In this paper, in order to enhance the autonomous operation capabilities of aircraft and ensure their operational safety and efficiency, we propose an autonomous decision-making framework based on target motion state prediction combined with the Markov ...
Yang Zhou, Xinmin Tang, Xuanming Ren
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Research on constellation fault satellite replacement strategy based on Markov decision process
With the decrease of the importance of single satellite caused by the large-scale constellation,multiple replacement methods and the retention of faulty satellites should be considered when formulating the replacement strategy of faulty satellites.
LIN Ruoyu +4 more
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Counterfactual Strategies for Markov Decision Processes
Counterfactuals are widely used in AI to explain how minimal changes to a model’s input can lead to a different output. However, established methods for computing counterfactuals typically focus on one-step decision-making, and are not directly applicable to sequential decision-making tasks.
Kobialka, Paul +6 more
openaire +4 more sources
Federated Learning with Efficient Aggregation via Markov Decision Process in Edge Networks
Federated Learning (FL), as an emerging paradigm in distributed machine learning, has received extensive research attention. However, few works consider the impact of device mobility on the learning efficiency of FL.
Tongfei Liu, Hui Wang, Maode Ma
doaj +1 more source
Comparative Effectiveness of Different Combinations of Treatment Interventions in Patients with Stroke at the Convalescence Stage Based on the Markov Decision Process. [PDF]
Shen Y +7 more
europepmc +1 more source
Surveillance imaging for patients with head and neck cancer treated with definitive radiotherapy: A partially observed Markov decision process model. [PDF]
Ng SP +14 more
europepmc +1 more source
Economic evaluation of a digital symptom checker for endometriosis using a Markov decision process model. [PDF]
Xu Y +9 more
europepmc +1 more source
Adaptive heartbeat regulation using double deep reinforcement learning in a Markov decision process framework. [PDF]
Ayadi W +5 more
europepmc +1 more source
Faster algorithm and sharper analysis for constrained Markov decision process. [PDF]
Li T +5 more
europepmc +1 more source
Markov decision process design: A framework for integrating strategic and operational decisions. [PDF]
Brown S, Sinha S, Schaefer AJ.
europepmc +1 more source

