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Event-Triggered Sampling Problem for Exponential Stability of Stochastic Nonlinear Delay Systems Driven by Lévy Processes

Quanxin Zhu

2024IEEE Transactions on Automatic Control114 citationsDOI

Abstract

This article mainly discusses the stabilization issue for a class of stochastic nonlinear delay systems driven by Lévy processes. Based on a novel event-triggered strategy and stochastic analysis techniques, we solve the practically <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$p$</tex-math></inline-formula>th moment exponential stability problem of the considered system. Comparing with those previous results, we do not require the global Lipschitz condition and do not use the linear matrix inequality method. Also, different from many results for stochastic systems in discrete-time or stochastic systems in continuous-time driven by the usual Brownian motion, our results are mainly concentrated on the event-triggered sampling problem of stochastic systems in continuous-time driven by Lévy processes, and delays are also involved. Moreover, we establish the <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$p$</tex-math></inline-formula>th moment exponential stabilization criterion for any <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$p&gt;0$</tex-math></inline-formula>, which is more general and meaningful for practical application than those results only considering the case of <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$p =2$</tex-math></inline-formula>. Finally, our results are applied to stochastic neural networks driven by Lévy processes and are checked with two examples.

Topics & Concepts

Exponential stabilityControl theory (sociology)Nonlinear systemExponential functionSampling (signal processing)Computer scienceEvent (particle physics)Stability (learning theory)MathematicsStochastic processApplied mathematicsStatisticsPhysicsControl (management)Mathematical analysisArtificial intelligenceTelecommunicationsDetectorMachine learningQuantum mechanicsMathematical Control Systems and AnalysisAquatic and Environmental StudiesAdvanced Research in Systems and Signal Processing
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