System for estimating field conditions and associated methods for adjusting operating parameters of an agricultural machine based on estimated field conditions
In one aspect, a system for estimating field conditions may include an agricultural machine having a tire configured to engage soil within a field. The system may also include an image capture device configured to capture one or more images of the tire as the agricultural machine is moved across the field. Furthermore, the system may include a controller communicatively coupled to the image capture device. As such, the controller may be configured to estimate a parameter associated with a soil condition of the soil within the field based on the one or more images captured by the image capture device.
1. A method for adjusting operating parameters of an agricultural machine based on estimated field conditions, the agricultural machine including a tire configured to engage soil within a field, the method comprising:
receiving, with a computing device, one or more images of a tread portion of the tire as the agricultural machine is moved across the field;
analyzing, with the computing device, the one or more images to detect soil carried by the tread portion of the tire;
estimating, with the computing device, an estimated parameter associated with a soil condition of the soil within the field based on the one or more images of the soil carried by the tread portion of the tire; and
initiating, with the computing device, a control action associated with adjusting an operating parameter of the agricultural machine based on the estimated parameter.
2. The method of claim 1 , wherein the estimated parameter is indicative of a moisture content of the soil within the field.
3. The method of claim 2 , wherein analyzing the one or more images comprises analyzing, with the computing device, the one or more images to estimate the estimated parameter based at least one of an amount or a temperature of soil present on the tread portion of the tire.
4. The method of claim 1 , further comprising:
initiating, with the computing device, display of the estimated parameter to an operator of the agricultural machine.
5. The method of claim 1 , further comprising:
when the estimated parameter has fallen outside of a predetermined range, initiating, with the computing device, the control action.
6. The method of claim 5 , wherein the control action is associated with adjusting a travel path of the agricultural machine across the field.
7. The method of claim 5 , wherein the control action is associated with adjusting a speed of the agricultural machine relative to the field.
8. The method of claim 5 , wherein the control action is associated with initiating adjustment of one or more operating parameters of an implement being towed by the agricultural machine.