# Network Security Situation Prediction Model Based on VMD Decomposition and DWOA Optimized BiGRU-ATTN Neural Network

> Research article (IEEE Access, 2023) · cited 12× · AI/ML

**Wikidata**: [openalex:W4388739245](https://www.wikidata.org/wiki/openalex:W4388739245)  
**Source**: https://4ort.xyz/entity/network-security-situation-prediction-model-based-on-vmd-decomposition-and-dwoa-optimized-bigru-attn-neural-network