Research and Application of AI Services Based on 5G MEC in Smart Grid. - Li Zhang; Jiakai Hao; Guanghuai Zhao; Mingshi Wen; Tianxiang Hai; Kun Cao (ComComAP, 2020)

Deep reinforcement learning-based resource reservation method for Power Emergency Internet-of-things Slice. - Mingshi Wen; Tianxiang Hai; Li Zhang; Jiakai Hao; Guanghuai Zhao; Zerui Zhen; Yikun Zhao; Lei Feng 001 (IWCMC, 2021)

Failure Prediction Based VNF Migration Mechanism for Multimedia Services in Power Grid Substation Monitoring. - Mingshi Wen; Junqin Lin; Tianxiang Hai; Pingping Wang; Yin Kang; Jiakai Hao; Diwen Zhu; Yang Yang; Riming Tong (BMSB, 2022)