The paper combines semantic communication, federated learning with partial model freezing guided by Fisher information, and a leaky-ReLU activation-mapping heatmap to train and explain fire-detection models on industrial edge devices.
Real-time wsn based early flood detection and control monitoring system,
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Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance
The paper combines semantic communication, federated learning with partial model freezing guided by Fisher information, and a leaky-ReLU activation-mapping heatmap to train and explain fire-detection models on industrial edge devices.