Temporal Logic Trees for Model Checking and Control Synthesis of Uncertain Discrete-Time Systems

被引:8
|
作者
Gao, Yulong [1 ,2 ]
Abate, Alessandro [3 ]
Jiang, Frank J. [1 ]
Giacobbe, Mirco [4 ]
Xie, Lihua [2 ]
Johansson, Karl Henrik [1 ,5 ]
机构
[1] KTH Royal Inst Technol, Div Decis & Control Syst, S-10044 Stockholm, Sweden
[2] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[3] Univ Oxford, Dept Comp Sci, Oxford OX1 3QD, England
[4] Univ Birmingham, Sch Comp Sci, Birmingham B15 2TT, W Midlands, England
[5] Digital Futures, S-10044 Stockholm, Sweden
基金
新加坡国家研究基金会; 瑞典研究理事会;
关键词
Model checking; Reachability analysis; Control systems; Automata; Linear systems; Uncertainty; Trajectory; Control synthesis; linear temporal logic; model checking; temporal logic trees; REACHABILITY ANALYSIS;
D O I
10.1109/TAC.2021.3118335
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose algorithms for performing model checking and control synthesis for discrete-time uncertain systems under linear temporal logic (LTL) specifications. We construct temporal logic trees (TLTs) from LTL formulae via reachability analysis. In contrast to automaton-based methods, the construction of the TLT is abstraction-free for infinite systems; that is, we do not construct discrete abstractions of the infinite systems. Moreover, for a given transition system and an LTL formula, we prove that there exist both a universal TLT and an existential TLT via minimal and maximal reachability analysis, respectively. We show that the universal TLT is an underapproximation for the LTL formula and the existential TLT is an overapproximation. We provide sufficient conditions and necessary conditions to verify whether a transition system satisfies an LTL formula by using the TLT approximations. As a major contribution of this work, for a controlled transition system and an LTL formula, we prove that a controlled TLT can be constructed from the LTL formula via a control-dependent reachability analysis. Based on the controlled TLT, we design an online control synthesis algorithm, under which a set of feasible control inputs can be generated at each time step. We also prove that this algorithm is recursively feasible. We illustrate the proposed methods for both finite and infinite systems and highlight the generality and online scalability with two simulated examples.
引用
收藏
页码:5071 / 5086
页数:16
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