Stability verification in stochastic control systems via neural network supermartingales

We consider the problem of formally verifying almost-sure (a.s.) asymptotic stability in discrete-time nonlinear stochastic control systems. While verifying stability in deterministic control systems is extensively studied in the literature, verifying stability in stochastic control systems is an op...

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Bibliographic Details
Main Authors: LECHNER, Mathias, ZIKELIC, Dorde, CHATTERJEE, Krishnendu, HENZINGER, Thomas A.
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
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Online Access:https://ink.library.smu.edu.sg/sis_research/9077
https://ink.library.smu.edu.sg/context/sis_research/article/10080/viewcontent/20695_13_24708_1_2_20220628__1_.pdf
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Institution: Singapore Management University
Language: English