This workflow automates the continuous monitoring of diesel particulate filters (DPF), selective catalytic reduction (SCR) systems, and exhaust sensors by ingesting real-time telemetry from engine control units (ECUs). It predicts filter clogging, catalyst degradation, and sensor drift, triggering automated regeneration cycles or scheduling cleaning services before efficiency drops or regulatory thresholds are breached. The operational upside comes from avoiding costly non-compliance penalties, maintaining optimal fuel consumption, and preventing unplanned downtime due to emissions-related derates or shutdowns.




