Distributed Swarm Optimization Modeling for Waste Collection Vehicle Routing Problem

Abstract

In this paper, we consider a complex garbage collection problem, where the residents of a particular area dispose of recyclable garbage, which is collected and managed using a fleet of trucks with different weight capacities and volume. This tour is characterized by a set of constraints such as the maximum tour duration (in term of distance and the timing) consumed to collect wastes from several locations. This problem is modeled as a garbage collection vehicle routing problem, which aims to minimize the cost of traveling routes (minimizing the distance traveled) by finding optimal routes for vehicles such that all waste bins are emptied and the waste is driven towards the disposal locations. We propose a distributed technique based on the Ant Colony system Algorithm to find optimal routes that help vehicles to visit all the wastes bins using interactive agents consumed based on the behavior of real ants. The designed solution will try to create a set of layers to control and manage the waste collection, each layer will be handled by an intelligent agent which is characterized by a specific behavior, in this architecture a set of behaviors have been designed to optimizing routes and control the real time capacity of vehicles. Finally, manage the traffic messages between the different agents to select the best solutions that will be assigned to each vehicle. The developed solution performs well compared to the traditional solution on small cases.

Authors and Affiliations

ELGAREJ Mouhcine, MANSOURI Khalifa, YOUSSFI Mohamed, BENMOUSSA Nezha, EL FAZAZI Hanae

Keywords

Related Articles

Skyline Path Queries for Location-based Services

A skyline query finds objects that are not dominated by another object from a given set of objects. Skyline queries help us to filter unnecessary information efficiently and provide us clues for various decision making t...

Hybrid Latin-Hyper-Cube-Hill-Climbing Method for Optimizing: Experimental Testing

A noticeable objective of this work is to experiment and test an optimization problem through comparing hill-climbing method with a hybrid method combining hill-climbing and Latin-hyper-cube. These two methods are going...

The Adoption of Software Process Improvement in Saudi Arabian Small and Medium Size Software Organizations: An Exploratory Study

Quite a lot of attention has been paid in the literature on “how to adopt” software process improvement (SPI) in Small and Medium Size (SME) software organization in several countries. This has resulted in limited improv...

Survey Paper for Software Project Team, Staffing, Scheduling and Budgeting Problem

Software project scheduling is a standout amongst the most imperative scheduling zones looked by Software project management team. Software development companies are under substantial strain to finish projects on time, w...

 Requirements Analysis through Viewpoints Oriented Requirements Model (VORD)

  This paper describes an extension to the Viewpoints Oriented Requirements Definition (VORD) model and attempts to resolve its lack of direct support for viewpoint interaction. Supporting the viewpoint interac...

Download PDF file
  • EP ID EP261182
  • DOI 10.14569/IJACSA.2017.080943
  • Views 94
  • Downloads 0

How To Cite

ELGAREJ Mouhcine, MANSOURI Khalifa, YOUSSFI Mohamed, BENMOUSSA Nezha, EL FAZAZI Hanae (2017). Distributed Swarm Optimization Modeling for Waste Collection Vehicle Routing Problem. International Journal of Advanced Computer Science & Applications, 8(9), 306-312. https://europub.co.uk/articles/-A-261182