A method for embedding a service function chain of fusion features
By combining feature aggregation and PPO model, the virtual network embedding of satellite nodes is optimized, which solves the problems of transmission latency and service blockage in the integrated air-space-ground network and achieves more efficient network resource utilization and service delivery.
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- BEIJING INST OF TECH
- Filing Date
- 2025-01-15
- Publication Date
- 2026-06-16
AI Technical Summary
Existing methods for embedding business function chains cannot adapt to dynamic network environments, resulting in the inability to fully utilize network resources and limiting network flexibility and service delivery efficiency. In particular, transmission latency and service congestion are prominent issues in integrated air-space-ground networks.
A method combining feature aggregation and PPO model is adopted to encode the neighbor link information of satellite nodes into feature vectors. The optimal embedding method is learned step by step through PPO model, and the routing is selected by combining Dijkstra's algorithm to optimize the embedding of virtual nodes in physical network. The embedding process is optimized by using policy gradient update and gradient backpropagation of PPO model.
In dynamic network environments, it significantly reduces end-to-end transmission latency, improves the success rate of embedding service function chains and the efficiency of network resource utilization, and achieves more efficient service delivery.
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