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International Journal of Information Technology and Computer Science(IJITCS)

ISSN: 2074-9007 (Print), ISSN: 2074-9015 (Online)

Published By: MECS Press

IJITCS Vol.9, No.11, Nov. 2017

Parallel Bat Algorithm Using MapReduce Model

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Author(s)

Kapil Sharma, Sanchi Girotra

Index Terms

Bat Algorithm;Big Data;COCOMO Model;Distributed System;Hadoop MapReduce Model;Parallel Algorithms

Abstract

Bat Algorithm is among the most popular meta-heuristic algorithms for optimization. Traditional bat algorithm work on sequential approach which is not scalable for optimization problems involving large search space, huge fitness computation and having large number of dimensions E.g. stock market strategies therefore parallelizing meta-heuristics to run on parallel machines to reduce runtime is required. In this paper, we propose two parallel variants of Bat Algorithm (BA) using MapReduce parallel programming model proposed by Google and have used these two variants for solving the Software development effort optimization problem. The experiment is conducted using Apache Hadoop implementation of MapReduce on a cluster of 6 machines. These variants can be used to solve various complex optimization problems by simply adding more hardware resources to the cluster and without changing the proposed variant code.

Cite This Paper

Kapil Sharma, Sanchi Girotra, "Parallel Bat Algorithm Using MapReduce Model", International Journal of Information Technology and Computer Science(IJITCS), Vol.9, No.11, pp.72-78, 2017. DOI: 10.5815/ijitcs.2017.11.08

Reference

[1]X.-S. Yang, "A New Metaheuristic Bat-Inspired Algorithm," Studies in Computational Intelligence, Springer Berlin, pp. 65-74, 2010.

[2]X. S. Yang, M. Karamanoglu, and S. Fong, "Bat aglorithm for topology optimization in microelectronic applications," presented at the IEEE International Conference on Future Generation Communication Technology (FGCT2012) London, 2012.

[3]N. Gupta and K. Sharma, "Optimizing intermediate COCOMO model using BAT algorithm," presented at the 2015 2nd International Conference on Computing for Sustainable Global Development (INDIACom), New Delhi, India 2015.

[4]Y. A. Gherbi, H. Bouzeboudja, and F. Lakdja, "A Economic dispatch problem using bat algorithm," Leonardo Journal of Sciences, pp. 75–84, June 2014 2014.

[5]J. Dean and S. Ghemawat, "Mapreduce simplified data processing on large clusters," Sixth Symposium on Operating System Design and Implementation, vol. 51, pp. 107-113, 2004.

[6]A. W. McNabb, C. K. Monson, and K. D. Seppi, "Parallel PSO Using MapReduce," presented at the IEEE Congress on Evolutionary Computation, 2007. CEC 2007, Singapore, 2007.

[7]C. Jin, C. Vecchiola, and R. Buyya, "MRPGA An Extension of MapReduce for Parallelizing Genetic Algorithms," presented at the IEEE Fourth International Conference on eScience, 2008., Indianapolis, IN 2008.

[8]C.-Y. Lin, Y.-M. Pai, K.-H. Tsai, C. H.-P. Wen, and L.-C. Wang, "Parallelizing Modified Cuckoo Search on MapReduce Architecture," Journal of Electronic Science and Technology, vol. 11, 2013.

[9]F. Wang, P. L. H. Yu, and D. W. Cheung, "Combining Technical Trading Rules Using Parallel Particle Swarm Optimization based on Hadoop," presented at the International Joint Conference on Neural Networks (IJCNN), Beijing, China, 2014.

[10]D.-W. Huang and J. Lin, "Scaling Populations of a Genetic Algorithm for Job Shop Scheduling Problems using MapReduce," presented at the 2010 IEEE Second International Conference on Cloud Computing Technology and Science (CloudCom), Indianapolis, IN, 2010.

[11]W. Zhao, H. Ma, and Q. He, "Parallel k-means clustering based on mapreduce," vol. 5931, pp. 674-679, 2009.

[12]L. Di Geronimo, F. Ferrucci, A. Murolo, and F. Sarro, "A Parallel Genetic Algorithm Based on Hadoop MapReduce for the Automatic Generation of JUnit Test Suites " presented at the 2012 IEEE Fifth International Conference on Software Testing, Verification and Validation (ICST), Montreal, QC, 2012.

[13]A. Verma, X. Llorà, D. E. Goldberg, and R. H. Campbell, "Scaling Genetic Algorithms Using MapReduce," presented at the ISDA '09. Ninth International Conference on Intelligent Systems Design and Applications, 2009, Pisa 2009.

[14]D. Keco and A. Subasi, "Parallelization of genetic algorithms using Hadoop Map/Reduce," SouthEast Europe Journal of Soft Computing, vol. 1, 2012.

[15]Rabiu O. Isah, Aliyu D. Usman,A. M. S. Tekanyi, "Medical Image Segmentation through Bat-Active Contour Algorithm," I.J. Intelligent Systems and Applications, pp. 30-36, 2017

[16]M.Jaeyalakshmi, Dr.P.Kumar, "Task Scheduling Using Meta-Heuristic Optimization Techniques in Cloud Environment," I.J. Intelligent Systems and Applications, vol. 5, Nov 2016

[17]T Ramakrishnudu, R B V Subramanyam, "Mining Interesting Infrequent Itemsets from Very Large Data based on MapReduce Framework," I.J. Intelligent Systems and Applications, 2015, 07,pp. 44-49