Scalable Synthesis of Safety Barrier Certificates for Networks of Stochastic Switched Systems

被引:1
作者
Lavaei, Abolfazl [1 ]
Frazzoli, Emilio [2 ]
机构
[1] Newcastle Univ, Sch Comp, Newcastle Upon Tyne NE1 7RU, England
[2] Swiss Fed Inst Technol, Inst Dynam Syst & Control, CH-8092 Zurich, Switzerland
关键词
Switches; Switched systems; Stochastic processes; Control systems; Safety; Noise; Vectors; Stochastic switched networks; dwell-time conditions; multiple storage certificates; multiple supply rates; scalable controller synthesis; COMPOSITIONAL CONSTRUCTION; VERIFICATION;
D O I
10.1109/TAC.2024.3386633
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, we propose a compositional scheme for the safety controller synthesis of stochastic switched networks with dwell-time conditions. The proposed framework is based on a notion of so-called transition subbarrier certificates constructed for each switched subsystem, by employing which one can compositionally synthesize safety controllers for interconnected networks over (in)finite time horizons. In our proposed scheme, we leverage dissipativity-type compositional conditions to compositionally construct transition barrier certificates for interconnected networks based on their corresponding subbarrier certificates of individual subsystems. We show that the provided compositionality conditions can utilize the structure of the interconnection topology and be potentially satisfied independently of the number or gains of subsystems. We then utilize the constructed transition barrier certificates and quantify upper bounds on the probability that the interconnected network reaches certain unsafe regions in (in)finite time horizons. For nonlinear stochastic systems with polynomial dynamics, we employ sum-of-squares (SOS) optimization programs to search for stochastic storage certificates of each switching mode with its independent supply rate. We then focus on a particular class of nonlinear stochastic switched systems whose nonlinearities satisfy some linear-growth restriction and propose a constructive approach to search for storage certificates of each mode via satisfying some matrix inequalities. We demonstrate our proposed results by applying them to a fully interconnected network of 400 nonlinear switched subsystems (totally 800 dimensions) accepting multiple supply rates and multiple storage certificates with dwell-time conditions.
引用
收藏
页码:7294 / 7309
页数:16
相关论文
共 50 条
[21]   Safety Certification for Stochastic Systems via Neural Barrier Functions [J].
Mathiesen, Frederik Baymler ;
Calvert, Simeon C. C. ;
Laurenti, Luca .
IEEE CONTROL SYSTEMS LETTERS, 2023, 7 :973-978
[22]   Strategy Synthesis for Partially-known Switched Stochastic Systems [J].
Jackson, John ;
Laurenti, Luca ;
Frew, Eric ;
Lahijanian, Morteza .
HSCC2021: PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON HYBRID SYSTEMS: COMPUTATION AND CONTROL (PART OF CPS-IOT WEEK), 2021,
[23]   Compositional Synthesis of Symbolic Models for Networks of Switched Systems [J].
Swikir, Abdalla ;
Zamani, Majid .
IEEE CONTROL SYSTEMS LETTERS, 2019, 3 (04) :1056-1061
[24]   Control Synthesis of Singular PDT Switched Systems With State Constraints and Application to HyTAQs [J].
Zhang, Lixian ;
Ma, Yuting ;
Yang, Jianan ;
Wu, Tong ;
Zhu, Yimin .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2025, 22 :12572-12582
[25]   Modular Verification of Opacity for Interconnected Control Systems via Barrier Certificates [J].
Kalat, Shadi Tasdighi ;
Liu, Siyuan ;
Zamani, Majid .
IEEE CONTROL SYSTEMS LETTERS, 2022, 6 :890-895
[26]   Learning optimal safety certificates for unknown nonlinear control systems [J].
Tooranjipour, Pouria ;
Kiumarsi, Bahare .
IFAC JOURNAL OF SYSTEMS AND CONTROL, 2025, 31
[27]   On stability of stochastic switched systems [J].
Chatterjee, D ;
Liberzon, D .
2004 43RD IEEE CONFERENCE ON DECISION AND CONTROL (CDC), VOLS 1-5, 2004, :4125-4127
[28]   Instability of stochastic switched systems [J].
Zhang, Hui ;
Xia, Yuanqing .
SYSTEMS & CONTROL LETTERS, 2015, 75 :101-107
[29]   Tracking Control of Quadrotor With Intermittent Target Measurements: A Stochastic Switched Systems Approach [J].
Liang, Ye ;
Zhu, Yimin ;
Yang, Jianan ;
Zhang, Lixian ;
Liu, Ming .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2023, 59 (05) :5302-5313
[30]   Scalable control synthesis for stochastic systems via structural IMDP abstractions [J].
Mathiesen, Frederik Baymler ;
Haesaert, Sofie ;
Laurenti, Luca .
PROCEEDINGS OF THE 28TH INTERNATIONAL CONFERENCE ON HYBRID SYSTEMS: COMPUTATION AND CONTROL, HSCC 2025, 2025,