A Linear Programming Relaxation Based Approach for Generating Barrier Certificates of Hybrid Systems

被引:17
|
作者
Yang, Zhengfeng [1 ]
Huang, Chao [2 ]
Chen, Xin [2 ]
Lin, Wang [3 ]
Liu, Zhiming [4 ]
机构
[1] East China Normal Univ, Shanghai Key Lab Trustworthy Comp, Shanghai, Peoples R China
[2] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing, Jiangsu, Peoples R China
[3] Chinese Acad Sci, AMSS, Key Lab Math Mech, Beijing, Peoples R China
[4] Southwest Univ, Ctr Res & Innovat Software Engn, Chongqing, Peoples R China
来源
FM 2016: FORMAL METHODS | 2016年 / 9995卷
关键词
Formal verification; Hybrid systems; Barrier certificates; Linear programming relaxation; SAFETY VERIFICATION; COMPUTATION;
D O I
10.1007/978-3-319-48989-6_44
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper presents a linear programming (LP) relaxation based approach for generating polynomial barrier certificates for safety verification of semi-algebraic hybrid systems. The key idea is to introduce an LP relaxation to encode the set of nonnegativity constraints derived from the conditions of the associated barrier certificates and then resort to LP solvers to find the solutions. The most important benefit of the LP relaxation based approach is that it possesses a much lower computational complexity and hence can be solved very efficiently, which is demonstrated by the theoretical analysis on complexity as well as the experiment on a set of examples gathered from the literature. As far as we know, it is the first method that enables LP relaxation based polynomial barrier certificate generation.
引用
收藏
页码:721 / 738
页数:18
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