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Reinforcement Learning Control of Double-Layer Markov Jump Systems With PDT-Switched Transition Probabilities

IEEE Transactions on Automation Science and Engineering
This paper proposes a data-based reinforcement Q-learning control method to efficiently solve the $H_{\infty }$ control problem for discrete-time double-layer Markov jump systems (DLMJSs).
Hao Shen   +4 more
semanticscholar   +1 more source

Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains

arXiv.org
Attention-based transformers have achieved tremendous success across a variety of disciplines including natural languages. To deepen our understanding of their sequential modeling capabilities, there is a growing interest in using Markov input processes ...
A. Makkuva   +6 more
semanticscholar   +1 more source

Stabilization of Discrete-Time Hidden Semi-Markov Jump Linear Systems With Partly Unknown Emission Probability Matrix

IEEE Transactions on Automatic Control
This article studies the stabilization problem for a class of discrete-time hidden semi-Markov jump linear systems with partly unknown emission probability matrix.
Bao Wang, Quanxin Zhu, Subei Li
semanticscholar   +1 more source

SMC for Discrete Semi-Markov Switching Slow Sampling Singularly Perturbed Models With Applications

IEEE Transactions on Circuits and Systems Part 1: Regular Papers
The sliding mode control (SMC) is addressed for discrete-time semi-Markov switching slow sampling singularly perturbed models. Under only the part known semi-Markov kernel, the $\varepsilon $ -dependent sliding function is designed for the underlying ...
Wenhai Qi   +3 more
semanticscholar   +1 more source

Continuous Affine Functions on the Space of Markov Kernels

Theory of Probability & Its Applications, 1986
Reprint from Teor. Veroyatn. Primen. 30, No.3, 486-498 (1985; Zbl 0584.60005).
openaire   +2 more sources

Representations of state space transformations by Markov kernels

International Journal of Theoretical Physics, 1991
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
openaire   +2 more sources

Stability Analysis of Stochastic Hybrid Jump Linear Systems Using a Markov Kernel Approach

IEEE Transactions on Automatic Control, 2013
A. Tejada, Oscar R. González, W. Gray
semanticscholar   +1 more source

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