… a distributedReinforcementLearning (RL) framework for synthesizing wireless network protocols in IoT and Wireless SensorNetworks … using distributedReinforcementLearning as a …
… reinforcementlearning in wireless sensornetworks. This paper presents an implementation of one of the reinforcementlearning algorithms ie Nash Q-learning … of reinforcementlearning …
J Renaud, C Tham - … International Conference on Networks, 2006 - ieeexplore.ieee.org
… , Multiagent systems, Distributedreinforcementlearning … in order to maximize the sensing coverage of an area while … the effectiveness of distributedreinforcementlearning (DRL) …
S Kar, JMF Moura, HV Poor - … Advances in Multi-Sensor …, 2013 - ieeexplore.ieee.org
Distributedreinforcementlearning algorithms for collaborative multi-agent Markov decision processes (MDPs) are presented and analyzed. The networked setup consists of a collection …
MWM Seah, CK Tham, V Srinivasan… - … , sensor networks and …, 2007 - ieeexplore.ieee.org
… the existing sensornetwork coordination algorithms and pitted them against each other to investigate how well they perform concerning two major issues in the wireless sensornetwork; …
… Reinforcementlearning techniques were used to solve a … reinforcementlearning (Q-learning) to expand distributed approaches for Coverage Holes problems in mobile sensornetworks. …
… We show that our two-tier reinforcementlearning scheme is significantly more efficient than traditional approaches to resource management while fulfilling the application requirements. …
K Shah, M Kumar - … Conference on Mobile Adhoc and Sensor …, 2007 - ieeexplore.ieee.org
… In this paper, we advocate the use of reinforcementlearning for task adaptation and … in wireless sensornetworks. We have presented distributed independent reinforcementlearning (…
H Al-Tous, I Barhumi - … on Communications and Networking …, 2019 - ieeexplore.ieee.org
In this paper, a distributedreinforcement-learning (RL) algorithm is proposed for power … multi-hop wireless-sensor-networks (WSNs). The WSN consists of M EH sensor nodes aiming to …