Air quality monitors minimization system and methods

An event aborting method for aborting forthcoming events at a monitored site, the event aborting method comprising:

• providing a first air quality monitor comprising:
• a first event monitor responsive to events at the monitored site;
• detecting at least one event at the monitored site with the first event monitor;
• generating a first set of event parameters indicative of occurrence of the at least one event;
• transmitting the first set of event parameters to a first server;
• providing a supervisory control and data acquisition system (SCADA system) at the monitored site;
• sensing a set of SCADA parameters comprising:
• a physical factor of a component at the monitored site;
• and
• an operational factor of the component;
• transmitting the set of SCADA parameters to the first server;
• training an emission-prediction-machine-learning model to create a trained emission-prediction-machine-learning model with:
• the first set of event parameters;
• and
• the set of SCADA parameters,
• monitoring over a predefined time period, the first set of event parameters and the set of SCADA parameters to create a refined first set of event parameters and a refined set of SCADA parameters;
• refining, iteratively and over the predefined time period, the trained emission-prediction-machine-learning model with the refined first set of event parameters and the refined set of SCADA parameters to:
• create a refined emission-prediction-machine-learning model, wherein the refined emission-prediction-machine-learning model generates:
• a refined predicted emission parameter corresponding to the component;
• predicting emissions fugitively associated with the component with the refined predicted emission parameter;
• establishing a set of rules limiting the emissions fugitively associated with the component;
• determining a forthcoming breach of the set of rules;
• determining at least one action abortive of the forthcoming breach of the set of rules;
• and
• implementing the at least one action abortive of the forthcoming breach with the SCADA system.