项关键运营效率指标都有所改善,这证实了该工具的有效性。
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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 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2023.100929
Johannes Köhler , Matthias A. Müller , Frank Allgöwer

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.

本文概述了用于非线性约束系统动态运行的模型预测控制(MPC)框架。动态运行通常是控制目标不可分割的一部分,从跟踪参考信号到在线时变运行条件下工厂的一般经济运行,不一而足。我们将重点关注在处理此类更一般的控制目标时出现的特殊挑战,并介绍文献中出现的解决这些问题的方法。本文的目的是概述最先进的技术,为应用和进一步开发可应对动态运行固有挑战的 MPC 配方提供多样化的工具包。我们还严格评估了不同研究方向的适用性,讨论了进一步研究的局限性和机遇。
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引用次数: 0
Revisiting disturbance decoupling with an optimization perspective 从优化角度重新审视干扰解耦
IF 9.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2023.100928
Selahattin Burak Sarsılmaz , Sarah H.Q. Li , Behçet Açıkmeşe

This paper presents an optimization-based perspective for incorporating disturbance decoupling constraints into controller synthesis, which paves the way for utilizing numerical optimization tools. We consider the constraints arising from the following sets of static state feedback: (i) The set of all disturbance decoupling controllers; (ii) The set of all disturbance decoupling and stabilizing controllers. To inner approximate these sets by means of matrix equations or inequalities, we provide a unifying review of the relevant results of the geometric control theory. The approximations build on the characterization of controlled invariant subspaces in terms of the solvability of a linear matrix equation (LME) involving the state feedback. The set (i) is inner approximated through the LME associated with any element of an upper semilattice generated by controlled invariant subspaces. The set (ii) is inner approximated through a bilinear matrix inequality (BMI) and the LME associated with any element of a different upper semilattice generated by internally stabilizable controlled invariant subspaces. However, the resulting inner approximations depend on the subspaces chosen from the semilattices. It is shown that a specific (internally stabilizable) self-bounded controlled invariant subspace, which is the best choice regarding eigenvalue assignment, yields the largest inner approximation for both of the sets among (internally stabilizable) self-bounded controlled invariant subspaces. The inner approximations exactly characterize the controller sets under particular structural conditions. We have been driven by two primary motivations in investigating inner approximations for the sets above: (i) Enable the formulation of a variety of equality (and inequality) constrained optimization problems, where cost functions, such as a norm of the state feedback, can be minimized over a large subset of the set of all disturbance decoupling (and stabilizing) controllers; (ii) Introduce the disturbance decoupling constraints to members of the control systems community who might not be quite familiar with the elegant geometric state-space theory, similar to the authors themselves. This can add another dimension to research endeavors in resilient control of networked multi-agent systems.

本文提出了一种基于优化的视角,将干扰解耦约束纳入控制器合成,为利用数值优化工具铺平了道路。我们考虑了以下静态状态反馈集产生的约束:(i) 所有干扰解耦控制器集;(ii) 所有干扰解耦和稳定控制器集。为了通过矩阵方程或不等式对这些集合进行内在近似,我们对几何控制理论的相关结果进行了统一回顾。近似建立在涉及状态反馈的线性矩阵方程(LME)可解性的受控不变子空间特征之上。通过与由受控不变子空间生成的上半格中任何元素相关的 LME,集合 (i) 得到内近似。集合(ii)通过双线性矩阵不等式(BMI)和与由内部稳定的受控不变子空间生成的不同上半格的任何元素相关的 LME 进行内部逼近。然而,由此产生的内近似取决于从半格中选择的子空间。研究表明,一个特定的(内部可稳定的)自约束受控不变子空间是特征值赋值的最佳选择,它能为(内部可稳定的)自约束受控不变子空间中的两个集合产生最大的内近似值。在特定的结构条件下,内近似精确地描述了控制器集的特征。我们研究上述集合的内近似值有两个主要动机:(i) 使各种平等(和不平等)约束优化问题的表述成为可能,在这些问题中,成本函数(如状态反馈的规范)可以在所有扰动解耦(和稳定)控制器集合的一个大子集上最小化;(ii) 向控制系统界的成员介绍扰动解耦约束,他们可能不太熟悉优雅的几何状态空间理论,就像作者自己一样。这将为网络多代理系统弹性控制的研究工作增添新的维度。
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引用次数: 0
Towards wireless communication in control systems of the civil nuclear energy sector 在民用核能领域的控制系统中实现无线通信
IF 9.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100936
Erwin Jose Lopez Pulgarin , Guido Herrmann , Christine Hollinshead , John May , Kibrom Negash Gebremicael , Diane Daw

The use of wireless communication within the civil nuclear industry can bring many benefits over wired solutions, such as reducing lifecycle costs and enabling new applications in asset and process management. This paper will discuss aspects of wireless communication in industrial control systems, i.e. termed wireless control systems, of the civil nuclear industry. In this respect, we will review previous use of wireless communication in the nuclear industry, and provide the results of a recent feasibility study of wireless communication for an industrial, civil nuclear control system. The studied use case was of an advanced nuclear modular reactor, the Stable Salt Reactor (SSR), and the augmentation of one of its control systems, the refuelling control system, with wireless communication. Hence, in contrast to previous work on wireless control systems, this paper here will focus on the complex and rigorous processes required for regulated safety which have to be followed to allow for wireless control to be implemented in the nuclear civil sector. The following analysis and design procedure was followed: (a) the decision process for choosing the refuelling control system, (b) the review for a suitable communication protocol and technology, the analysis for placement of wireless transceivers for sensors and actuators, (c) the analysis for wireless communication integrity, (d) the basic analysis and guidelines for control system robustness under packet loss, (e) the discussion of possible self-powering options and (f) the safety analysis of the control system under communication failure. Our initial hypothesis is that wireless control systems in Nuclear Applications can improve asset integrity. Control systems can be made more robust and secure to external influences by securely communicating control responses and asset information within a Nuclear Plant. Safety is also improved by reducing the number of operator interactions required for servicing connections, as failures are reduced overall. The removal of power/data harnesses from in-reactor applications can enable faster deployment and replacement of instrumentation for new builds, existing plants and decommissioning.

与有线解决方案相比,在民用核工业中使用无线通信可以带来许多好处,例如降低生命周期成本,以及在资产和流程管理中实现新的应用。本文将讨论民用核工业工业控制系统(即无线控制系统)中无线通信的各个方面。在这方面,我们将回顾以往在核工业中使用无线通信的情况,并提供最近对民用核工业控制系统无线通信可行性研究的结果。所研究的使用案例是一个先进的模块化核反应堆--稳定盐反应堆(SSR),以及用无线通信增强其控制系统之一--换料控制系统。因此,与以往有关无线控制系统的工作不同,本文将重点关注核民用领域实施无线控制所必须遵循的复杂而严格的安全规范程序。分析和设计过程如下(a) 选择加料控制系统的决策过程,(b) 审查合适的通信协议和技术,分析传感器和执行器无线收发器的位置,(c) 分析无线通信的完整性,(d) 在数据包丢失情况下控制系统稳健性的基本分析和准则,(e) 讨论可能的自供电方案,(f) 在通信故障情况下控制系统的安全分析。我们最初的假设是,核应用中的无线控制系统可以提高资产的完整性。通过在核电厂内安全地传递控制响应和资产信息,可以使控制系统更稳健、更安全地抵御外部影响。通过减少维修连接所需的操作员互动次数,安全性能也会得到改善,因为故障总体上会减少。从反应堆内的应用中移除电源/数据线束,可使新建项目、现有工厂和退役项目更快地部署和更换仪表。
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引用次数: 0
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 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100940
Xiang Yin , Bingzhao Gao , Xiao Yu

In recent years, formal methods 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.

近年来,形式化方法被广泛应用于自主系统的设计。通过采用数学上严格的技术,形式化方法可以为连续动态和离散逻辑之间存在复杂交互的复杂动态系统提供可证明安全保证的全自动推理过程。本文全面回顾了用于安全关键型自主系统的形式控制器合成技术。具体来说,我们根据确定性、非确定性和随机性等不同系统模型,以及涉及逻辑、实时和实值域的各种形式化安全关键规范,对形式化控制合成问题进行了分类。综述涵盖了基本的形式控制合成技术,包括基于抽象的方法和无抽象方法。我们探讨了形式控制合成中数据驱动合成方法的集成。此外,我们还综述了为多代理系统(MAS)量身定制的形式化技术,特别关注解决大规模系统中可扩展性挑战的各种方法。最后,我们讨论了该领域的一些最新趋势,并强调了该领域的研究挑战。
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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 Q1 AUTOMATION & CONTROL SYSTEMS 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

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.

这篇教程论文介绍了作者的最新研究成果,这些成果扩展了控制障碍函数(CBF)理论,以解决自主系统和机器人安全控制器合成中的实际挑战。我们提出了新颖的 CBF 和方法,用于处理以下安全约束:(i) 在干扰下具有时间和输入约束;(ii) 在干扰和输入约束下具有高相对度;(iii) 受对抗性输入和采样数据影响。然后,我们提出了新的 CBF 和可防止 CBF 失去有效性的适应方法,以及在线调整 CBF 参数以减少系统响应保守性的方法。我们还通过引入一种考虑到未来轨迹的 CBF 方案,解决了 CBF 诱导的控制输入仅具有点状最优特性的问题,并解决了一些实施难题,如在使用输出反馈控制和零阶保持控制时如何保持安全性。最后,我们还考虑了在存在不连续输入和多重约束的情况下,如何合成非光滑的 CBF。
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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 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100947
Max H. Cohen , Tamas G. Molnar , Aaron D. Ames

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.

现代自主系统(如飞行机器人、腿式机器人和轮式机器人)通常具有高维非线性动力学特征,这给基于模型的安全关键控制设计带来了挑战。受减阶模型在机器人学中取得成功的启发,本文介绍了通过减阶模型和控制障碍函数(CBF)进行建设性安全临界控制的教程。为此,我们对文献中的技术进行了统一表述,这些技术有一个共同的基础,即从简单得多的系统的 CBF 中构建复杂系统的 CBF。我们将通过正式结果、简单的数值示例和实际系统的案例研究来说明这些观点,并在实验中应用了这些技术。
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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 Q1 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-01-01 DOI: 10.1016/j.arcontrol.2024.100946
Fei Chen, Mayank Sewlia, Dimos V. Dimarogonas

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.

当前多代理控制系统研究的一个趋势是考虑高层次的任务规范,这些规范超越了传统的控制目标,并考虑到了系统中每个代理的异质性,即代理在执行、传感、通信和计算方面的不同能力。本文概述了我们在空间和时间约束条件下异构多代理系统控制问题上所做的工作,以及我们对与考虑此类时空约束条件相关的挑战和未决问题的看法。首先,我们回顾了作者提出的一系列控制策略,这些策略既要满足编队控制等合作任务的要求,又要满足参考跟踪等单个目标的要求。这些目标的满足是通过规定的性能控制来保证的。在这些方法的基础上,我们回顾了最近在高层次时空目标控制方面取得的成果,这些目标是用信号时空逻辑(Signal Temporal Logic)表达的,这种形式语言可以表达必须在预定期限内完成的复杂空间任务。我们还介绍了在时空约束条件下具有各种能力的多机器人系统的理论成果。
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引用次数: 0
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