The heart of N5SHIELD™ system is a network of AI-enabled multimodal sensor nodes, called “ChemNodes”. Each ChemNode includes advanced gas, particulate and heat sensors. By fusing the data output of these sensors using machine learning models, each ChemNode is able to rapidly detect and identify a nearby fire in minutes. Deployment of a network of ChemNodes enables location of a fire to a precise GPS location.