Methods and systems for recommending agricultural activities
A computer-implemented method for recommending agricultural activities is implemented by an agricultural intelligence computer system in communication with a memory. The method includes receiving, over a network, field definition data and environmental data; determining soil data from at least the environmental data; determining, based on at least the soil data, carbon load data indicating carbon load present in the field during a planting date; receiving first input indicating a plurality of starter application criteria; based on the first input and the carbon load present in the field, generating application data that include at least an amount of the starter fertilizer that provides nutrients to seeds throughout a nutrient immobilization period between the planting date and a beginning of a microorganism mineralization period; generating control instructions for controlling an agricultural implement based on the application data.
1. A computer-implemented method comprising:
using an agricultural computer system comprising a computing device with a memory, receiving, over a network, field definition data and environmental data, the agricultural computer system in communication with a variable-rate pump or an electrically operated liquid control valve of an agricultural implement,
wherein the field definition data identify a field,
wherein the environmental data include environmental information related to farming activities for the field;
determining soil data from the environmental data,
wherein the soil data includes soil type, cation exchange capacity, and available nitrogen for the field;
determining, based on the soil data, by the agricultural computer system, carbon load data indicating carbon load present in the field during a planting date;
receiving first input indicating a plurality of starter application criteria,
wherein the plurality of starter application criteria includes planting data, criteria of a starter application equipment, a type of a starter fertilizer, and a composition of the starter fertilizer;
based on the first input and the carbon load present in the field, generating, by the agricultural computer system, application data that include an amount of the starter fertilizer that provides nutrients to seeds throughout a nutrient immobilization period between the planting date and a beginning of a microorganism mineralization period;
generating, by the agricultural computer system, control instructions for controlling the agricultural implement based on the generated application data;
communicating, by the agricultural computer system, the control instructions to the agricultural implement; and
controlling, by an agricultural machine computing device of the agricultural implement, at least one of a pump rate of the variable-rate pump or a valve state of the electrically operated liquid control valve of the agricultural implement with signals indicative of the control instructions to apply, via the variable-rate pump or the electrically operated liquid control valve, the amount of starter fertilizer to the field.
2. The computer-implemented method of claim 1 , wherein the carbon load in the field is also determined based on one or more of farming practices, yield data, weather data, or reflectivity data.
3. The computer-implemented method of claim 1 , wherein the control instructions include control instructions to apply the starter fertilizer in the field.
4. The computer-implemented method of claim 1 , wherein the control instructions include control instructions for controlling one or more of a variable-rate pump or a liquid control valve.
5. The computer-implemented method of claim 1 , wherein the criteria of the starter application equipment include a lateral distance of the starter application equipment from a seed trench.
6. The computer-implemented method of claim 1 , wherein the amount of the starter fertilizer is a minimum amount that provides sufficient nutrients to the seeds throughout the nutrient immobilization period between the planting date and the beginning of a microorganism mineralization period.
7. The computer-implemented method of claim 1 , wherein the application data also include a range of planting dates and a range of starter costs corresponding to the range of planting dates.
8. A computer system comprising:
an agricultural machine computing device coupled to an agricultural implement; and
one or more processors and one or more memories communicatively coupled to the one or more processors, the one or more processors configured to:
receive, over a network, field definition data and environmental data,
wherein the field definition data identify a field,
wherein the environmental data include environmental information related to farming activities for the field;
determine soil data from the environmental data,
wherein the soil data includes soil type, cation exchange capacity, and available nitrogen for the field;
determine, based on at least the soil data, carbon load data indicating carbon load present in the field during a planting date;
receive first input indicating a plurality of starter application criteria,
wherein the plurality of start application criteria includes planting data, criteria of a starter application equipment, a type of a starter fertilizer, and a composition of the starter fertilizer;
based on the first input and the carbon load present in the field, generate application data that include an amount of the starter fertilizer that provides nutrients to seeds throughout a nutrient immobilization period between the planting date and a beginning of a microorganism mineralization period;
generate control instructions for controlling an agricultural implement based on the generated application data; and
communicate the control instructions to an agricultural machine computing device; and
wherein the agricultural machine computing device is configured, in response to the control instructions, to control at least one of a pump rate of a variable-rate pump or a valve state of an electrically operated liquid control valve of the agricultural implement via signals consistent with the control instructions to apply, via the variable-rate pump or the electrically operated liquid control valve, the amount of starter fertilizer to the field.
9. The computer system of claim 8 , wherein the carbon load in the field is also determined based on one or more of farming practices, yield data, weather data, or reflectivity data.
10. The computer system of claim 8 , wherein the control instructions include control instructions to apply the starter fertilizer in the field.
11. The computer system of claim 8 , wherein the control instructions include control instructions for controlling one or more of a variable-rate pump or a liquid control valve.
12. The computer system of claim 8 , wherein the criteria of the starter application equipment include a lateral distance of the starter application equipment from a seed trench, wherein the amount of the starter fertilizer is a minimum amount that provides sufficient nutrients to the seeds throughout the nutrient immobilization period between the planting date and the beginning of a microorganism mineralization period.
13. The computer system of claim 8 , wherein the application data also include a range of planting dates and a range of starter costs corresponding to the range of planting dates.