MSDF: A Deep Reinforcement Learning Framework for Service Function Chain Migration

no code implementations • 12 Nov 2019 • Ruoyun Chen, Hancheng Lu, Yujiao Lu, Jinxue Liu

Under dynamic traffic, service function chain (SFC) migration is considered as an effective way to improve resource utilization.

reinforcement-learning Reinforcement Learning (RL)

Learning Deterministic Policy with Target for Power Control in Wireless Networks

no code implementations • 21 Feb 2019 • Yujiao Lu, Hancheng Lu, Liangliang Cao, Feng Wu, Daren Zhu

DRL-DPT overcomes the main obstacles in applying reinforcement learning and deep learning in wireless networks, i. e. continuous state space, continuous action space and convergence.

reinforcement-learning Reinforcement Learning (RL)