Predictive Maintenance for Edge-Based Sensor Networks: A Deep Reinforcement Learning Approach

no code implementations • 7 Jul 2020 • Kevin Shen Hoong Ong, Dusit Niyato, Chau Yuen

In this paper, a model-free Deep Reinforcement Learning algorithm is proposed for predictive equipment maintenance from an equipment-based sensor network context.

reinforcement-learning Reinforcement Learning (RL)

Cognitive Radio Network Throughput Maximization with Deep Reinforcement Learning

no code implementations • 7 Jul 2020 • Kevin Shen Hoong Ong, Yang Zhang, Dusit Niyato

In this paper, deep reinforcement learning is proposed to overcome the mentioned shortcomings and allow a wireless gateway to derive an optimal policy to maximize network throughput.

reinforcement-learning Reinforcement Learning (RL)