An Overview of Mutation Strategies in Bat Algorithm
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2018, Vol 9, Issue 8
Abstract
Bat algorithm (BA) is a population based stochastic search technique encouraged from the intrinsic manner of bee swarm seeking for their food source. BA has been mostly used to resolve diverse kind of optimization problems and one of major issue faced by BA is frequently captured in local optima meanwhile handling the complex real world problems. Many authors improved the standard BA with different mutation strategies but an exhausted comprehensive overview about mutation strategies is still lacking. This paper aims to furnish a concise and comprehensive study of problems and challenges that prevent the performance of BA. It has been tried to provide guidelines for the researchers who are active in the area of BA and its mutation strategies. The objective of this study is divided in two sections: primarily to display the improvement of BA with mutation strategies that may enhance the performance of standard BA up to great extent and secondly, to motivate the researchers and developers for using BA to solve the complex real world problems. This study presents a comprehensive survey of the various BA algorithms based on mutation strategies. It is anticipated that this survey would be helpful to study the BA algorithm in detail for the researcher.
Authors and Affiliations
Waqas Haider Bangyal, Jamil Ahmad, Hafiz Tayyab Rauf, Sobia Pervaiz
Classified Arabic Documents Using Semi-Supervised Technique
In this work, we test the performance of the Naïve Bayes classifier in the categorization of Arabic text. Arabic is rich and unique in its own way and has its own distinct features. The issues and characteristics of Arab...
TGRP: A New Hybrid Grid-based Routing Approach for Manets
Most existing grid-based routing protocols use reactive mechanisms to build routing paths. In this paper, we propose a new hybrid approach for grid-based routing in MANETs which uses a combination of reactive and proacti...
The Proposal of a Distributed Algorithm for Solving the Multiple Constraints Parking Problem
The parking problem in big cities has become one of the key causes of the city traffic congestion, driver frustration and air pollution.So to avoid these problems, parking monitoring is an important solution. Recently ma...
Numerical Simulation on Damage Mode Evolution in Composite Laminate
The present work follows numerous numerical simulation on the stress field analysis in a cracked cross-ply laminate. These results lead us to elaborate an energy criterion. This criterion is based on the computation of t...
The Development of Mobile Client Application in Yogyakarta Tourism and Culinary Information System Based on Social Media Integration
Social network is currently being an important part of someone. Many of users in social network make it an effective publication. One of many things that can be published on social network is tourism. Indonesia has a lot...