Apparatus and methods for providing routes for vehicles using spare tires

A non-transitory computer-readable storage medium having computer program code instructions stored therein, the computer program code instructions, when executed by at least one processor, cause the at least one processor to:

• receive input data indicating attributes of a target vehicle using at least one spare tire and attributes of target routes for the target vehicle;
• and
• cause a machine learning model to generate output data as a function of the input data,
• wherein the output data indicate a subset of the target routes of which the target vehicle can successfully traverse while using the at least one spare tire,
• wherein the machine learning model is trained to generate the output data as a function of the input data based on training data, and
• wherein the training data indicate events in which vehicles used spare tires to traverse routes, the training data indicating attributes of the vehicles and attributes of the routes.

A method of providing route recommendations for a target vehicle using at least one spare tire, the method comprising:

• receiving input data indicating attributes of the target vehicle and attributes of target routes for the target vehicle;
• and
• causing a machine learning model to generate output data as a function of the input data,
• wherein the output data indicate a subset of the target routes of which the target vehicle can successfully traverse while using the at least one spare tire,
• wherein the machine learning model is trained to generate the output data as a function of the input data based on training data, and
• wherein the training data indicate events in which vehicles used spare tires to traverse routes, the training data indicating attributes of the vehicles and attributes of the routes.