System and method for determining subsurface soil layer characteristics based on radar data and secondary soil parameters
In one aspect, a system for determining subsurface soil layer characteristics during the performance of an agricultural operation may include a RADAR sensor configured to capture data indicative of a subsurface soil layer characteristic of the field during the performance of the agricultural operation. Additionally, the system may include a controller communicatively coupled to the RADAR sensor. As such, the controller may be configured to receive the RADAR data from the RADAR sensor and receive an input associated with a secondary soil parameter of the field. Furthermore, the controller may be configured to calibrate the received RADAR data based on the received input. Moreover, the controller may be configured to determine the subsurface soil layer characteristic based on the calibrated RADAR data.
1. A system for determining subsurface soil layer characteristics during the performance of an agricultural operation, the system comprising:
an agricultural machine configured to perform an agricultural operation on a field across which the agricultural machine is traveling;
a RADAR sensor provided in operative association with the agricultural machine, the RADAR sensor configured to capture RADAR data indicative of at least one of a presence of a compaction layer within the field, a location of the compaction layer within the field, or a seedbed depth within the field; and
a controller communicatively coupled to the RADAR sensor, wherein the controller:
receives the RADAR data from the RADAR sensor;
receives first input associated with a soil moisture content of the field;
determines a soil moisture content value for the field based on the received first input;
receives a second input associated with a soil oxygen content of the field;
determines a soil oxygen content value for the field based on the received second input;
determines a correction factor for the RADAR data based on the determined soil moisture content value and the determined soil oxygen content value;
adjusts the received RADAR data based on the determined correction factor to calibrate the RADAR data; and
determines the at least one of the presence of the compaction layer within the field, the location of the compaction layer within the field, or the seedbed depth within the field based on the calibrated RADAR data.
2. The system of claim 1 , wherein the controller adjusts at least one of a time-of-flight, an amplitude, a frequency, and/or a phase associated with the received RADAR data based on the determined correction factor.
3. The system of claim 1 , further comprising:
a soil moisture sensor configured to capture data indicative of the soil moisture content of the field as the agricultural machine travels across the field, the soil moisture sensor communicatively coupled to the controller,
wherein, when receiving the first input, the controller receives the first input associated with the soil moisture content of the field from the soil moisture sensor.
4. The system of claim 3 , wherein the controller updates the determined soil moisture content value at a predetermined rate as the agricultural machine is moved across the field.
5. The system of claim 1 , wherein, when receiving the first input, the controller receives the first input associated with the soil moisture content of the field from at least one of an operator of the agricultural machine or a remote server database.
6. The system of claim 1 , wherein the at least one of the presence of the compaction layer within the field, the location of the compaction layer within the field, or the seedbed depth within the field corresponds to the at least one of the presence of the compaction layer within the field or the location of the compaction layer within the field.
7. The system of claim 1 , wherein the at least one of the presence of the compaction layer within the field, the location of the compaction layer within the field, or the seedbed depth within the field corresponds to the seedbed depth within the field.
8. A method for determining subsurface soil layer characteristics during the performance of an agricultural operation, the method comprising:
receiving, with one or more computing devices, RADAR data indicative of at least one of a presence of a compaction layer within the field, a location of the compaction layer within the field, or a seedbed depth within the field on which the agricultural operation is being performed;
receiving, with the one or more computing devices, first input associated with a soil moisture content of the field;
determining, with the one or more computing devices, a soil moisture content value of the field based on the received first input;
receiving, with the one or more computing devices, a second input associated with a soil oxygen content of the field;
determining, with the one or more computing devices, a soil oxygen content value of the field based on the received second input;
determining, with the one or more computing devices, a correction factor for the RADAR data based on the determined soil moisture content value and the determined soil oxygen content value;
adjusting, with the one or more computing devices, the received RADAR data based on the determined correction factor to calibrate the RADAR data; and
determining, with the one or more computing devices, the at least one of the presence of the compaction layer within the field, the location of the compaction layer within the field, or the seedbed depth within the field based on the calibrated RADAR data.
9. The method of claim 8 , wherein adjusting the received RADAR data comprises adjusting, with the one or more computing devices, at least one of a time-of-flight, an amplitude, a frequency, or a phase associated with the received RADAR data based on the determined correction factor.
10. The method of claim 8 , wherein receiving the first input comprises receiving, with the one or more computing devices, sensor data indicative of the soil moisture content of the field from a soil moisture sensor.
11. The method of claim 10 , wherein determining the soil moisture content value comprises updating, with the one or more computing devices, the determined soil moisture content value at a predetermined rate as the agricultural operation is being performed.
12. The method of claim 8 , wherein receiving the first input comprises receiving, with the one or more computing devices, at least one of an operator input or an input from a remote server database.
13. The method of claim 8 , wherein the at least one of the presence of the compaction layer within the field, the location of the compaction layer within the field, or the seedbed depth within the field corresponds to the at least one of the presence of the compaction layer within the field or the location of the compaction layer within the field.
14. The method of claim 8 , wherein the at least one of the presence of the compaction layer within the field, the location of the compaction layer within the field, or the seedbed depth within the field corresponds to the seedbed depth within the field.