A Genetic Algorithm for solving Quadratic Assignment Problem(QAP)

05/20/2014
by   Hosein Azarbonyad, et al.
0

The Quadratic Assignment Problem (QAP) is one of the models used for the multi-row layout problem with facilities of equal area. There are a set of n facilities and a set of n locations. For each pair of locations, a distance is specified and for each pair of facilities a weight or flow is specified (e.g., the amount of supplies transported between the two facilities). The problem is to assign all facilities to different locations with the aim of minimizing the sum of the distances multiplied by the corresponding flows. The QAP is among the most difficult NP-hard combinatorial optimization problems. Because of this, this paper presents an efficient Genetic algorithm (GA) to solve this problem in reasonable time. For validation the proposed GA some examples are selected from QAP library. The obtained results in reasonable time show the efficiency of proposed GA.

READ FULL TEXT
research
08/15/2023

A Genetic Algorithm Meta-Heuristic for a Generalized Quadratic Assignment Problem

The generalized quadratic assignment problem (GQAP) is one of the hardes...
research
01/24/2014

Parallel Genetic Algorithm to Solve Traveling Salesman Problem on MapReduce Framework using Hadoop Cluster

Traveling Salesman Problem (TSP) is one of the most common studied probl...
research
07/19/2023

Edge-set reduction to efficiently solve the graph partitioning problem with the genetic algorithm

The graph partitioning problem (GPP) is among the most challenging model...
research
09/22/2013

A Meta-heuristically Approach of the Spatial Assignment Problem of Human Resources in Multi-sites Enterprise

The aim of this work is to present a meta-heuristically approach of the ...
research
04/12/2016

Optimal Route Planning with Prioritized Task Scheduling for AUV Missions

This paper presents a solution to Autonomous Underwater Vehicles (AUVs) ...
research
05/26/2021

The influence of various optimization algorithms on nuclear power plant steam turbine exergy efficiency and destruction

This paper presents an exergy analysis of the whole turbine, turbine cyl...
research
02/17/2023

Automated Graph Genetic Algorithm based Puzzle Validation for Faster Game Design

Many games are reliant on creating new and engaging content constantly t...

Please sign up or login with your details

Forgot password? Click here to reset