Intelligent service capacity allocation for cross-border-E-commerce related third-party-forwarding logistics operations: A deep learning approach

•Optimize capacity allocation for cross-border e-commerce related 3PFL operations.•Propose a deep learning model for one-step intelligent optimal decision making.•Quantify demand uncertainty in real-time for end-to-end logistics service demand management.•Construct a real case study and illustrate the effectiveness of the proposed approach.