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Major Computational Breakthroughs in the Synthesis of Symbolic Controllers via Decomposed Algorithms 基于分解算法的符号控制器合成的重大计算突破
Eric S. Kim, M. Arcak, Mahmoud Khaled, Majid Zamani
ACM Reference Format: Eric S. Kim, Murat Arcak and Mahmoud Khaled, Majid Zamani. 2018. Poster: Major Computational Breakthroughs in the Synthesis of Symbolic Controllers via Decomposed Algorithms. In HSCC ’18: 21st International Conference on Hybrid Systems: Computation and Control (part of CPS Week), April 11–13, 2018, Porto, Portugal. ACM, New York, NY, USA, 3 pages. https://doi.org/10.1145/3178126.3187005
ACM参考格式:Eric S. Kim, Murat arak和Mahmoud Khaled, Majid Zamani。2018。海报:通过分解算法合成符号控制器的重大计算突破。在HSCC ' 18:第21届混合系统国际会议:计算和控制(CPS周的一部分),2018年4月11日至13日,葡萄牙波尔图。ACM,纽约,美国,3页。https://doi.org/10.1145/3178126.3187005
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引用次数: 2
Compositional Synthesis for Symbolic Control 符号控制的合成
A. Girard
Symbolic control aims at designing "correct by construction" controllers for continuous dynamical systems, by using algorithmic discrete synthesis techniques. The key concept in symbolic control is that of symbolic model (also called finite abstraction), which is a finite-state dynamical system, obtained by abstracting continuous trajectories over a finite set of symbols. When the symbolic and the continuous dynamics are formally related by some behavioral relationship (e.g. simulation or bisimulation relations), controllers synthesized for the symbolic model using discrete synthesis techniques can be refined to certified controllers for the original continuous system. Computation of finite abstractions is often based on discretization of the state and input spaces and therefore the symbolic control approach suffers from scalability issues. However, the design of large systems can still be tackled by means of compositional techniques. In this talk, we will present some recent results on compositional synthesis in the symbolic control approach. Firstly, we will present an approach to compute abstractions of systems made of several, possibly overlapping components. Secondly, we will show how to synthesize decentralized (and possibly asynchronous) controllers for invariance properties, by combining these overlapping abstractions and assume-guarantee contracts. In the last part of the talk, motivated by the use of parametric assume-guarantee contracts for stability properties, we will show recent developments on abstraction-based quantitative synthesis.
符号控制旨在通过使用算法离散综合技术,为连续动力系统设计“构造正确”的控制器。符号控制的关键概念是符号模型(也称为有限抽象),它是一个有限状态的动力系统,通过抽象有限符号集上的连续轨迹而获得。当符号动力学和连续动力学通过某种行为关系(如仿真或双仿真关系)形式化地联系在一起时,使用离散综合技术为符号模型合成的控制器可以细化为原始连续系统的认证控制器。有限抽象的计算通常基于状态和输入空间的离散化,因此符号控制方法存在可扩展性问题。然而,大型系统的设计仍然可以通过组合技术来解决。在这次演讲中,我们将介绍符号控制方法中合成合成的一些最新成果。首先,我们将提出一种方法来计算由几个可能重叠的组件组成的系统的抽象。其次,我们将展示如何通过组合这些重叠的抽象和假设保证契约,为不变性属性合成分散的(可能是异步的)控制器。在讲座的最后一部分,我们将展示基于抽象的定量综合的最新发展,这是由于使用参数假设-保证契约来保证稳定性。
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引用次数: 0
ROCS: A Robustly Complete Control Synthesis Tool for Nonlinear Dynamical Systems 非线性动力系统的鲁棒完整控制综合工具
Yinan Li, Jun Liu
This paper presents ROCS, an algorithmic control synthesis tool for nonlinear dynamical systems. Different from other formal control synthesis tools, it guarantees to generate a control strategy with respect to a robustly realizable specification for a nonlinear system. At the core of ROCS is the interval branch-and-bound scheme with a precision control parameter that reflects the robustness of the realizability of the specification. It also supports multiple variable precision control parameters to achieve higher efficiency.
本文介绍了一种非线性动力系统的算法控制综合工具——ROCS。与其他形式控制综合工具不同的是,它保证对非线性系统根据鲁棒可实现规范生成控制策略。ROCS的核心是区间分支定界方案,该方案具有反映规范可实现性鲁棒性的精确控制参数。它还支持多个可变精度控制参数,以实现更高的效率。
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引用次数: 34
Multi-Layered Abstraction-Based Controller Synthesis for Continuous-Time Systems 基于多层抽象的连续时间系统控制器综合
Kyle Hsu, R. Majumdar, Kaushik Mallik, Anne-Kathrin Schmuck
We present multi-layered abstraction-based controller synthesis, which extends standard abstraction-based controller synthesis (ABCS) algorithms for continuous-time control systems by simultaneously maintaining several "layers" of abstract systems with decreasing precision. The resulting abstract multi-layered controller uses the coarsest abstraction whenever this is feasible, and dynamically adjusts the precision---by moving to a more precise abstraction and back to a coarser abstraction---based on the structure of the given control problem. Abstract multi-layered controllers can be refined to controllers with non-uniform resolution using feedback refinement relations established between each abstract layer and the concrete system, resulting in a sound ABCS method. We provide multi-layered controller synthesis algorithms for reachability, safety, and generalized Büchi specifications; our approach can be generalized to any ω-regular objective. Our algorithms are complete relative to single-layered synthesis on the finest layer. We empirically demonstrate that multi-layered synthesis can outperform standard (single-layer) ABCS algorithms on a number of examples, despite the additional cost of constructing multiple abstract systems.
我们提出了基于多层抽象的控制器综合,它扩展了连续时间控制系统的标准基于抽象的控制器综合(ABCS)算法,通过同时维持几个“层”的抽象系统,并降低精度。由此产生的抽象多层控制器在可行的情况下使用最粗略的抽象,并根据给定控制问题的结构动态调整精度——通过移动到更精确的抽象和返回到更粗略的抽象。利用各抽象层与具体系统之间建立的反馈细化关系,可以将抽象多层控制器细化为非均匀分辨率的控制器,从而形成完善的ABCS方法。我们为可达性、安全性和广义b chi规格提供多层控制器综合算法;我们的方法可以推广到任何ω-正则目标。我们的算法相对于在最细层上的单层合成是完整的。我们通过经验证明,尽管构建多个抽象系统需要额外的成本,但多层综合在许多示例上可以优于标准(单层)ABCS算法。
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引用次数: 56
DryVR 2.0: A tool for verification and controller synthesis of black-box cyber-physical systems DryVR 2.0:黑盒网络物理系统的验证和控制器合成工具
Bolun Qi, Chuchu Fan, Minghao Jiang, S. Mitra
We present a demo of DryVR 2.0, a framework for verification and controller synthesis of cyber-physical systems composed of black-box simulators and white-box automata. For verification, DryVR 2.0 takes as input a black-box simulator, a white-box transition graph, a time bound and a safety specification. As output it generates over-approximations of the reachable states and returns "Safe" if the system meets the given bounded safety specification, or it returns "Unsafe" with a counter-example. For controller synthesis, DryVR 2.0 takes as input black-box simulator(s) and a reach-avoid specification, and uses RRTs to find a transition graph such that the combined system satisfies the given specification.
我们展示了DryVR 2.0的演示,这是一个由黑盒模拟器和白盒自动机组成的网络物理系统的验证和控制器合成框架。为了验证,DryVR 2.0将黑盒模拟器、白盒过渡图、时间限制和安全规范作为输入。作为输出,它生成可达状态的过近似值,如果系统满足给定的有界安全规范,则返回“安全”,或者返回带有反例的“不安全”。对于控制器的合成,DryVR 2.0将黑盒模拟器和到达避免规范作为输入,并使用RRTs找到组合系统满足给定规范的过渡图。
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引用次数: 10
Session details: Reachability 会话详细信息:可达性
S. Mitra
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引用次数: 0
Efficient Parametric Identification for STL STL的有效参数辨识
Alexey Bakhirkin, Thomas Ferrère, O. Maler
We describe a new algorithm for the parametric identification problem for signal temporal logic (STL), stated as follows. Given a dense-time real-valued signal w and a parameterized temporal logic formula φ, compute the subset of the parameter space that renders the formula satisfied by the signal. Unlike previous solutions, which were based on search in the parameter space or quantifier elimination, our procedure works recursively on φ and computes the evolution over time of the set of valid parameter assignments. This procedure is similar to that of monitoring or computing the robustness of φ relative to w. Our implementation and experiments demonstrate that this approach can work well in practice.
我们描述了一种用于信号时序逻辑(STL)参数识别问题的新算法,如下所述。给定一个密时实值信号w和一个参数化时间逻辑公式φ,计算使该信号满足该公式的参数空间子集。与之前基于参数空间搜索或量词消除的解决方案不同,我们的过程在φ上递归地工作,并计算有效参数分配集随时间的演变。这个过程类似于监测或计算φ相对于w的鲁棒性。我们的实现和实验表明,这种方法在实践中可以很好地工作。
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引用次数: 27
Session details: Algorithms and Foundations 会议细节:算法和基础
Sicun Gao
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引用次数: 0
Global Almost-Sure Reachability in Stochastic Constant-Rate Multi-Mode Systems 随机恒速率多模系统的全局几乎确定可达性
F. Somenzi, B. Touri, Ashutosh Trivedi
A constant-rate multi-mode system is a hybrid system that can switch freely among a finite set of modes, and whose dynamics is specified by a finite number of real-valued variables with mode-dependent constant rates. We introduce and study a stochastic extension of a constant-rate multi-mode system where the dynamics is specified by mode-dependent compactly supported probability distributions over a set of constant rate vectors. The almost-sure reachability problem for stochastic multi-mode systems is to decide whether for all ε > 0 and for all pairs of start and target states in a path-connected and bounded safety set there exists a control strategy that almost-surely steers the system from the start state to the ε-neighborhood of the target state without leaving the safety set. We prove a necessary and sufficient condition to decide almost-sure reachability and, using this condition, we show that almost-sure reachability can be decided in polynomial time. Our algorithm can be used as a path-following algorithm in combination with off-the-shelf path-planning algorithms to make a robot with noisy low-level controllers follow a path with arbitrary precision.
恒速率多模系统是一种能在有限模态间自由切换的混合系统,其动力学由有限数量的与模态相关的恒速率实值变量来表示。我们引入并研究了一类恒速率多模系统的随机扩展,该系统的动力学由一组恒速率向量上的模相关紧支持概率分布来表示。随机多模系统的几乎确定可达性问题是确定对于所有的ε > 0以及对于路径连通有界安全集中的所有对起始状态和目标状态是否存在一种几乎确定地使系统从起始状态引导到目标状态的ε-邻域而不离开安全集的控制策略。我们证明了判定几乎确定可达性的一个充分必要条件,并利用这个条件证明了几乎确定可达性可以在多项式时间内判定。我们的算法可以作为路径跟踪算法与现成的路径规划算法相结合,使具有噪声的低级控制器的机器人以任意精度跟随路径。
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引用次数: 1
Formal Controller Synthesis from Hybrid Programs 混合程序的形式控制器合成
V. Sinyakov, A. Girard
We consider a new way of describing complex control problems for dynamic systems called hybrid programs. Hybrid program is a finite state automaton whose states describe elementary tasks of reachability and safety defined on a transition system ([3, 5]). The proposed approach to complex control problems description could be seen as an alternative to linear temporal logic (see e.g. [1]). We provide an example to illustrate the approach.
我们考虑了一种描述动态系统复杂控制问题的新方法,称为混合规划。混合规划是一种有限状态自动机,其状态描述了在过渡系统上定义的可达性和安全性的基本任务([3,5])。所提出的复杂控制问题描述方法可以被视为线性时间逻辑的替代方法(参见示例[1])。我们提供一个示例来说明这种方法。
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引用次数: 1
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Proceedings of the 21st International Conference on Hybrid Systems: Computation and Control (part of CPS Week)
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