Systems and methods for optimizing ventilation, filtration, and conditioning schemes for buildings

A controller for filtering a fluid within a building management system (BMS), the controller comprising:

• a processing circuit comprising one or more processors and memory storing instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
• receiving, via one or more sensors, a first set of sensor data of one or more characteristics of a first fluid within an air duct of the BMS;
• receiving, via the one or more sensors, a second set of sensor data of one or more characteristics of a second fluid after the second fluid has been filtered;
• providing control signals to a filtration process, wherein the filtration process selects a filter of a plurality of filters based on a level of the one or more characteristics of the first fluid and the one or more characteristics of the second fluid;
• generating a model of the first fluid;
• and
• generating predictions based on the model, wherein the model is generated based on the first set of sensor data and the second set of sensor data.

A method for filtering a first fluid within a building management system (BMS), the method comprising:

• receiving, via one or more sensors, a first set of sensor data of one or more characteristics of the first fluid within an air duct of the BMS;
• receiving, via the one or more sensors, a second set of sensor data of one or more characteristics of a second fluid after the second fluid has been filtered;
• and
• providing control signals to a filtration process, wherein the filtration process selects a filter of a plurality of filters based on a level of the one or more characteristics of the first fluid and the one or more characteristics of the second fluid.