The online monitoring system for toxic and hazardous gases utilizes sensor array technology to conduct real-time online monitoring of factors such as gas concentration, odor concentration, particulate matter, and noise, enabling the identification of multi-component, low-concentration toxic and hazardous gases. It features rapid gas identification, flexible multi-factor expansion, and adaptive zero calibration, and is primarily used in scenarios such as odor detection, environmental monitoring, and fire emergency response.