Combining hybrid genetic search with ruin-and-recreate for solving the capacitated vehicle routing problem
نویسندگان
چکیده
Abstract The Capacitated Vehicle Routing Problem (CVRP) has been subject to intense research efforts for more than sixty years. Yet, significant algorithmic improvements are still being made. most competitive heuristic solution algorithms of today utilize, and often combine, strategies elements from evolutionary algorithms, local search, ruin-and-recreate based large neighborhood search. In this paper we propose a new hybrid metaheuristic the CVRP, where education phase genetic search (HGS) algorithm proposed by (Vidal Hybrid Genetic Search CVRP: Open-Source Implementation SWAP* Neighborhood 2020) is extended applying (LNS). By performing series computational experiments, attempt answer following questions: 1) Is it possible gain performance adding LNS as component in HGS? 2) How does addition change relative importance neighborhoods 3) What effect devoting creation an elite initial population Through set experiments these questions, while at same time obtaining good configuration global parameter settings heuristic. Testing on benchmark instances literature with limited computing time, outperforms existing both terms final gap primal integral.
منابع مشابه
A Hybrid Genetic Algorithm for the Capacitated Vehicle Routing Problem
Recently proved successful for variants of the vehicle routing problem (VRP) involving time windows, genetic algorithms have not yet shown to compete or challenge current best search techniques in solving the classical capacitated VRP. In this paper, a hybrid genetic algorithm to address the capacitated vehicle routing problem is proposed. The basic scheme consists in concurrently evolving two ...
متن کاملCuckoo search via Lévy flights for the capacitated vehicle routing problem
For this paper, we explored the implementation of the cuckoo search algorithm applied to the capacitated vehicle routing problem. The cuckoo search algorithm was implemented with Lévy flights with the 2-opt and double-bridge operations, and with 500 iterations for each run. The algorithm was tested on the problem instances from the Augerat benchmark dataset. The algorithm did not perform well o...
متن کاملAn Improved Hybrid Cuckoo Search Algorithm for Vehicle Routing Problem with Time Windows
Transportation in economic systems such as services, production and distribution enjoys a special and important position and provides a significant portion of the country's gross domestic product. Improvements in transportation system mean improvements in the traveling routes and the elimination of unnecessary distances in any system. The Vehicle Routing Problem (VRP) is one of the practical co...
متن کاملSolving the Vehicle Routing Problem with Stochastic Demands via Hybrid Genetic Algorithm-Tabu Search
This study considers a version of the stochastic vehicle routing problem where customer demands are random variables with known probability distribution. A new scheme based on a hybrid GA and Tabu Search heuristic is proposed for this problem under a priori approach with preventive restocking. The relative performance of the proposed HGATS is compared to each GA and TS alone, on a set of random...
متن کاملModeling and Solving the Capacitated Vehicle Routing Problem on Trees
Capacitated vehicle routing problems (CVRPs) form the core of logistics planning and are hence of great practical and theoretical interest. This chapter considers the CVRP on trees (TCVRP), a problem that often naturally arises in railway, river, and rural road networks. Our objective is to build high-quality models that exploit the tree structure of the problem that can also be easily implemen...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Heuristics
سال: 2022
ISSN: ['1572-9397', '1381-1231']
DOI: https://doi.org/10.1007/s10732-022-09500-9