ROUTE GENERATION FOR VEHICLE ROUTING PROBLEM AND VARIANTS THEREOF

According to an aspect of an embodiment, operations include receiving data associated with a vehicle routing problem, the data comprising first information about a plurality of vehicles in a geographical region and second information about a set of locations that the plurality of vehicles is required to serve. The operations further include determining a formulation of a multi-objective clustering problem based on the data and converting the formulation into a QUBO formulation. The operations further include generating a binary solution by solving the QUBO formulation on an optimization solver machine. The operations further include partitioning the set of locations into location clusters based on the binary solution and generating a set of candidate routes for the plurality of vehicles based on the location clusters. The operations further include controlling a device to render at least one route recommendation for the plurality of vehicles based on the set of candidate routes.