An Intelligent SDWN Routing Algorithm Based on Network Situational Awareness and Deep Reinforcement Learning

1 code implementation • 12 May 2023 • Jinqiang Li, Miao Ye, Linqiang Huang, Xiaofang Deng, Hongbing Qiu, Yong Wang

Second, a DRL-based data forwarding mechanism is designed in the knowledge plane.

Intelligent multicast routing method based on multi-agent deep reinforcement learning in SDWN

no code implementations • 12 May 2023 • Hongwen Hu, Miao Ye, Chenwei Zhao, Qiuxiang Jiang, Yong Wang, Hongbing Qiu, Xiaofang Deng

To enable each agent to accurately understand the current network state and the status of multicast tree construction, the state space of each agent is designed based on the traffic and multicast tree status matrices, and the set of AP nodes in the network is used as the action space.

Transfer Learning

A Novel Anomaly Detection Method for Multimodal WSN Data Flow via a Dynamic Graph Neural Network

no code implementations • 19 Feb 2022 • Qinghao Zhang, Miao Ye, Hongbing Qiu, Yong Wang, Xiaofang Deng

Anomaly detection is widely used to distinguish system anomalies by analyzing the temporal and spatial features of wireless sensor network (WSN) data streams; it is one of critical technique that ensures the reliability of WSNs.

Anomaly Detection Time Series Analysis