Stochastic safety verification using barrier certificates

被引:44
作者
Prajna, S [1 ]
Jadbabaie, A [1 ]
Pappas, GJ [1 ]
机构
[1] CALTECH, Pasadena, CA 91125 USA
来源
2004 43RD IEEE CONFERENCE ON DECISION AND CONTROL (CDC), VOLS 1-5 | 2004年
关键词
D O I
10.1109/CDC.2004.1428804
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 develop a new method for safety verification of stochastic systems based on functions of states termed barrier certificates. Given a stochastic continuous or hybrid system and sets of initial and unsafe states, our method computes an upper bound on the probability that a trajectory of the system reaches the unsafe set, a bound whose validity is proven by the existence of a barrier certificate. For polynomial systems, both the upper bound and its corresponding barrier certificate can be computed using convex optimization, and hence the method is computationally tractable.
引用
收藏
页码:929 / 934
页数:6
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