“Using reinforcement learning and robust optimization research methods, an intelligent system capable of making effective delivery decisions in an environment with uncertain demand was constructed. The research progress in the field of fresh agricultural product delivery was introduced, and the research team established a decision system combining Dueling Trouble DQN and second-order cone robust optimization to provide a solution for cost optimization problems under uncertain demand.”