Open-set combustion-fingerprint classification with out-of-distribution alerting for environmental fire-hazard screening.
Fire effluent gases - carbon monoxide (CO), hydrogen cyanide (HCN), hydrogen chloride (HCl), and nitrogen oxides (NOx) - are hazardous environmental contaminants released during structural and emerging fire incidents; rapid identification is critical for environmental hazard assessment and respiratory protection. The p...