ARTICLE
TITLE

A Generalized Island Model Based on Parallel and Cooperating Metaheuristics for Effective Large Capacitated Vehicle Routing Problem Solving

SUMMARY

Capacitated Vehicle Routing Problem (CVRP) is among transportation problems that are of the foremost concerns in logistics. Ensuring an effective product distribution over a large distribution network while reducing the required costs represents the scope of the present work. A synergic and interactive environment of parallel meta-heuristics is developed using a generalized island model to deal with large instances of CVRP. In the proposed model, cooperative meta-heuristics, namely genetic algorithms (GA) and ant colony optimization algorithms (ACO), are organized into archipelagoes. They communicate synchronously, globally and locally by exchanging solutions. In order to handle properly the migration of solutions, either between archipelagoes or between islands within the same archipelago, appropriate selection and replacement policies are adopted. Furthermore, the proposed approach uses other new features including a new binary solution representation and different optimization process (i.e GA, ACO) on each island. To prove the efficiency of the present work, tests over the well-known set of benchmarks, comparative studies and experimental analysis have been conducted.

 Articles related

Bo Fibiger    

Videoproduktioners didaktiske styrke har historisk ligget i deres evne til både at gengive virkeligheden og formidle tavs viden. Digitaliseringen har dels medført muligheden for at give brugerne større indflydelse på afviklingen af produktet (interaktivi... see more


Shunichi Ohmori,Kazuho Yoshimoto    

We consider the data-driven stochastic programming problem with binary entries where the probability of existence of each entry is not known, instead realization of data is provided. We applied the distributionally robust optimization technique to minimi... see more


Mohamed Yahia Own Alla    

It is quite observed and frequently iterated in the risk literature thatconstruction projects are prone to various and interrelated risks. Risks that span over a widespectrum such as delays, cost overrun, safety, design, construction, environmental,weath... see more


Anders Kock, Gonzalo E. Reyes    

In the context of constructive locale or frame theory (localetheory over a fixed base locale), we study some aspects of 'frame distributions', meaning sup preserving maps from a frame to the base frame. We derive a relationship between results of Jibladz... see more


Ihsan Yanikoglu    

This paper proposes robust reformulations of ambiguous chance constraints when the underlying family of distributions is discrete and supported in a so-called ``p-box'' or ``p-ellipsoidal'' uncertainty set. Using the robust optimization paradigm, the det... see more