Systems and methods for management of exhaust aftertreatment systems using predictive analytics
Systems and apparatuses include a controller including at least one processor coupled to a memory storing instructions that, when executed by the at least one processor, causes the at least one processor to: receive data indicative of at least one of a current route or of a current performance of a vehicle; correlate at least one of the current route or the current performance to a control strategy; and determine at least one of a timing or a duration of an active regeneration event for an aftertreatment system based on the correlated control strategy.
1. A system comprising:
a heater associated with an aftertreatment system of a vehicle;
a controller coupled to the heater and the aftertreatment system, the controller comprising at least one processor coupled to a memory storing instructions that, when executed by the at least one processor, causes the at least one processor to perform operations comprising:
receive data indicative of at least one of a current route or of a current performance of the vehicle;
correlate at least one of the current route or the current performance to a control strategy;
determine at least one of a timing or a duration of an active regeneration event for the aftertreatment system based on the correlated control strategy; and
activate the heater to raise a temperature of exhaust gas in the aftertreatment system to at least a target regeneration temperature, wherein the heater is activated according to at least one of the determined timing or the determined duration of the active regeneration event for the aftertreatment system.
2. The system of claim 1 , wherein the control strategy is developed using an advanced analysis of data collected from a plurality of vehicles.
3. The system of claim 1 , wherein the timing of the active regeneration event includes skipping a previously planned regeneration event based on the correlated control strategy.
4. The system of claim 1 , wherein the active regeneration event is a regeneration event for a diesel particulate filter (DPF).
5. The system of claim 1 , wherein the determination of at least one of the timing or the duration is further based on a feed-forward loop with the control strategy and data indicative of at least one of the current route or of the current performance.
6. The system of claim 1 , the operations further comprising:
determine a timing and amount of diesel exhaust fluid (DEF) usage based on the correlated control strategy,
wherein the correlated control strategy comprises information regarding at least one of a temperature of a selective catalytic reduction (SCR) system, ammonia storage, or ammonia-to-NOx ratio (ANR).
7. The system of claim 1 , the operations further comprising:
minimize at least one of an amount of system-out NOx or an amount of ammonia slip based on the correlated control strategy,
wherein the correlated control strategy comprises information regarding at least one of a temperature of a selective catalytic reduction (SCR) system, ammonia storage, or ammonia-to-NOx ratio (ANR).
8. The system of claim 1 , the operations further comprising:
activate a cylinder-deactivation (CDA) system based on the correlated control strategy.
9. The system of claim 1 , wherein the determination is further based on current weather conditions.
10. The system of claim 1 , wherein the controller is in substantially continuous communication with a remote computing system via a network, and
wherein the correlation to the control strategy is done over the network.
11. A method for managing components of an aftertreatment system, the method comprising:
receiving, by a controller, data indicative of at least one of a current route or of a current performance of a vehicle;
correlating, by the controller, at least one of the current route or the current performance to a control strategy;
determining, by the controller, at least one of a timing or a duration of an active regeneration event for an aftertreatment system based on the correlated control strategy; and
activating, by the controller, a heater to raise a temperature of exhaust gas in the aftertreatment system to at least a target regeneration temperature, wherein the heater is activated according to at least one of the determined timing or the determined duration of the active regeneration event for the aftertreatment system.
12. The method of claim 11 , wherein the control strategy is developed using an advanced analysis of data collected from a plurality of vehicles.
13. The method of claim 11 , wherein the timing of the active regeneration event includes skipping a previously planned regeneration event based on the correlated control strategy.
14. The method of claim 11 , wherein the determination of at least one of the timing or the duration is further based on a feed-forward loop with the control strategy and data indicative of at least one of the current route or of the current performance.
15. The method of claim 11 , further comprising:
determining a timing and amount of diesel exhaust fluid (DEF) usage based on the correlated control strategy,
wherein the correlated control strategy comprises information regarding at least one of a temperature of a selective catalytic reduction (SCR) system or an ammonia-to-NOx ratio (ANR).
16. The method of claim 11 , further comprising:
minimizing, by the controller, at least one of an amount of system-out NOx or an amount of ammonia slip based on the correlated control strategy,
wherein the correlated control strategy comprises information regarding at least one of a temperature of a selective catalytic reduction (SCR) system, ammonia storage, or ammonia-to-NOx ratio (ANR).
17. The method of claim 11 , further comprising:
activating, by the controller, a heater of a cylinder-deactivation (CDA) system to deactivate at least one cylinder of the vehicle thereby raising the temperature of the exhaust gas in the aftertreatment system.
18. A system comprising:
a heater associated with an aftertreatment system of a vehicle;
a controller coupled to the heater and the aftertreatment system, the controller comprising at least one processor coupled to a memory storing instructions that, when executed by the at least one processor, cause the at least one processor to perform operations comprising:
receive data indicative of at least one of a current route or of a current performance of a vehicle, the data providing an indication of a passive regeneration event for the aftertreatment system;
interpret at least one of a timing or of a duration of the passive regeneration event based on the data;
correlate at least one of the current route or the current performance to a control strategy; and
activate the heater to raise a temperature of exhaust gas in the aftertreatment system to at least a target regeneration temperature, thereby altering at least one of the timing or the duration of the passive regeneration event for the aftertreatment system based on the correlated control strategy.
19. The system of claim 18 , wherein the heater is activated to at least one of increase a temperature of the exhaust gas to at least the target regeneration temperature or sustain the exhaust gas at least at the target regeneration temperature for a longer duration relative to an occurrence of the passive regeneration event by itself.
20. The system of claim 18 , wherein the heater is activated before an end of the passive regeneration event to maintain an elevated exhaust gas temperature.