Granted Patent B2

US 12,345,410 · App. 18/066,429 · Granted Jul 1, 2025

Inventor: Andrew Kevin Jones (Cincinnati, OH)

Assignee: INTERNATIONAL PAPER COMPANY

F22B37/008F22B35/18F23J3/023F23J9/00

Abstract

Claims (52)

1. A system, comprising:

a boiler;

a fouling sensor associated with a component of the boiler;

a boiler controller device; and

an analysis computing device that includes at least one processor and a computer readable medium having computer-executable instructions stored thereon that, in response to execution by the at least one processor, cause the analysis computing device to perform actions for minimizing a rate of fouling and thereby reducing an amount of time spent executing cleaning processes, the actions comprising:

receiving boiler operating information for a period of time, wherein the boiler operating information includes a plurality of boiler operating parameters and a rate of fouling for the period of time, and wherein the plurality of boiler operating parameters include a plurality of boiler input parameters;

performing a regression analysis to determine at least one correlation between a combination of two or more of the plurality of boiler operating parameters and the rate of fouling, wherein the combination of the two or more of the plurality of boiler operating parameters includes at least one boiler input parameter;

adjusting the at least one boiler input parameter based on the at least one correlation to minimize the rate of fouling; and

transmitting the at least one adjusted boiler input parameter to the boiler controller device for implementation.

2. The system of claim 1 , wherein the boiler includes a heat exchange element, and wherein the fouling sensor is associated with the heat exchange element.

3. The system of claim 2 , wherein the fouling sensor is a weight sensor configured to generate values indicating a weight of the heat exchange element.

4. The system of claim 1 , wherein receiving the rate of fouling for the period of time includes:

receiving a time series of fouling amount values; and

determining the rate of fouling based on the time series of fouling amount values.

5. The system of claim 1 , wherein performing the regression analysis to determine the at least one correlation between the plurality of boiler operating parameters and the rate of fouling includes performing a CART analysis on the boiler operating information, wherein performing the CART analysis includes:

dividing the boiler operating information into one or more low-fouling periods and one or more high-fouling periods; and

developing a CART classification tree using at least the boiler input parameters to separate the low-fouling periods from the high-fouling periods.

6. The system of claim 1 , further comprising one or more sootblowers configured to operate according to a cycle, and wherein receiving boiler operating information for the period of time includes receiving boiler operating information for a period of time that includes at least one complete cycle.

7. The system of claim 1 , further comprising:

an electrostatic precipitator;

one or more valves configured to control an amount of precipitator ash from the electrostatic precipitator that is purged or sent to an ash cleaning system in order to affect a chloride level; and

one or more actuators configured to control the one or more valves;

wherein the at least one boiler input parameter includes a valve setting;

wherein transmitting the at least one adjusted boiler input parameter to the boiler controller device for implementation includes transmitting the valve setting to the one or more actuators; and

wherein the one or more actuators are configured to adjust the one or more valves based on the valve setting.

8. The system of claim 1 , further comprising one or more liquor guns, wherein the plurality of boiler input parameters includes a liquor gun setting, wherein transmitting the at least one adjusted boiler input parameter to the boiler controller device for implementation includes transmitting the liquor gun setting to the boiler controller device, and wherein the boiler controller device is configured to change operation of the one or more liquor guns based on the liquor gun setting.

9. The system of claim 1 , further comprising one or more air ports, wherein the plurality of boiler input parameters includes settings for one or more air ports, wherein transmitting the at least one adjusted boiler input parameter to the boiler controller device for implementation includes transmitting adjusted settings for one or more air ports to the boiler controller device, and wherein the boiler controller device is configured to change operation of the one or more air ports based on the adjusted settings for the one or more air ports.

10. A computer-implemented method of reducing a rate of fouling in a recovery boiler system and thereby reducing an amount of time spent executing cleaning processes, the method comprising:

receiving, by a computing device, boiler operating information for a period of time, wherein the boiler operating information includes a plurality of boiler operating parameters and a rate of fouling for the period of time, and wherein the plurality of boiler operating parameters include a plurality of boiler input parameters;

performing, by the computing device, a regression analysis to determine at least one correlation between a combination of two or more of the plurality of boiler operating parameters and the rate of fouling, wherein the combination of the two or more of the plurality of boiler operating parameters includes at least one boiler input parameter;

causing, by the computing device, the at least one boiler input parameter to be adjusted based on the at least one correlation to minimize the rate of fouling; and

transmitting, by the computing device, the at least one adjusted boiler input parameter to a boiler controller device for implementation.

11. The computer-implemented method of claim 10 , wherein receiving the rate of fouling for the period of time includes:

receiving, by the computing device, a time series of fouling amount values; and determining, by the computing device, the rate of fouling based on the time series of fouling amount values.

12. The computer-implemented method of claim 11 , wherein receiving the time series of fouling amount values includes receiving the time series of fouling amount values from a weight sensor configured to weigh a heat exchange element.

13. The computer-implemented method of claim 10 , wherein performing the regression analysis to determine the at least one correlation between the plurality of boiler operating parameters and the rate of fouling includes performing a CART analysis on the boiler operating information, wherein performing the CART analysis includes:

dividing the boiler operating information into one or more low-fouling periods and one or more high-fouling periods; and

developing a CART classification tree using at least the boiler input parameters to separate the low-fouling periods from the high-fouling periods.

14. The computer-implemented method of claim 10 , wherein the recovery boiler system includes one or more sootblowers configured to operate according to a cycle, and wherein receiving boiler operating information for the period of time includes receiving boiler operating information for a period of time that includes at least one complete cycle.

15. The computer-implemented method of claim 10 , wherein causing the at least one boiler input parameter to be adjusted based on the at least one correlation to minimize the rate of fouling includes at least one of causing a chemistry of boiler inputs to be adjusted, causing a liquor gun setting to be adjusted, and causing settings for one or more air ports to be adjusted.

16. A non-transitory computer-readable medium having computer-executable instructions stored thereon that, in response to execution by one or more processors of a computing device, cause the computing device to perform actions for minimizing a rate of fouling in a recovery boiler and thereby reducing an amount of time spent executing cleaning processes, the actions comprising:

receiving, by the computing device, boiler operating information for a period of time, wherein the boiler operating information includes a plurality of boiler operating parameters and a rate of fouling for the period of time, and wherein the plurality of boiler operating parameters include a plurality of boiler input parameters;

performing, by the computing device, a regression analysis to determine at least one correlation between a combination of two or more of the plurality of boiler operating parameters and the rate of fouling, wherein the combination of the two or more of the plurality of boiler operating parameters includes at least one boiler input parameter;

causing, by the computing device, at least one boiler input parameter to be adjusted based on the at least one correlation to minimize the rate of fouling; and

transmitting, by the computing device, the at least one adjusted boiler input parameter to a boiler controller device for implementation.

17. The computer-readable medium of claim 16 , wherein receiving the rate of fouling for the period of time includes:

receiving, by the computing device, a time series of fouling amount values; and determining, by the computing device, the rate of fouling based on the time series of fouling amount values.

18. The computer-readable medium of claim 16 , wherein performing the regression analysis to determine the at least one correlation between the plurality of boiler operating parameters and the rate of fouling includes performing a CART analysis on the boiler operating information, wherein performing the CART analysis includes:

dividing the boiler operating information into one or more low-fouling periods and one or more high-fouling periods; and

developing a CART classification tree using at least the boiler input parameters to separate the low-fouling periods from the high-fouling periods.

19. The computer-readable medium of claim 16 , wherein the recovery boiler system includes one or more sootblowers configured to operate according to a cycle, and wherein receiving boiler operating information for a period of time includes receiving boiler operating information for a period of time that includes at least one complete cycle.

20. The computer-readable medium of claim 16 , wherein causing the at least one boiler input parameter to be adjusted based on the at least one correlation to minimize the rate of fouling includes at least one of causing a chemistry of boiler inputs to be adjusted, causing a liquor gun setting to be adjusted, and causing settings for one or more air ports to be adjusted.

Assignments (1)

Continuity (2)

References Cited (266)