Air flow calibration system for an agricultural system
An air flow calibration system for an agricultural system includes a controller configured to receive first sensor signals indicative of a set of upstream air pressures and second sensor signals indicative of downstream air pressures. The controller is also configured to iteratively determine a variance delta based on the pressures, compare the variance delta to a threshold value, and output a first output signal to decrease an air flow rate by a first amount until the variance delta is greater than the threshold value. The controller is configured to iteratively output a second output signal to increase the air flow rate by a second amount, determine the variance delta, and compare the variance delta to the threshold value until the variance delta is less than or equal to the threshold value. The controller is configured to determine a plugging condition is terminated, and store a calibration value.
1 . An air flow calibration system for an agricultural system, comprising:
a controller comprising a memory and a processor, wherein the controller is configured to:
receive a first plurality of sensor signals indicative of a plurality of upstream air pressures at an upstream location of a primary line between a metering system and a row unit;
receive a second plurality of sensor signals indicative of a plurality of downstream air pressures at a downstream location of the primary line between the metering system and the row unit, wherein the downstream location is downstream from the upstream location;
iteratively determine a variance delta based on the plurality of upstream pressures and the plurality of downstream pressures, compare the variance delta to a threshold value, and output a first output signal indicative of instructions to decrease an air flow rate by a first amount, until the variance delta is greater than the threshold value;
iteratively output a second output signal indicative of instructions to increase the air flow rate by a second amount, determine the variance delta, and compare the variance delta to the threshold value, until the variance delta is less than or equal to the threshold value; and
in response to determining the variance delta is less than or equal to the threshold value, determine an impending plugging condition is terminated, and store a calibration value corresponding to the air flow rate,
wherein the second amount is less than the first amount.
2 . The air flow calibration system of claim 1 , wherein the controller is configured to output a third output signal indicative of instructions to display the calibration value.
3 . The air flow calibration system of claim 1 , wherein the controller is configured to determine the variance delta by:
determining a mean downstream air pressure based on the plurality of downstream air pressures;
determining a downstream pressure variance based on the plurality of downstream air pressures and the mean downstream air pressure;
determining a plurality of pressure drops based on the plurality of upstream air pressures and the plurality of downstream air pressures;
determining a mean pressure drop based on the plurality of pressure drops;
determining a pressure drop variance based on the plurality of pressure drops and the mean pressure drop; and
determining the variance delta based on the pressure drop variance and the downstream pressure variance.
4 . The air flow calibration system of claim 1 , wherein the controller is configured to output an output signal indicative of instructions to increase the air flow rate by an additional air flow rate margin.
5 . The air flow calibration system of claim 1 , wherein the controller is configured to determine the first amount, the second amount, or a combination thereof, via machine learning.
6 . The air flow calibration system of claim 1 , wherein the controller is configured to determine a calibration curve based at least on the calibration value.
7 . The air flow calibration system of claim 1 , wherein the controller is configured to determine the threshold value via machine learning.
8 . An agricultural system, comprising:
an air source configured to output an air flow;
a primary line extending from the air source;
a metering system configured to meter agricultural product into the primary line; and
an air flow calibration system, comprising:
a first sensor configured to output a first plurality of sensor signals indicative of a plurality of upstream air pressures, wherein the first sensor is fluidly coupled to the primary line at an upstream location between the metering system and a row unit;
a second sensor configured to output a second plurality of sensor signals indicative of a plurality of downstream air pressures, wherein the second sensor is fluidly coupled to the primary line at a downstream location between the metering system and the row unit, and the downstream location is downstream from the upstream location; and
a controller comprising a memory and a processor, wherein the controller is communicatively coupled to the first sensor and to the second sensor, and the controller is configured to:
receive the first plurality of sensor signals;
receive the second plurality of sensor signals;
iteratively determine a variance delta based on the first plurality of sensor signals and the second plurality of sensor signals, compare the variance delta to a threshold value,
and output a first output signal indicative of instructions to decrease an air flow rate by a first amount, until the variance delta is greater than the threshold value;
iteratively output a second output signal indicative of instructions to increase the air flow rate by a second amount, determine the variance delta, and compare the variance delta to the threshold value, until the variance delta is less than or equal to the threshold value; and
in response to determining the variance delta is less than or equal to the threshold value, determine an impending plugging condition is terminated, and store a calibration value corresponding to an air flow rate,
wherein the second amount is less than the first amount.
9 . The agricultural system of claim 8 , wherein the air flow calibration system comprises a user interface communicatively coupled to the controller, and the second output signal is indicative of instructions to the user interface to present a notification to an operator of the agricultural system indicative of the impending plugging condition.
10 . The air flow calibration system of claim 8 , wherein the controller is configured to:
determine a mean downstream air pressure based on the plurality of downstream air pressures;
determine a downstream pressure variance based on the plurality of downstream air pressures and the mean downstream air pressure;
determine a plurality of pressure drops based on the plurality of upstream air pressures and the plurality of downstream air pressures;
determine a mean pressure drop based on the plurality of pressure drops;
determine a pressure drop variance based on the plurality of pressure drops and the mean pressure drop; and
determine the variance delta based on the pressure drop variance and the downstream pressure variance.
11 . The agricultural system of claim 10 , wherein the air flow rate comprises a mass air flow rate.
12 . The agricultural system of claim 8 , wherein the air flow calibration system comprises a user interface communicatively coupled to the controller, and the controller is configured to output a third output signal to the user interface indicative of instructions to display the calibration value and present a notification to an operator of the agricultural system indicative of the termination of the impending plugging condition in response to termination of the plugging condition.
13 . The agricultural system of claim 8 , wherein the controller is configured to determine the air flow rate increment via machine learning.
14 . The agricultural system of claim 8 , wherein the controller is configured to determine the threshold value via machine learning.
15 . A method, comprising:
receiving, via a controller comprising a memory and a processor, a first plurality of sensor signals indicative of a plurality of upstream air pressures at an upstream location of a primary line between a metering system and a row unit;
receiving, via the controller, a second plurality of sensor signals indicative of a plurality of downstream air pressures at a downstream location of the primary line between the metering system and the row unit, wherein the downstream location is downstream from the upstream location;
iteratively determining, via the controller, a variance delta based on the plurality of upstream pressures and the plurality of downstream pressures, and comparing the variance delta to a threshold value,
outputting, via the controller, a first output signal indicative of instructions to decrease an air flow rate by a first amount, until the variance delta is greater than the threshold value;
iteratively outputting, via the controller, a second output signal indicative of instructions to increase the air flow rate by a second amount, determining the variance delta, and comparing the variance delta to the threshold value, until the variance delta is less than or equal to the threshold value;
determining, via the controller, an impending plugging condition is terminated and storing, via the controller, a calibration value corresponding to an air flow rate, in response to determining the variance delta is less than or equal to the threshold value,
wherein the second amount is less than the first amount.
16 . The method of claim 15 , wherein the second output signal is indicative of instructions to present a notification to an operator of an agricultural system indicative of the plugging condition.
17 . The method of claim 15 , comprising:
determining, via the controller, a mean downstream air pressure based on the plurality of downstream air pressures;
determining, via the controller, a downstream pressure variance based on the plurality of downstream air pressures and the mean downstream air pressure;
determining, via the controller, a plurality of pressure drops based on the plurality of upstream air pressures and the plurality of downstream air pressures;
determining, via the controller, a mean pressure drop based on the plurality of pressure drops;
determining, via the controller, a pressure drop variance based on the plurality of pressure drops and the mean pressure drop;
determining, via the controller, the variance delta based on the pressure drop variance and the downstream pressure variance.
18 . The method of claim 15 , comprising outputting, via the controller, a third output signal indicative of instructions to display the calibration value and present a notification to an operator of an agricultural system indicative of the termination of the impending plugging condition in response to termination of the plugging condition.
19 . The method of claim 15 , wherein the air flow rate comprises a mass air flow rate.
20 . The method of claim 15 , comprising determining the threshold value via machine learning.