paper-with-me

홈 › Papers

Hybrid Metaheuristic Vehicle Routing Problem for Security Dispatch Operations

2025-03-03 · Nguyen Gia Hien Vu, Yifan Tang, Rey Lim, G. Gary Wang

This paper investigates the optimization of the Vehicle Routing Problem for Security Dispatch (VRPSD). VRPSD focuses on security and patrolling applications which involve challenging constraints including precise timing and strict time windows. We propose three algorithms based on different metaheuristics, which are Adaptive Large Neighborhood Search (ALNS), Tabu Search (TS), and Threshold Accepting (TA). The first algorithm combines single-phase ALNS with TA, the second employs a multiphase ALNS with TA, and the third integrates multiphase ALNS, TS, and TA. Experiments are conducted on an instance comprising 251 customer requests. The results demonstrate that the third algorithm, the hybrid multiphase ALNS-TS-TA algorithm, delivers the best performance. This approach simultaneously leverages the large-area search capabilities of ALNS for exploration and effectively escapes local optima when the multiphase ALNS is coupled with TS and TA. Furthermore, in our experiments, the hybrid multiphase ALNS-TS-TA algorithm is the only one that shows potential for improving results with increased computation time across all attempts.

📄 PDF Abstract BibTeX arXiv:2503.01121

Code (0)

등록된 구현이 없습니다.

Methods 이 논문이 사용한 방법론

TS Spatio-temporal features extraction that measure the stabilty. The proposed method is based on a compression algorithm named Run Length Encoding. The workflow of the method is…

Similar Papers 제목 키워드 기반

Metaheuristic Enhanced with Feature-Based Guidance and Diversity Management for Solving the Capacitated Vehicle Routing Problem

2024-07-30 · Bachtiar Herdianto, Romain Billot, Flavien Lucas, Marc Sevaux

We propose a metaheuristic algorithm enhanced with feature-based guidance that is designed to solve the Capacitated Vehicle Routing Problem (CVRP). To formulate the proposed guidance, we developed and explained a supervi…

DiversityManagement

Hybrid Metaheuristics for the Clustered Vehicle Routing Problem

2014-04-26 · Thibaut Vidal, Maria Battarra, Anand Subramanian, Güneş Erdoǧan

The Clustered Vehicle Routing Problem (CluVRP) is a variant of the Capacitated Vehicle Routing Problem in which customers are grouped into clusters. Each cluster has to be visited once, and a vehicle entering a cluster c…

Edge-Selector Model Applied for Local Search Neighborhood for Solving Vehicle Routing Problems

2025-08-12 · Bachtiar Herdianto, Romain Billot, Flavien Lucas, Marc Sevaux 외 arxiv

This research proposes a hybrid Machine Learning and metaheuristic mechanism that is designed to solve Vehicle Routing Problems (VRPs). The main of our method is an edge solution selector model, which classifies solution…

Graph Neural Network

Variable Neighborhood Search for the Electric Vehicle Routing Problem

2025-11-11 · David Woller, Viktor Kozák, Miroslav Kulich, Libor Přeučil arxiv

The Electric Vehicle Routing Problem (EVRP) extends the classical Vehicle Routing Problem (VRP) to reflect the growing use of electric and hybrid vehicles in logistics. Due to the variety of constraints considered in the…

Hybrid Node-Destroyer Model with Large Neighborhood Search for Solving the Capacitated Vehicle Routing Problem

2025-08-12 · Bachtiar Herdianto, Romain Billot, Flavien Lucas, Marc Sevaux 외 arxiv

In this research, we propose an iterative learning hybrid optimization solver developed to strengthen the performance of metaheuristic algorithms in solving the Capacitated Vehicle Routing Problem (CVRP). The iterative h…