| CPC F24F 11/39 (2018.01) [F24F 11/84 (2018.01)] | 15 Claims |

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1. A monitoring system for an air filtration system comprising:
a control circuit; and
a pressure sensor, wherein the pressure sensor is in electronic communication with the control circuit;
wherein the monitoring system is configured to
store data reflecting signals of the pressure sensor from a first time period, wherein the stored data representing the first time period comprises a first series of valve pulses;
extract a first signal feature from the stored data representing the first time period;
store data reflecting signals of the pressure sensor from a second time period after the first time period, wherein the data from the pressure sensor obtained after the first time period comprises a second series of valve pulses;
extract a second signal feature from the stored data representing the second time period; and
compare the second signal feature with the first signal feature to identify an abnormal valve event.
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