Learn to design the heuristics for vehicle routing problem

L Gao, M Chen, Q Chen, G Luo, N Zhu, Z Liu - arXiv preprint arXiv …, 2020 - arxiv.org
This paper presents an approach to learn the local-search heuristics that iteratively improves
the solution of Vehicle Routing Problem (VRP). A local-search heuristics is composed of a …

A hybrid of deep reinforcement learning and local search for the vehicle routing problems

J Zhao, M Mao, X Zhao, J Zou - IEEE Transactions on Intelligent …, 2020 - ieeexplore.ieee.org
Different variants of the Vehicle Routing Problem (VRP) have been studied for decades.
State-of-the-art methods based on local search have been developed for VRPs, while still …

[PDF][PDF] Heuristic and exact algorithms for vehicle routing problems

S Røpke - 2006 - orbit.dtu.dk
This Ph. D. thesis has been prepared at the Department of Computer Science at the
University of Copenhagen (DIKU), during the period November 2002 to December 2005 …

Heuristics for vehicle routing problem: A survey and recent advances

F Liu, C Lu, L Gui, Q Zhang, X Tong, M Yuan - arXiv preprint arXiv …, 2023 - arxiv.org
Vehicle routing is a well-known optimization research topic with significant practical
importance. Among different approaches to solving vehicle routing, heuristics can produce a …

Knowledge-guided local search for the vehicle routing problem

F Arnold, K Sörensen - Computers & Operations Research, 2019 - Elsevier
Local search has been established as a successful cornerstone to tackle the Vehicle
Routing Problem, and is included in many state-of-the-art heuristics. In this paper we aim to …

New heuristics for the vehicle routing problem

JF Cordeau, M Gendreau, A Hertz, G Laporte… - … systems: design and …, 2005 - Springer
This chapter reviews some of the best metaheuristics proposed in recent years for the
Vehicle Routing Problem. These are based on local search, on population search and on …

Efficiently solving the practical vehicle routing problem: A novel joint learning approach

L Duan, Y Zhan, H Hu, Y Gong, J Wei… - Proceedings of the 26th …, 2020 - dl.acm.org
Our model is based on the graph convolutional network (GCN) with node feature
(coordination and demand) and edge feature (the real distance between nodes) as input …

A parallel algorithm for the vehicle routing problem

C Groër, B Golden, E Wasil - INFORMS Journal on …, 2011 - pubsonline.informs.org
The vehicle routing problem (VRP) is a difficult and well-studied combinatorial optimization
problem. We develop a parallel algorithm for the VRP that combines a heuristic local search …

The evolution of the Vehicle Routing Problem—A survey of VRP research and practice from 2005 to 2022

B Golden, X Wang, E Wasil - The Evolution of the Vehicle Routing …, 2023 - Springer
We identify 135 articles published in scholarly, academic journals from January 2005 to
June 2022 that survey various aspects of the Vehicle Routing Problem (VRP) ranging from …

A genetic algorithm for the vehicle routing problem

BM Baker, MA Ayechew - Computers & Operations Research, 2003 - Elsevier
This study considers the application of a genetic algorithm (GA) to the basic vehicle routing
problem (VRP), in which customers of known demand are supplied from a single depot …