US 12,281,904 B1
Sustainability-based transportation recommendation system
Catherine Espel-Logan, Bloomington, IL (US)
Assigned to State Farm Mutual Automobile Insurance Company, Bloomington, IL (US)
Filed by State Farm Mutual Automobile Insurance Company, Bloomington, IL (US)
Filed on Mar. 22, 2024, as Appl. No. 18/614,422.
Claims priority of provisional application 63/622,991, filed on Jan. 19, 2024.
Claims priority of provisional application 63/553,968, filed on Feb. 15, 2024.
Int. Cl. G01C 21/34 (2006.01); G01C 21/36 (2006.01)
CPC G01C 21/3423 (2013.01) [G01C 21/3469 (2013.01); G01C 21/3492 (2013.01); G01C 21/3617 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A transportation system for generating a transportation recommendation, the system comprising:
one or more memory devices having instructions stored thereon that, when executed by one or more processors, cause the one or more processors to perform operations comprising:
receiving a transportation request;
identifying, using the transportation request, a first geographic location and a second geographic location associated with the transportation request;
determining, using the first geographic location and the second geographic location, a plurality of routes between the first geographic location and the second geographic location;
generating, using a trained machine learning model, a sustainability impact score for each of the plurality of routes, the trained machine learning model trained using historical transportation data to establish at least one correlation between a sustainability metric and routes, and the sustainability impact score indicating an estimated climate impact of using at least one transportation modality to travel along a route of the plurality of routes;
selecting a recommended route from the plurality of routes using the sustainability impact scores of the plurality of routes; and
generating a user interface providing the recommended route.