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Inner and outer approximations of arbitrarily quantified reachability problems 任意量化可达性问题的内外近似
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-10-07 DOI: 10.1016/j.nahs.2025.101629
Eric Goubault, Sylvie Putot
We propose an approach for computing inner and outer-approximations of the sets of values that satisfy constraints expressed as arbitrarily quantified formulas. Such formulas arise for example when specifying important problems in control such as robustness, motion planning and controller comparison. We propose an interval-based method which allows for tight but tractable approximations. We demonstrate its applicability through a series of examples and benchmarks using a prototype implementation. Finally, we develop higher-order methods, particularly tractable order one methods which provide even tighter results.
我们提出了一种计算满足以任意量化公式表示的约束的值集的内外近似的方法。例如,当指定控制中的重要问题时,例如鲁棒性,运动规划和控制器比较,就会出现这样的公式。我们提出了一种基于区间的方法,它允许严格但易于处理的近似。我们通过使用原型实现的一系列示例和基准测试来演示其适用性。最后,我们开发了高阶方法,特别是可处理的一阶方法,它提供了更严格的结果。
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引用次数: 0
Separation principle for stochastic control of continuous-time Markov jump linear systems under partial observations 部分观测下连续马尔可夫跳变线性系统随机控制的分离原理
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-30 DOI: 10.1016/j.nahs.2025.101644
Henk A.P. Blom
In MJLS literature the separation principle between filtering and control has been established in case the Markov mode switching process {θt} is fully observed, and the Euclidean state process {xt}is partially observed. In case the exact {θt}remains hidden, the separation principle has only been established under a linear filtering restriction. Since nonlinear filters can provide significant better estimates, the desire to extend the separation principle to MJLS with hidden {θt}is a long-standing challenge. The objective of this paper is to resolve this long-standing challenge in three steps. The first step is to transform the MJLS stochastic control problem into control under a quadratic performance criterion of a linear system driven by a martingale which is influenced by the control. The certainty equivalence (CE) condition known in literature applies to stochastic control of a linear system that is driven by a control independent martingale. Therefore, the second step is to relax this known CE condition such that it allows this control influence on the martingale. The third step is to prove that the relaxed CE condition is satisfied for the general MJLS control problem considered. The overall achievement is a CE control law for a partially observed MJLS, which assures the Separation Principle between filtering and control. The paper also shows that for the case that {xt}is fully observed and the exact{θt}remains hidden, that the novel CE control law differs significantly from the in literature well-developed Averaging MJLS control policy.
在MJLS文献中,建立了马尔可夫模式切换过程{θt}完全观察到,欧几里德状态过程{xt}部分观察到的情况下滤波与控制的分离原理。如果精确的{θt}仍然隐藏,则分离原理仅在线性滤波限制下建立。由于非线性滤波器可以提供更好的估计,因此将分离原理扩展到隐藏{θt}的MJLS是一个长期存在的挑战。本文的目标是分三步解决这一长期存在的挑战。第一步是将MJLS随机控制问题转化为受控制影响的鞅驱动线性系统的二次性能准则下的控制。文献中已知的确定性等价(CE)条件适用于由控制无关鞅驱动的线性系统的随机控制。因此,第二步是放松这个已知的CE条件这样它就允许这个控制对鞅的影响。第三步是证明所考虑的一般MJLS控制问题满足松弛CE条件。总体成果是对部分可观测MJLS的CE控制律,保证了滤波与控制的分离原则。本文还表明,在{xt}被完全观察到而{θt}仍然隐藏的情况下,新的CE控制律与文献中发达的平均MJLS控制策略有明显的不同。
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引用次数: 0
L2-exponential stability and impulsive stabilization of neutral stochastic delay differential equations 中立型随机时滞微分方程的l2 -指数稳定性和脉冲镇定性
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-26 DOI: 10.1016/j.nahs.2025.101647
Hoang Thi Duyen , Ky Quan Tran
This paper investigates L2-exponential stability – also known as exponential stability in the mean square – of neutral stochastic delay differential equations with impulsive perturbations. Our primary objective is to stabilize an impulsive-free system by appropriately designing impulsive controls. Unlike previous studies, we introduce new and verifiable criteria for L2-exponential stability. We further demonstrate that Euler–Maruyama-type approximations preserve L2-exponential stability provided that the step sizes are sufficiently small; explicit conditions on these step sizes are derived. Moreover, we detail the design of impulsive perturbations that achieve L2-exponential stabilization. Two examples are presented to validate the effectiveness of our criteria.
本文研究了具有脉冲扰动的中立型随机时滞微分方程的l2 -指数稳定性,即均方指数稳定性。我们的主要目标是通过适当设计脉冲控制来稳定无脉冲系统。与以往的研究不同,我们引入了新的可验证的l2指数稳定性准则。我们进一步证明,当步长足够小时,euler - maruyama型近似保持l2指数稳定性;导出了这些步长的显式条件。此外,我们还详细介绍了实现l2指数稳定的脉冲扰动的设计。给出了两个例子来验证我们的标准的有效性。
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引用次数: 0
Exponential stability analysis of discrete-time almost periodic piecewise nonlinear systems 离散时间概周期分段非线性系统的指数稳定性分析
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-18 DOI: 10.1016/j.nahs.2025.101642
Xiaoyun Wei , Xingwen Liu , Jun Yang , Tingjin Liu
This paper focuses on exponential stability analysis for discrete-time almost periodic piecewise nonlinear systems (APPNSs) with uncertain dwell time of subsystems. A discrete-time APPNS has a fundamental period, during which a finite number of subsystems that constitute the system are cyclically activated. Such systems can be modeled as switched systems with cyclically switching signals. With the assumption that the vector field of each subsystem of discrete-time APPNSs is continuously differentiable, a Lyapunov theorem is presented first to verify the exponential stability of discrete-time APPNSs. Then, a linearization method is employed and a mixed-mode time-varying homogeneous Lyapunov function is constructed to derive specific stability conditions expressed by linear matrix inequalities (LMIs). Note that this condition can verify the exponential stability of the considered nonlinear systems, as well as that of the corresponding linearized systems. Furthermore, the linearization method used here can be applied to general switched systems.
研究了具有不确定停留时间的离散几乎周期分段非线性系统的指数稳定性分析。离散时间APPNS有一个基本周期,在此期间,构成系统的有限数量的子系统被循环激活。这样的系统可以被建模为具有循环开关信号的开关系统。在假定离散时间APPNSs各子系统的向量场连续可微的前提下,首先利用Lyapunov定理验证了离散时间APPNSs的指数稳定性。然后,采用线性化方法,构造混合模时变齐次Lyapunov函数,导出用线性矩阵不等式(lmi)表示的特定稳定性条件。注意,这个条件可以验证所考虑的非线性系统的指数稳定性,以及相应的线性化系统的指数稳定性。此外,本文所采用的线性化方法也适用于一般的开关系统。
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引用次数: 0
Finite-time stability and stabilization of positive switched delay systems with non-instantaneous impulses on time scales and applications to multi-agent systems 时间尺度上非瞬时脉冲正开关时滞系统的有限时间稳定性与镇定及其在多智能体系统中的应用
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-18 DOI: 10.1016/j.nahs.2025.101643
Bhim Kumar, Muslim Malik
This paper investigates the finite-time stability and stabilization of impulsive positive switched delay systems defined on arbitrary time scales, using Lyapunov function-based methods. The finite-time stabilization problem is solved using state feedback controllers on time scales. Furthermore, the applicability of the proposed finite-time stability criteria is demonstrated for positive switched multi-agent delay systems by designing an event-triggered controller on time scales. The analysis extends the existing results to incorporate hybrid time domains with time-dependent switching and provide sufficient conditions for the system’s stability and stabilization within the specified time period. To demonstrate the results of this paper, several numerical and simulation-based examples are presented by considering continuous, discrete, and hybrid time domains simultaneously.
本文利用基于Lyapunov函数的方法研究了任意时间尺度上脉冲正开关时滞系统的有限时间稳定性和镇定性。利用状态反馈控制器在时间尺度上解决了系统的有限时间镇定问题。此外,通过设计一个时间尺度上的事件触发控制器,证明了所提出的有限时间稳定性准则对正切换多智能体延迟系统的适用性。该分析扩展了已有的结果,纳入了具有时变开关的混合时域,并为系统在指定时间段内的稳定性和稳定化提供了充分条件。为了证明本文的结果,给出了几个同时考虑连续、离散和混合时域的数值和仿真实例。
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引用次数: 0
Event-triggered boundary consensus for multi-agent systems of hyperbolic balance laws 双曲平衡律多智能体系统的事件触发边界共识
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-12 DOI: 10.1016/j.nahs.2025.101632
Mengyao Lu, Jingyuan Zhan, Liguo Zhang
This study addresses the boundary consensus problem of multi-agent systems, in which each agent is governed by hyperbolic partial differential equations. To reduce the controller update frequency, the event-triggered boundary controller is proposed for each agent based on the boundary state information of its neighbors and itself. Firstly, we present the well-posedness and consensus analysis under undirected communication graphs. By using Lyapunov approach and graph theory, we obtain the sufficient conditions associated with triggering parameters, Laplacian eigenvalues and boundary coefficient matrices for guaranteeing the asymptotic consensus and excluding Zeno behaviors. Next, we further consider the consensus problem under the directed communication topologies, and we also establish the sufficient conditions for ensuring the asymptotic consensus. Finally, we present a three-lane freeway traffic flow system described by Aw–Rascle–Zhang Equations as an example to demonstrate the effectiveness of the designed event-triggered boundary consensus controllers.
本文研究了多智能体系统的边界一致性问题,其中每个智能体都由双曲偏微分方程控制。为了减少控制器的更新频率,基于相邻体和自身的边界状态信息,提出了事件触发边界控制器。首先,给出了无向通信图的适定性和一致性分析。利用Lyapunov方法和图论,得到了保证渐近一致性和排除Zeno行为的触发参数、拉普拉斯特征值和边界系数矩阵的充分条件。其次,我们进一步研究了定向通信拓扑下的一致性问题,并建立了保证渐近一致性的充分条件。最后,以一个由Aw-Rascle-Zhang方程描述的三车道高速公路交通流系统为例,验证了所设计的事件触发边界共识控制器的有效性。
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引用次数: 0
Quantitative verification of learning-enabled systems using ProbStar reachability 使用ProbStar可达性对可学习系统进行定量验证
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-12 DOI: 10.1016/j.nahs.2025.101623
Yuntao Li , Sung Woo Choi , Hideki Okamoto , Bardh Hoxha , Georgios Fainekos , Hoang-Dung Tran
Deep neural networks (DNN) verification primarily focuses on qualitative verification, determining whether a DNN violates safety or robustness properties. This paper introduces a novel approach for quantitative verification of Feedforward Neural Networks (FFNN), transforming qualitative assessments into probabilistic evaluations. The resulting quantitative verification method not only can answer YES or NO questions but also can compute the probability of a property being violated. To do that, we introduce the concept of a probabilistic star (or shortly ProbStar), a new variant of the well-known star set, in which the predicate variables belong to a Gaussian distribution. We further propose an approach to compute the probability of a probabilistic star in high-dimensional space. Unlike existing works dealing with constrained input sets, our work considers the input set as a truncated multivariate normal (Gaussian) distribution, i.e., besides the constraints on the input variables, the input set has a probability of the constraints being satisfied. The input distribution is represented as a probabilistic star set and propagates through a network to construct the output reachable set containing multiple ProbStars, which are used to verify the safety or robustness properties of the network. In case a property is violated, the violation probability can be computed precisely by an exact verification algorithm or approximately by an over-approximate verification algorithm. Building on this foundation, we extend our quantitative verification framework to Learning-Enabled Cyber-Physical Systems (Le-CPS), where a piecewise linear FFNN controls a linear physical plant model. Our approach enables the construction of probabilistic reachable sets for Le-CPS, allowing for both qualitative Safe/Unsafe assessments and quantitative probability computations of property violations. We have implemented our verification framework in a tool named StarV and evaluated its effectiveness on benchmarks including HorizontalCAS and ACASXu networks, a rocket landing system, as well as advanced emergency braking and adaptive cruise control systems within the Le-CPS domain.
深度神经网络(DNN)验证主要侧重于定性验证,确定DNN是否违反了安全性或鲁棒性。本文介绍了一种前馈神经网络(FFNN)定量验证的新方法,将定性评估转化为概率评估。由此产生的定量验证方法不仅可以回答YES或NO问题,还可以计算属性被侵犯的概率。为了做到这一点,我们引入了概率星(ProbStar)的概念,这是众所周知的星集的一种新变体,其中谓词变量属于高斯分布。我们进一步提出了一种计算高维空间中概率星的概率的方法。与现有处理约束输入集的工作不同,我们的工作将输入集视为截断的多元正态(高斯)分布,即,除了对输入变量的约束外,输入集具有满足约束的概率。输入分布被表示为一个概率星集,并通过网络传播,以构建包含多个ProbStars的输出可达集,这些ProbStars用于验证网络的安全性或鲁棒性。在违反属性的情况下,违反概率可以通过精确验证算法精确计算,也可以通过过近似验证算法近似计算。在此基础上,我们将定量验证框架扩展到支持学习的网络物理系统(Le-CPS),其中分段线性FFNN控制线性物理工厂模型。我们的方法能够构建Le-CPS的概率可达集,允许对财产侵犯进行定性安全/不安全评估和定量概率计算。我们已经在一个名为StarV的工具中实现了我们的验证框架,并在基准测试中评估了其有效性,包括HorizontalCAS和ACASXu网络,一个火箭着陆系统,以及Le-CPS领域的先进紧急制动和自适应巡航控制系统。
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引用次数: 0
Finite-time stability of jump diffusion system and its application in drill-bit tracking control 跳跃扩散系统的有限时间稳定性及其在钻头跟踪控制中的应用
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-11 DOI: 10.1016/j.nahs.2025.101634
Mingyu Wang , Xiaofeng Zong , Xin Chen
This paper investigates the finite-time stability of a jump diffusion system with Brownian motion and random jump components. First, we establish a novel Lyapunov-type finite-time stability theorem, which provides a direct way for selecting an appropriate Lyapunov function. It is important to note that our finite-time stability result is significantly distinct from the case involving only Brownian motion. The presence of the jump term disrupts the continuity of the system’s solution paths, thereby introducing additional complexities in the analysis of finite-time stability. Subsequently, we employ this theorem to design a finite-time controller to ensure the finite-time stochastic stability of the tracking error in a drill-bit system. The proposed control strategy guarantees that the tracking error converges to the origin within finite time and remains there thereafter with probability one. Finally, simulation results are presented to validate the effectiveness of the proposed control law in achieving precise drill-bit tracking control.
研究了具有布朗运动和随机跳跃分量的跳跃扩散系统的有限时间稳定性。首先,我们建立了一个新的Lyapunov型有限时间稳定性定理,为选择合适的Lyapunov函数提供了一种直接的方法。值得注意的是,我们的有限时间稳定性结果与只涉及布朗运动的情况有显著不同。跳跃项的存在破坏了系统解路径的连续性,从而在有限时间稳定性分析中引入了额外的复杂性。随后,我们利用这一定理设计了有限时间控制器,以保证钻头系统跟踪误差的有限时间随机稳定性。所提出的控制策略保证了跟踪误差在有限时间内收敛到原点,并以1的概率保持在原点。最后给出仿真结果,验证了所提控制律在实现钻头精确跟踪控制方面的有效性。
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引用次数: 0
Timed initial-state detectability of discrete-event systems by algebraic method 用代数方法研究离散事件系统的时间初始状态可检测性
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-10 DOI: 10.1016/j.nahs.2025.101633
Shaowen Miao , Aiwen Lai , Jan Komenda , Sébastien Lahaye
In this paper, we address the problem of initial-state detectability (I-detectability) for timed discrete-event systems modeled by time-interval automata (TIAs). An I-observer, defined over a timed event set, is developed to check both strong and weak I-detectability. Additionally, an I-detector structure is designed as an alternative method for verifying strong I-detectability, which is more efficient than the I-observer in certain cases. In addition, we are the first to formally define the concepts of strong and weak timed initial-state detectability (T-I-detectability) within the framework of timed discrete-event systems. Specifically, I-detectability necessitates that the initial state of a system can be detected after a finite number of observations. From another perspective, T-I-detectability entails that the initial state can be ascertained after a delay of T time units. Under the assumption that every cycle in the TIA has strictly positive weight, we establish that a TIA is T-I-detectable if and only if it satisfies the condition of being I-detectable. Finally, we introduce an algebraic method to compute the upper bound of time that needs to elapse before the initial state can be determined in an I-detectable TIA.
本文研究了由时间间隔自动机(TIAs)建模的时间离散事件系统的初始状态可检测性问题。在一个定时事件集上定义了一个i -观测器,用于检查强和弱i -可探测性。此外,设计了一个i检测器结构作为验证强i可探测性的替代方法,在某些情况下,它比i观察者更有效。此外,我们首次在时间离散事件系统的框架内正式定义了强和弱时间初始状态可探测性(t - i -可探测性)的概念。具体来说,i -可探测性要求系统的初始状态可以在有限次观测后被探测到。从另一个角度来看,T- i可探测性意味着在延迟T个时间单位后可以确定初始状态。在假定TIA中的每个周期都有严格正权的前提下,我们建立了TIA是t - i可检测的当且仅当它满足i可检测的条件。最后,我们引入了一种代数方法来计算在i可检测的TIA中确定初始状态所需时间的上界。
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引用次数: 0
Closure certificates 关闭证书
IF 3.7 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-09-09 DOI: 10.1016/j.nahs.2025.101630
Vishnu Murali, Ashutosh Trivedi, Majid Zamani
A barrier certificate, defined over the states of a dynamical system, is a real-valued function whose zero level set characterizes an inductively verifiable state invariant separating reachable states from unsafe ones. When combined with powerful decision procedures — such as sum-of-squares programming (SOS) or satisfiability-modulo-theory solvers (SMT) — barrier certificates enable an automated deductive verification approach to safety. The barrier certificate approach has been extended to refute LTL and ω-regular specifications by separating consecutive transitions of corresponding ω-automata in the hope of denying all accepting runs. Unsurprisingly, such tactics are bound to be conservative as refutation of recurrence properties requires reasoning about ranking functions to prove liveness as well. This paper introduces the notion of closure certificates as a natural extension of barrier certificates from state invariants to transition invariants. We show how one may use ranking function arguments over such certificates to verify discrete-time dynamical systems against Linear Temporal logic formulae. We augment these definitions with SOS and SMT based characterization for automating the search of closure certificates and demonstrate their effectiveness over some case studies.
屏障证书是定义在动态系统状态上的实值函数,它的零水平集刻画了一个归纳可验证的状态不变量,将可达状态与不安全状态分离开来。当与强大的决策程序(如平方和编程(SOS)或可满足模理论解算器(SMT))相结合时,屏障证书可以实现自动演绎验证安全方法。将屏障证书方法扩展到驳斥LTL和ω-正则规范,通过分离相应ω-自动机的连续转换,希望拒绝所有接受运行。不出所料,这种策略必然是保守的,因为要反驳递归性,还需要对排序函数进行推理,以证明其活动性。本文介绍了闭包证书的概念,作为屏障证书从状态不变量到转换不变量的自然扩展。我们展示了如何在这些证书上使用排序函数参数来验证离散时间动力系统与线性时间逻辑公式的关系。我们使用基于SOS和SMT的特征来扩展这些定义,以实现关闭证书的自动搜索,并通过一些案例研究证明了它们的有效性。
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引用次数: 0
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Nonlinear Analysis-Hybrid Systems
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