# Safeguarding IoT consumer devices: Deep learning with TinyML driven real-time anomaly detection for predictive maintenance

> Research article (Ain Shams Engineering Journal, 2025) · cited 31× · AI/ML

**Wikidata**: [openalex:W4406871685](https://www.wikidata.org/wiki/openalex:W4406871685)  
**Source**: https://4ort.xyz/entity/safeguarding-iot-consumer-devices-deep-learning-with-tinyml-driven-real-time-anomaly-detection-for-predictive-maintenanc