Patent ID: 11537977

Abstract:
A method (800) and system (150) for optimizing delivery of consignments is disclosed. Real-order data for delivering a consignment including a plurality of packages is received. The real-order data includes package related information and vehicle related information, which are pre-processed to generate a plurality of inputs. A machine learning model (164) trained using DRL is selected to optimize an objective function of minimizing an overall cost of consignment delivery by optimizing a number of vehicles selected for consignment delivery and optimizing a number of consignees and a number of drop locations serviced by each selected vehicle. The plurality of inputs is provided to the machine learning model (164) to predict a sequence of loading actions in relation to loading of the plurality of packages in the vehicles. A loading plan (504) is generated based on the sequence of loading actions. The loading plan (504) optimizes the delivery of the plurality of packages associated with the consignment.