基于演化函数的时变扰动系统可达避免验证

IF 2.8 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE ACM Transactions on Embedded Computing Systems Pub Date : 2023-09-28 DOI:10.1145/3626099
Ruiqi Hu, Kairong Liu, Zhikun She
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引用次数: 0

摘要

本文研究了一类具有不确定参数扰动的时变分析系统的达避问题。首先,通过提出最大和最小可达集的概念,将可避免性和可达性分别与最大和最小可达集联系起来。然后,对于给定的扰动参数,引入精确描述可达集的演化函数,并找到该演化函数及其李导数的级数表示形式,该演化函数也可以看作是关于不确定参数的级数函数。然后,基于该级数的部分和,构造演化函数的过逼近和欠逼近,用指定精度的区间算法实现。进一步,我们提出了可避免性和可达性的充分条件,并设计了一个基于数值量词消除的算法来验证这些条件;此外,我们还利用时间分割技术对算法进行了改进。我们实现了这些算法,并使用一些基准进行比较,以表明我们的方法既有效又有前途。最后,我们进一步扩展了我们的方法来处理具有复杂初始集和时间相关切换的系统。通过4个实例对该方法的性能进行了比较和讨论。
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Evolution Function Based Reach-Avoid Verification for Time-varying Systems with Disturbances
In this work, we investigate the reach-avoid problem of a class of time-varying analytic systems with disturbances described by uncertain parameters. Firstly, by proposing the concepts of maximal and minimal reachable sets, we connect the avoidability and reachability with maximal and minimal reachable sets respectively. Then, for a given disturbance parameter, we introduce the evolution function for exactly describing the reachable set, and find a series representation of this evolution function with its Lie derivatives, which can also be regarded as a series function with respect to the uncertain parameter. Afterward, based on the partial sums of this series, over- and under-approximations of the evolution function are constructed, which can be realized by interval arithmetics with designated precision. Further, we propose sufficient conditions for avoidability and reachability and design a numerical quantifier elimination based algorithm to verify these conditions; moreover, we improve the algorithm with a time-splitting technique. We implement the algorithms and use some benchmarks with comparisons to show that our methodology is both efficient and promising. Finally, we additionally extend our methodology to deal with systems with complex initial sets and time-dependent switchings. The performance of our extended method for these systems is also shown by four examples with comparisons and discussions.
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来源期刊
ACM Transactions on Embedded Computing Systems
ACM Transactions on Embedded Computing Systems 工程技术-计算机:软件工程
CiteScore
3.70
自引率
0.00%
发文量
138
审稿时长
6 months
期刊介绍: The design of embedded computing systems, both the software and hardware, increasingly relies on sophisticated algorithms, analytical models, and methodologies. ACM Transactions on Embedded Computing Systems (TECS) aims to present the leading work relating to the analysis, design, behavior, and experience with embedded computing systems.
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