Systems And Methods For Rendering Disease Data For Agricultural Fields Through Improved Interfaces

A system for directing crop disease treatments to agricultural fields, the system comprising at least one computing device configured to:

• receive a user input from a user at a communication device associated with an interface indicative of likelihood of a first disease in a plurality of agricultural fields;
• access data associated with the agricultural fields and a disease model, the data associated with the agricultural fields including disease observation data indicative of an observation of the first disease in a first field of the agricultural fields, the disease observation data including a temporal indicator, an identifier of the first disease, and an identifier of the first field;
• determine the likelihood of occurrence of the first disease for ones of the plurality of agricultural fields, based on:
• (i) a model value based on the disease model;
• and (ii) a tuning value, using a spatially misaligned regression;
• wherein the tuning value is based on at least:
• a distance between a location of the first field and locations of the ones of the plurality of agricultural fields;
• generate an interface indicative of the likelihood of occurrence of the first disease in the ones of the plurality of agricultural fields;
• and
• cause the interface to be displayed at the communication device associated with the user.

A non-transitory computer-readable storage medium including executable instructions, which when executed by at least one processor, cause the at least one processer to:

• receive a user input from a user at a communication device associated with an interface indicative of likelihood of a first disease in a plurality of agricultural fields;
• access data associated with the agricultural fields and a disease model, the data associated with the agricultural fields including disease observation data indicative of an observation of the first disease in a first field of the agricultural fields, the disease observation data including a temporal indicator, an identifier of the first disease, and an identifier of the first field;
• determine the likelihood of occurrence of the first disease for ones of the plurality of agricultural fields, based on:
• (i) a model value based on the disease model;
• and (ii) a tuning value, using a spatially misaligned regression;
• wherein the tuning value is based on at least:
• a distance between a location of the first field and locations of the ones of the plurality of agricultural fields;
• generate an interface indicative of the likelihood of occurrence of the first disease in the ones of the plurality of agricultural fields;
• and
• cause the interface to be displayed at the communication device associated with the user.