A Generic Markov Decision Process Model and Reinforcement Learning Method for Scheduling Agile Earth Observation Satellites

2020 ◽  
pp. 1-12
Author(s):  
Yongming He ◽  
Lining Xing ◽  
Yingwu Chen ◽  
Witold Pedrycz ◽  
Ling Wang ◽  
...  
Keyword(s):  
Reinforcement Learning ◽  
Markov Decision Process ◽  
Decision Process ◽  
Process Model ◽  
Earth Observation ◽  
Learning Method ◽  
Markov Decision ◽  
Earth Observation Satellites

A Multi-Step Reinforcement Learning Algorithm

2010 ◽  
Vol 44-47 ◽  
pp. 3611-3615 ◽  
Author(s):  
Zhi Cong Zhang ◽  
Kai Shun Hu ◽  
Hui Yu Huang ◽  
Shuai Li ◽  
Shao Yong Zhao
Keyword(s):  
Reinforcement Learning ◽  
Markov Decision Process ◽  
Decision Process ◽  
Large Scale ◽  
Learning Algorithm ◽  
Machine Learning Method ◽  
Learning Method ◽  
K Value ◽  
Markov Decision ◽  
Action Value

Reinforcement learning (RL) is a state or action value based machine learning method which approximately solves large-scale Markov Decision Process (MDP) or Semi-Markov Decision Process (SMDP). A multi-step RL algorithm called Sarsa(,k) is proposed, which is a compromised variation of Sarsa and Sarsa(). It is equivalent to Sarsa if k is 1 and is equivalent to Sarsa() if k is infinite. Sarsa(,k) adjust its performance by setting k value. Two forms of Sarsa(,k), forward view Sarsa(,k) and backward view Sarsa(,k), are constructed and proved equivalent in off-line updating.

A reinforcement learning method based on an immune network adapted to a semi-Markov decision process

2009 ◽  
Vol 13 (2) ◽  
pp. 538-542 ◽  
Author(s):  
Nagahisa Kogawa ◽  
Masanao Obayashi ◽  
Kunikazu Kobayashi ◽  
Takashi Kuremoto
Keyword(s):  
Reinforcement Learning ◽  
Markov Decision Process ◽  
Decision Process ◽  
Immune Network ◽  
Learning Method ◽  
Markov Decision

Coffee, Tea, or …?: A Markov Decision Process Model for Airline Meal Provisioning

2004 ◽  
Vol 38 (1) ◽  
pp. 107-118 ◽  
Author(s):  
Jason H. Goto ◽  
Mark E. Lewis ◽  
Martin L. Puterman
Keyword(s):  
Markov Decision Process ◽  
Decision Process ◽  
Process Model ◽  
Markov Decision
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