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大规模路径规划问题中的机器学习方法与应用特刊导论

Introduction to the Special Issue on Machine Learning Methods and Applications in Large-Scale Route Planning Problems

Transportation Science · 2023
被引 12
ABS 3

中文导读

本文介绍了关于大规模路径规划问题中机器学习方法与应用的特刊,该特刊源于2021年亚马逊最后一英里路径规划研究挑战赛,概述了特刊论文及相关研究,并指出了未来研究方向。

Abstract

In this paper, we introduce the Special Issue on Machine Learning Methods and Applications in Large-Scale Route Planning Problems, which draws its inspiration from the academic community’s positive reception of the 2021 Amazon Last Mile Routing Research Challenge. We provide a structured overview of the papers featured in this special issue, and briefly discuss other noteworthy contributions to the research challenge. Further, we point the reader to a number of peer-reviewed publications outside of this special issue that directly or indirectly emerged from the research challenge. We conclude by highlighting a number of important priorities for future research into applications of machine learning to real-world route planning problems.

计算机科学运筹学数据科学物流与供应链管理