Hybrid step size based cuckoo search

Cuckoo Search is a metaheuristic optimization method which uses obligate brood parasitic conduct of cuckoos. Successive moves (steps) of a cuckoo are basically drawn from a process which uses biased random walk and follows power law step-length distribution with a heavy tail. Therefore, quick convergence and precision cannot be assured in most of the cases. To resolve the convergence and accuracy problem this paper proposes a novel cuckoo search method which uses Lévy flight and Gauss distribution in alternate iteration along with variable Pa and a. The experimental outcomes validate that the proposed method outperforms the existing methods.

[1]  Xin-She Yang,et al.  Cuckoo search: recent advances and applications , 2013, Neural Computing and Applications.

[2]  Saeed Tavakoli,et al.  Improved Cuckoo Search Algorithm for Feed forward Neural Network Training , 2011 .

[3]  Andrés Iglesias,et al.  Cuckoo Search with Lévy Flights for Weighted Bayesian Energy Functional Optimization in Global-Support Curve Data Fitting , 2014, TheScientificWorldJournal.

[4]  Ilya Pavlyukevich Lévy flights, non-local search and simulated annealing , 2007, J. Comput. Phys..

[5]  James Kennedy,et al.  Particle swarm optimization , 2002, Proceedings of ICNN'95 - International Conference on Neural Networks.

[6]  Raju Pal,et al.  BEECP: Biogeography optimization-based energy efficient clustering protocol for HWSNs , 2016, 2016 Ninth International Conference on Contemporary Computing (IC3).

[7]  Raju Pal,et al.  Unsupervised data classification using modified cuckoo search method , 2016, 2016 Ninth International Conference on Contemporary Computing (IC3).

[8]  Xin-She Yang Harmony Search as a Metaheuristic Algorithm , 2009 .

[9]  Hossein Nezamabadi-pour,et al.  GSA: A Gravitational Search Algorithm , 2009, Inf. Sci..

[10]  Rainer Storn,et al.  Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces , 1997, J. Glob. Optim..

[11]  Avinash Chandra Pandey,et al.  Twitter sentiment analysis using hybrid cuckoo search method , 2017, Inf. Process. Manag..

[12]  Xin-She Yang,et al.  Cuckoo Search via Lévy flights , 2009, 2009 World Congress on Nature & Biologically Inspired Computing (NaBIC).

[13]  Amir Hossein Gandomi,et al.  A new hybrid method based on krill herd and cuckoo search for global optimisation tasks , 2016, Int. J. Bio Inspired Comput..

[14]  Raju Pal,et al.  Chaotic Kbest gravitational search algorithm (CKGSA) , 2016, 2016 Ninth International Conference on Contemporary Computing (IC3).

[15]  Yongquan Zhou,et al.  A Novel Cuckoo Search Optimization Algorithm Base on Gauss Distribution , 2012 .

[16]  Kamal K. Mandal,et al.  A novel improved algorithm using Cuckoo Search for Economic Load Dispatch , 2016, 2016 IEEE 1st International Conference on Power Electronics, Intelligent Control and Energy Systems (ICPEICES).

[17]  Juan Wang,et al.  Chaos-enhanced Cuckoo search optimization algorithms for global optimization , 2016 .

[18]  Iztok Fister,et al.  Hybrid self-adaptive cuckoo search for global optimization , 2016, Swarm Evol. Comput..

[19]  Avinash Chandra Pandey,et al.  Data clustering using hybrid improved cuckoo search method , 2016, 2016 Ninth International Conference on Contemporary Computing (IC3).

[20]  Dan Simon,et al.  Biogeography-Based Optimization , 2022 .

[21]  Ujjwal Maulik,et al.  Genetic algorithm-based clustering technique , 2000, Pattern Recognit..