Brief Research ReportPublished 31 July 2026A hybrid Zigbee–LoRa sensor network with integrated machine learning for ignition-stage wildfire risk monitoringFernando Ferrufino · Anthony Aighobahi · Musfiq RahmanFrontiers in Communications and Networksdoi 10.3389/frcmn.2026.1783392