System and methods for controlling operation of a recovery boiler to reduce fouling

Abstract

In some aspects, a computer-implemented method of reducing a rate of fouling in a recovery boiler system is provided. A computing device receives boiler operating information for a period of time. The boiler operating information includes boiler operating parameters and a rate of fouling for the period of time. The boiler operating parameters include one or more boiler input parameters. The computing device performs a regression analysis to determine at least one correlation between the boiler operating parameters and the rate of fouling. The computing device causes at least one boiler input parameter to be adjusted based on the at least one correlation to minimize the rate of fouling. In some aspects, a system configured to perform such a method is provided. In some aspects, a computer-readable medium having instructions stored thereon that cause a computing device to perform such a method is provided.

What is claimed is: 
     
         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 comprising:
 receiving boiler operating information for a period of time, wherein the boiler operating information includes boiler operating parameters and a rate of fouling for the period of time, and wherein the boiler operating parameters include one or more boiler input parameters; 
 performing a regression analysis to determine at least one correlation between the boiler operating parameters and the rate of fouling; 
 adjusting 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 boiler operating parameters and the rate of fouling includes performing a CART analysis on the boiler operating information. 
     
     
         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:
 one or more valves configured to control an amount of precipitator ash 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 at least one boiler input parameter 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 at least one boiler input parameter 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, the method comprising:
 receiving, by a computing device, boiler operating information for a period of time, wherein the boiler operating information includes boiler operating parameters and a rate of fouling for the period of time, and wherein the boiler operating parameters include one or more boiler input parameters;   performing, by the computing device, a regression analysis to determine at least one correlation between the boiler operating parameters and the rate of fouling; and   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.   
     
     
         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 boiler operating parameters and the rate of fouling includes performing a CART analysis on the boiler operating information. 
     
     
         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 comprising:
 receiving, by the computing device, boiler operating information for a period of time, wherein the boiler operating information includes boiler operating parameters and a rate of fouling for the period of time, and wherein the boiler operating parameters include one or more boiler input parameters;   performing, by the computing device, a regression analysis to determine at least one correlation between the boiler operating parameters and the rate of fouling; and   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.   
     
     
         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 boiler operating parameters and the rate of fouling includes performing a CART analysis on the boiler operating information. 
     
     
         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.