# A Transformer-Based Autoencoder with Isolation Forest and XGBoost for Malfunction and Intrusion Detection in Wireless Sensor Networks for Forest Fire Prediction

> Research article (Future Internet, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4409296638](https://www.wikidata.org/wiki/openalex:W4409296638)  
**Source**: https://4ort.xyz/entity/a-transformer-based-autoencoder-with-isolation-forest-and-xgboost-for-malfunction-and-intrusion-detection-in-wireless-se