Biogeography-Based Optimization: A 10-Year Review

Biogeography-based optimization (BBO) is an evolutionary algorithm which is inspired by the migration of species between habitats. Almost 10 years have passed since the first BBO paper was published in 2008. BBO has successfully solved optimization problems in many different domains and has reached a relatively mature state. Considering the significant and expanding research on BBO and its applications, we find that the time is right to provide a 10-year anniversary review of the published literature, and also to point out some important avenues of future research. The purpose of this paper is to summarize and organize the literature related to the past 10 years of BBO research. Beginning with a foundation of basic BBO, we review the family of BBO algorithms and discuss BBO modifications, hybridizations, applications in science and engineering, and mathematical theory. Finally, the paper presents some interesting open problems and future research directions for BBO.

[1]  Harish Garg,et al.  Multi-objective optimization problem of system reliability under intuitionistic fuzzy set environment using Cuckoo Search algorithm , 2015, J. Intell. Fuzzy Syst..

[2]  P. N. Suganthan,et al.  Differential Evolution: A Survey of the State-of-the-Art , 2011, IEEE Transactions on Evolutionary Computation.

[3]  Habibollah Haron,et al.  A Biogeography-Based Optimization Algorithm Hybridized with Tabu Search for the Quadratic Assignment Problem , 2015, Comput. Intell. Neurosci..

[4]  Huazhou Chen,et al.  Modified Biogeography-Based Optimization with Local Search Mechanism , 2013, J. Appl. Math..

[5]  Enrique Herrera-Viedma,et al.  Clustering of web search results based on the cuckoo search algorithm and Balanced Bayesian Information Criterion , 2014, Inf. Sci..

[6]  J. Shanbehzadeh,et al.  Feature subset selection using constrained binary/integer biogeography-based optimization. , 2013, ISA transactions.

[7]  Bijaya K. Panigrahi,et al.  Intelligent Biogeography-Based Optimization for discrete variables , 2009, 2009 World Congress on Nature & Biologically Inspired Computing (NaBIC).

[8]  Wenyin Gong,et al.  DE/BBO: a hybrid differential evolution with biogeography-based optimization for global numerical optimization , 2010, Soft Comput..

[9]  S. Sangeetha,et al.  Radio Access Technology Selection in Heterogeneous Wireless Networks Using a Hybrid Fuzzy-Biogeography Based Optimization Technique , 2016, Wirel. Pers. Commun..

[10]  Yu-Jun Zheng,et al.  A hybrid biogeography-based optimization and fireworks algorithm , 2014, 2014 IEEE Congress on Evolutionary Computation (CEC).

[11]  Shyh-Jier Huang,et al.  Fault section estimation in distribution systems using biogeography‐based optimization approaches , 2015 .

[12]  Dan Simon,et al.  Statistical Mechanics Approximation of Biogeography-Based Optimization , 2016, Evolutionary Computation.

[13]  Dan Simon,et al.  Analytical and numerical comparisons of biogeography-based optimization and genetic algorithms , 2011, Inf. Sci..

[14]  L. Premalatha,et al.  Intensification of Available Transfer Capability Via Real Coded Biogeography Based Optimization , 2015 .

[15]  P. K. Chattopadhyay,et al.  Biogeography-Based Optimization for Different Economic Load Dispatch Problems , 2010, IEEE Transactions on Power Systems.

[16]  Sanjoy Mandal,et al.  Hybridization of Particle Swarm Optimization with Biogeography-Based Optimization for Reactive Power and Voltage Control , 2014, 2014 Fourth International Conference of Emerging Applications of Information Technology.

[17]  Qidi Wu,et al.  A survey of biogeography-based optimization , 2017, Neural Computing and Applications.

[18]  Hosam K. M. Youssef,et al.  Allocation and sizing of distribution transformers and feeders for optimal planning of MV/LV distribution networks using optimal integrated biogeography based optimization method , 2015 .

[19]  Li Guo,et al.  Quantum and biogeography based optimization for a class of combinatorial optimization , 2009, GEC '09.

[20]  P. Aravindhababu,et al.  Biogeography based optimization technique for best compromise solution of economic emission dispatch , 2012, Swarm Evol. Comput..

[21]  Yang Yu,et al.  Hybrid Biogeography Based Optimization for Constrained Numerical and Engineering Optimization , 2015 .

[22]  Urvinder Singh,et al.  Synthesis of thinned planar concentric circular antenna arrays using biogeography-based optimisation , 2012 .

[23]  Minghao Yin,et al.  Hybrid Differential Evolution with Biogeography-Based Optimization for Design of a Reconfigurable Antenna Array with Discrete Phase Shifters , 2011 .

[24]  Umamaheswari krishnasamy,et al.  Hybrid weighted probabilistic neural network and biogeography based optimization for dynamic economic dispatch of integrated multiple-fuel and wind power plants , 2016 .

[25]  Harish Garg,et al.  An efficient biogeography based optimization algorithm for solving reliability optimization problems , 2015, Swarm Evol. Comput..

[26]  Minrui Fei,et al.  Biogeography-based optimization with ensemble of migration models for global numerical optimization , 2012, 2012 IEEE Congress on Evolutionary Computation.

[27]  San-Yang Liu,et al.  Control and synchronization of chaotic systems by an improved biogeography-based optimization algorithm , 2012, Applied Intelligence.

[28]  Minrui Fei,et al.  Biogeography-based optimization in noisy environments , 2015 .

[29]  Dipayan Guha,et al.  Differential Biogeography Based Optimization applied to Load Frequency Control problem , 2016 .

[30]  Sakti Prasad Ghoshal,et al.  Multi-objective Optimal Power Flow Using Biogeography-based Optimization , 2010 .

[31]  Amir Hossein Alavi,et al.  An effective krill herd algorithm with migration operator in biogeography-based optimization , 2014 .

[32]  Dongyuan Shi,et al.  Enhancing the performance of biogeography-based optimization using polyphyletic migration operator and orthogonal learning , 2014, Comput. Oper. Res..

[33]  Haiping Ma,et al.  Equilibrium species counts and migration model tradeoffs for biogeography-based optimization , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[34]  Vimal J. Savsani,et al.  Effect of hybridizing Biogeography-Based Optimization (BBO) technique with Artificial Immune Algorithm (AIA) and Ant Colony Optimization (ACO) , 2014, Appl. Soft Comput..

[35]  P. K. Chattopadhyay,et al.  Hybrid Differential Evolution With Biogeography-Based Optimization for Solution of Economic Load Dispatch , 2010, IEEE Transactions on Power Systems.

[36]  Guangming Xie,et al.  Improved Biogeography-Based Optimization approach to secondary protein prediction , 2014, 2014 International Joint Conference on Neural Networks (IJCNN).

[37]  Rinku Scaria,et al.  Active and reactive power compensation in distribution system based on biogeography based optimization technique , 2013, 2013 International Conference on Control Communication and Computing (ICCC).

[38]  Sivakumar,et al.  Biogeography-Based Optimization - A Survey , 2012 .

[39]  Doaa Khalil Ibrahim,et al.  Biogeography-Based Optimization Technique for maximum power tracking of hydrokinetic turbines , 2014, 2014 International Conference on Renewable Energy Research and Application (ICRERA).

[40]  Prerna Jain,et al.  A new hybrid technique for solution of economic load dispatch problems based on Biogeography Based Optimization , 2011, TENCON 2011 - 2011 IEEE Region 10 Conference.

[41]  Ren Zi-wu,et al.  Hybrid algorithm based on biogeography-based Optimization and differential evolution for global optimization , 2014, 2014 9th IEEE Conference on Industrial Electronics and Applications.

[42]  H. Loáiciga,et al.  Biogeography-Based Optimization Algorithm for Optimal Operation of Reservoir Systems , 2016 .

[43]  Hui Li,et al.  A real-coded biogeography-based optimization with mutation , 2010, Appl. Math. Comput..

[44]  Kai Yang,et al.  Multi-objective biogeography-based optimization for supply chain network design under uncertainty , 2015, Comput. Ind. Eng..

[45]  Bo Liu,et al.  Discrete Biogeography Based Optimization for Feature Selection in Molecular Signatures , 2015, Molecular informatics.

[46]  Daniel C. Lee,et al.  A biogeography-based optimization algorithm for energy efficient virtual machine placement , 2014, 2014 IEEE Symposium on Swarm Intelligence.

[47]  Kaijun Ren,et al.  DAG Scheduling for Heterogeneous Systems Using Biogeography-Based Optimization , 2015, 2015 IEEE 21st International Conference on Parallel and Distributed Systems (ICPADS).

[48]  Dan Simon,et al.  Complex System Optimization using Biogeography-Based Optimization , 2013 .

[49]  Ponnuthurai N. Suganthan,et al.  Recent advances in differential evolution - An updated survey , 2016, Swarm Evol. Comput..

[50]  Minghao Yin,et al.  Multiobjective Binary Biogeography Based Optimization for Feature Selection Using Gene Expression Data , 2013, IEEE Transactions on NanoBioscience.

[51]  S. Chouraqui,et al.  Multi-objective biogeography-based optimization technique for tuning PUMA 560’S controller , 2015 .

[52]  Colin R. Reeves,et al.  Genetic Algorithms—Principles and Perspectives , 2002, Operations Research/Computer Science Interfaces Series.

[53]  R. Macarthur,et al.  The Theory of Island Biogeography , 1969 .

[54]  Dinesh Kumar,et al.  Initializing Cluster Center for K-Means Using Biogeography Based Optimization , 2011 .

[55]  Hong-yang Yu,et al.  Biogeography-based optimisation search algorithm for block matching motion estimation , 2012 .

[56]  T. Lenton.  Gaia and natural selection , 1998, Nature.

[57]  Dan Simon,et al.  Biogeography-based optimization combined with evolutionary strategy and immigration refusal , 2009, 2009 IEEE International Conference on Systems, Man and Cybernetics.

[58]  Mohamed Ahmed-Nacer,et al.  Security Audit Trail Analysis with Biogeography Based Optimization Metaheuristic , 2011 .

[59]  Patrick Siarry,et al.  Two-stage update biogeography-based optimization using differential evolution algorithm (DBBO) , 2011, Comput. Oper. Res..

[60]  P. Ajay D. Vimal Raj,et al.  Adaptive biogeography based predator–prey optimization technique for optimal power flow , 2014 .

[61]  J. Lovelock.  Hands up for the Gaia hypothesis , 1990, Nature.

[62]  Dan Simon,et al.  A dynamic system model of biogeography-based optimization , 2011, Appl. Soft Comput..

[63]  K. S. Swarup,et al.  Multi-objective biogeography based optimization for optimal PMU placement , 2012, Appl. Soft Comput..

[64]  Dan Simon,et al.  Biogeography-based optimization and the solution of the power flow problem , 2009, 2009 IEEE International Conference on Systems, Man and Cybernetics.

[65]  R. Macarthur.  Fluctuations of Animal Populations and a Measure of Community Stability , 1955 .

[66]  P. K. Chattopadhyay,et al.  Economic Dispatch Solution Using Biogeography-Based Optimization , 2009, 2009 Annual IEEE India Conference.

[67]  Hans-Paul Schwefel,et al.  Evolution and optimum seeking , 1995, Sixth-generation computer technology series.

[68]  Provas Kumar Roy,et al.  Quasi-oppositional Biogeography-based Optimization for Multi-objective Optimal Power Flow , 2011 .

[69]  Bijaya K. Panigrahi,et al.  Neighborhood Search-Driven Accelerated Biogeography-Based Optimization for Optimal Load Dispatch , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[70]  Muhammad Naeem,et al.  Source and Relay Power Selection Using Biogeography-Based Optimization for Cognitive Radio Systems , 2011, 2011 IEEE Vehicular Technology Conference (VTC Fall).

[71]  Hu Peng,et al.  Novel Binary Biogeography-Based Optimization Algorithm for the Knapsack Problem , 2012, ICSI.

[72]  Shouda Jiang,et al.  The Hybrid Algorithm of Biogeography Based Optimization and Clone Selection for Sensors Selection of Aircraft , 2011, ICSI.

[73]  Dan Simon,et al.  A Probabilistic Analysis of a Simplified Biogeography-Based Optimization Algorithm , 2011, Evolutionary Computation.

[74]  P. K. Chattopadhyay,et al.  Application of biogeography-based optimisation to solve different optimal power flow problems , 2011 .

[75]  Dan Simon,et al.  Population distributions in biogeography-based optimization algorithms with elitism , 2009, 2009 IEEE International Conference on Systems, Man and Cybernetics.

[76]  Chaomei Chen,et al.  CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature , 2006, J. Assoc. Inf. Sci. Technol..

[77]  Haibin Duan,et al.  Chaotic predator–prey biogeography-based optimization approach for UCAV path planning , 2014 .

[78]  Dan Simon,et al.  Analysis of migration models of biogeography-based optimization using Markov theory , 2011, Eng. Appl. Artif. Intell..

[79]  Wen Long,et al.  An improved hybrid biogeography-based optimization algorithm for constrained optimization problems , 2015, ICME 2015.

[80]  Kusum Deep,et al.  A State-of-the-Art Review of Biogeography-Based Optimization , 2014, SocProS.

[81]  Abhijit Mukherjee,et al.  Effective field optimization of high voltage electrode surface by biogeography based algorithm , 2013, 2013 IEEE 1st International Conference on Condition Assessment Techniques in Electrical Systems (CATCON).

[82]  Kusum Deep,et al.  Application of Laplacian Biogeography-Based Optimization: Optimal Extraction of Bioactive Compounds from Ashwgandha , 2015, SocProS.

[83]  Shankar P. Bhattacharyya,et al.  Robust, fragile or optimal? , 1997, Proceedings of the 1997 American Control Conference (Cat. No.97CH36041).

[84]  Lakshmi Ponnusamy,et al.  Biogeography-Based Optimization Of PID Tuning Parameters For The Vibration Control Of Active Suspension System , 2014 .

[85]  Yu-Jun Zheng,et al.  Emergency railway wagon scheduling by hybrid biogeography-based optimization , 2014, Comput. Oper. Res..

[86]  Broderick Crawford,et al.  Biogeography-Based Optimization Algorithm for Solving the Set Covering Problem , 2016, CSOC.

[87]  Fadhel A. Albasri,et al.  Optimal Coordination of Directional Overcurrent Relays Using Biogeography-Based Optimization Algorithms , 2015, IEEE Transactions on Power Delivery.

[88]  Ajay Kumar Bansal,et al.  Economic Analysis and Power Management of a Small Autonomous Hybrid Power System (SAHPS) Using Biogeography Based Optimization (BBO) Algorithm , 2013, IEEE Transactions on Smart Grid.

[89]  Ye Xu,et al.  An effective hybrid biogeography-based optimization algorithm for parameter estimation of chaotic systems , 2011, Expert Syst. Appl..

[90]  Defeng Wu,et al.  An active disturbance rejection controller for marine dynamic positioning system based on biogeography-based optimization , 2015, 2015 34th Chinese Control Conference (CCC).

[91]  Kusum Deep,et al.  Performance of Laplacian Biogeography-Based Optimization Algorithm on CEC 2014 continuous optimization benchmarks and camera calibration problem , 2016, Swarm Evol. Comput..

[92]  Dan Simon,et al.  Biogeography-based optimization of a variable camshaft timing system , 2015, Eng. Appl. Artif. Intell..

[93]  Shuzhi Sam Ge,et al.  Drift analysis of mutation operations for biogeography-based optimization , 2015, Soft Comput..

[94]  John N. Sahalos,et al.  Design of Large Thinned Arrays Using Different Biogeography-Based Optimization Migration Models , 2016 .

[95]  Xin Yao,et al.  Evolutionary programming made faster , 1999, IEEE Trans. Evol. Comput..

[96]  Yu-Jun Zheng,et al.  Localized biogeography-based optimization , 2014, Soft Comput..

[97]  Luca Maria Gambardella,et al.  Ant colony system: a cooperative learning approach to the traveling salesman problem , 1997, IEEE Trans. Evol. Comput..

[98]  Dan Simon,et al.  Oppositional biogeography-based optimization , 2009, 2009 IEEE International Conference on Systems, Man and Cybernetics.

[99]  Jinfu Chen,et al.  Polyphyletic migration operator and orthogonal learning aided biogeography-based optimization for dynamic economic dispatch with valve-point effects , 2014 .

[100]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[101]  Luigi Fortuna,et al.  Evolutionary Optimization Algorithms , 2001 .

[102]  Harish Kundra,et al.  Burgeoning Nature of Biogeography Based Optimization , 2011 .

[103]  K. Y. Kim,et al.  An oppositional biogeography-based optimization technique to reconstruct organ boundaries in the human thorax using electrical impedance tomography , 2011, Physiological measurement.

[104]  Sheng Zhong,et al.  Hybridizing Adaptive Biogeography-Based Optimization with Differential Evolution for Global Numerical Optimization , 2013 .

[105]  S. S. Thakur,et al.  Biogeography based optimization for multi-constraint optimal power flow with emission and non-smooth cost function , 2010, Expert Syst. Appl..

[106]  Dan Simon,et al.  Variations of biogeography-based optimization and Markov analysis , 2013, Inf. Sci..

[107]  Mandeep Kaur,et al.  Design of FIR Filter Using Biogeography Based Optimization , 2015, 2015 Second International Conference on Advances in Computing and Communication Engineering.

[108]  P. K. Chattopadhyay,et al.  Application of Biogeography-based Optimization for Solving Multi-objective Economic Emission Load Dispatch Problems , 2010 .

[109]  P. K. Chattopadhyay,et al.  Hybrid differential evolution with biogeography-based optimization algorithm for solution of economic emission load dispatch problems , 2011, Expert Syst. Appl..

[110]  A Rashid,et al.  A dynamic oppositional biogeography-based optimization approach for time-varying electrical impedance tomography , 2016, Physiological measurement.

[111]  Ping Zhang,et al.  Multifocus Image Fusion Using Biogeography-Based Optimization , 2015 .

[112]  R. Sharma,et al.  Profit maximization of a generation company based on Biogeography based Optimization , 2012, 2012 IEEE Power and Energy Society General Meeting.

[113]  Yuzhen Yang,et al.  A Modified Biogeography-Based Optimization for the Flexible Job Shop Scheduling Problem , 2015 .

[114]  Leandro dos Santos Coelho,et al.  Biogeography-based Optimization approach based on Predator-Prey concepts applied to path planning of 3-DOF robot manipulator , 2010, 2010 IEEE 15th Conference on Emerging Technologies & Factory Automation (ETFA 2010).

[115]  Harish Garg,et al.  A hybrid PSO-GA algorithm for constrained optimization problems , 2016, Appl. Math. Comput..

[116]  Urvinder Singh,et al.  Design of Yagi-Uda Antenna Using Biogeography Based Optimization , 2010, IEEE Transactions on Antennas and Propagation.

[117]  S. Chakraborty,et al.  Selection of EDM Process Parameters Using Biogeography-Based Optimization Algorithm , 2012 .

[118]  K. S. Swarup,et al.  Biogeography based optimization for optimal meter placement for security constrained state estimation , 2011, Swarm Evol. Comput..

[119]  K. Low,et al.  Low Sampling Rate Online Parameters Monitoring of DC–DC Converters for Predictive-Maintenance Using Biogeography-Based Optimization , 2016, IEEE Transactions on Power Electronics.

[120]  Dan Simon,et al.  Ensemble multi-objective biogeography-based optimization with application to automated warehouse scheduling , 2015, Eng. Appl. Artif. Intell..

[121]  Bijaya K. Panigrahi,et al.  Accelerated biogeography-based optimization with neighborhood search for optimization , 2013, Appl. Soft Comput..

[122]  Patrick Siarry,et al.  Hybridizing Biogeography-Based Optimization With Differential Evolution for Optimal Power Allocation in Wireless Sensor Networks , 2011, IEEE Transactions on Vehicular Technology.

[123]  Kevin E Lansey,et al.  Optimization of Water Distribution Network Design Using the Shuffled Frog Leaping Algorithm , 2003 .

[124]  Zheng Qu,et al.  Research of Hybrid Biogeography Based Optimization and Clonal Selection Algorithm for Numerical Optimization , 2011, ICSI.

[125]  Weihang Zhu.  Parallel Biogeography-Based Optimization With GPU Acceleration for Nonlinear Optimization , 2010, DAC 2010.

[126]  Sakti Prasad Ghoshal,et al.  Biogeography-based Optimization for Economic Load Dispatch Problems , 2009 .

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

[128]  Mahesh T. Kolte,et al.  Multi-user Detection in DS-CDMA System Using Biogeography Based Optimization☆ , 2015 .

[129]  Munish Rattan,et al.  Biogeography-based optimisation of Cognitive Radio system , 2014 .

[130]  Budi Santosa,et al.  Biogeography-based Optimization (BBO) Algorithm for Single Machine Total Weighted Tardiness Problem (SMTWTP) , 2015 .

[131]  Patrick Siarry,et al.  Biogeography-based optimization for constrained optimization problems , 2012, Comput. Oper. Res..

[132]  Amin Hadidi,et al.  Design and economic optimization of shell-and-tube heat exchangers using biogeography-based (BBO) algorithm , 2013 .

[133]  Q. Henry Wu,et al.  A Novel Group Search Optimizer Inspired by Animal Behavioural Ecology , 2006, 2006 IEEE International Conference on Evolutionary Computation.

[134]  Kusum Deep,et al.  A Modified Biogeography Based Optimization , 2015, ICHSA.

[135]  Xiaojun Bi,et al.  Constrained Optimization Based on Epsilon Constrained Biogeography-Based Optimization , 2012, 2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics.

[136]  Harish Garg,et al.  A novel approach for solving fuzzy differential equations using Runge-Kutta and Biogeography-based optimization , 2016, J. Intell. Fuzzy Syst..

[137]  Dan Simon,et al.  Distributed learning with biogeography-based optimization: Markov modeling and robot control , 2013, Swarm Evol. Comput..

[138]  A. M. Emam,et al.  A Novel Technique for PID Tuning by Linearized Biogeography-Based Optimization , 2014, 2014 IEEE 17th International Conference on Computational Science and Engineering.

[139]  Ajith Abraham,et al.  Resolving mixed pixels by hybridization of biogeography based optimization and ant colony optimization , 2012, 2012 IEEE Congress on Evolutionary Computation.

[140]  Jian Lin,et al.  Parameter estimation for time-delay chaotic systems by hybrid biogeography-based optimization , 2014 .

[141]  G. Ravi,et al.  Long-term Sector-wise Electrical Energy Forecasting Using Artificial Neural Network and Biogeography-based Optimization , 2015 .

[142]  M. Salem,et al.  Application of Biogeography based optimization in tuning a PID controller for nonlinear systems , 2012, 2012 IEEE International Conference on Complex Systems (ICCS).

[143]  D. Simon,et al.  On the Convergence of Biogeography-Based Optimization for Binary Problems , 2014 .

[144]  Bing He,et al.  Path Planning Based on Voronoi Diagram and Biogeography-Based Optimization , 2012, ICSI.

[145]  Jian Lin.  A hybrid discrete biogeography-based optimization for the permutation flow shop scheduling problem , 2016 .

[146]  Sakti Prasad Ghoshal,et al.  Optimal Reactive Power Dispatch Considering Flexible AC Transmission System Devices Using Biogeography-based Optimization , 2011 .

[147]  Xiangtao Li,et al.  A perturb biogeography based optimization with mutation for global numerical optimization , 2011, Appl. Math. Comput..

[148]  Qidi Wu,et al.  An analysis of the migration rates for biogeography-based optimization , 2014, Inf. Sci..

[149]  Dan Simon,et al.  Markov Models for Biogeography-Based Optimization , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[150]  Xiangtao Li,et al.  Multi-operator based biogeography based optimization with mutation for global numerical optimization , 2012, Comput. Math. Appl..

[151]  Qidi Wu,et al.  Backtracking biogeography-based optimization for numerical optimization and mechanical design problems , 2015, Applied Intelligence.

[152]  Dan Simon,et al.  Linearized biogeography-based optimization with re-initialization and local search , 2014, Inf. Sci..

[153]  Longquan Yong,et al.  Biogeography-based optimization with improved migration operator and self-adaptive clear duplicate operator , 2014, Applied Intelligence.

[154]  Ajay Kumar Bansal,et al.  Economic analysis and power management of a stand-alone wind/photovoltaic hybrid energy system using biogeography based optimization algorithm , 2013, Swarm Evol. Comput..

[155]  Jie-Sheng Wang,et al.  KPCA-ESN Soft-Sensor Model of Polymerization Process Optimized by Biogeography-Based Optimization Algorithm , 2015 .

[156]  Dan Simon,et al.  On the equivalences and differences of evolutionary algorithms , 2013, Eng. Appl. Artif. Intell..

[157]  P. K. Chattopadhyay,et al.  Solving complex economic load dispatch problems using biogeography-based optimization , 2010, Expert Syst. Appl..

[158]  Qidi Wu,et al.  Biogeography-based particle swarm optimization with fuzzy elitism and its applications to constrained engineering problems , 2014 .

[159]  V. K. Panchal,et al.  Dynamic Model of Blended Biogeography Based Optimization for Land Cover Feature Extraction , 2012, IC3.

[160]  Haiping Ma,et al.  Evolutionary Computation with Biogeography-based Optimization , 2017 .

[161]  R. Naresh,et al.  Quadratic migration of biogeography based optimization for short term hydrothermal scheduling , 2014, 2014 First International Conference on Networks & Soft Computing (ICNSC2014).

[162]  Anuja Arora,et al.  Extended Biogeography Based Optimization for Natural Terrain Feature Classification from Satellite Remote Sensing Images , 2011, IC3.

[163]  Andrew Lewis,et al.  Biogeography-based optimisation with chaos , 2014, Neural Computing and Applications.

[164]  J. Jasper,et al.  Natural Image Enhancement Using a Biogeography Based Optimization Enhanced with Blended Migration Operator , 2014 .

[165]  Dan Simon,et al.  Blended biogeography-based optimization for constrained optimization , 2011, Eng. Appl. Artif. Intell..

[166]  Dan Simon,et al.  Oppositional biogeography-based optimization for combinatorial problems , 2011, 2011 IEEE Congress of Evolutionary Computation (CEC).

[167]  Jie-Sheng Wang,et al.  Migration Ratio Model Analysis of Biogeography-Based Optimization Algorithm and Performance Comparison , 2016, Int. J. Comput. Intell. Syst..

[168]  Dervis Karaboga,et al.  A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm , 2007, J. Glob. Optim..

[169]  Huaglory Tianfield,et al.  Biogeography-based optimization with covariance matrix based migration , 2016, Appl. Soft Comput..

[170]  Jose Santamaría,et al.  A case study of innovative population-based algorithms in 3D modeling: Artificial bee colony, biogeography-based optimization, harmony search , 2014, Expert Syst. Appl..

[171]  Fariborz Jolai,et al.  A biogeography-based optimisation algorithm for a realistic no-wait hybrid flow shop with unrelated parallel machines to minimise mean tardiness , 2016, Int. J. Comput. Integr. Manuf..

[172]  Yu-Jun Zheng,et al.  Ecogeography-based optimization: Enhancing biogeography-based optimization with ecogeographic barriers and differentiations , 2014, Comput. Oper. Res..

[173]  Ali R. Al-Roomi,et al.  Metropolis biogeography-based optimization , 2016, Inf. Sci..

[174]  Dan Simon,et al.  Conceptual and numerical comparisons of swarm intelligence optimization algorithms , 2017, Soft Comput..

[175]  Shankar Chakraborty,et al.  Selection of the optimal electrochemical machining process parameters using biogeography-based optimization algorithm , 2013 .

[176]  Q. Niu,et al.  A biogeography-based optimization algorithm with mutation strategies for model parameter estimation of solar and fuel cells , 2014 .

[177]  P. K. Chattopadhyay,et al.  Solution of Economic Power Dispatch Problems Using Oppositional Biogeography-based Optimization , 2010 .

[178]  Dan Simon,et al.  Constrained biogeography-based optimization for invariant set computation , 2012, 2012 American Control Conference (ACC).

[179]  Urvinder Singh,et al.  Design of non-uniform circular antenna arrays using biogeography-based optimisation , 2011 .

[180]  Prerna Jain,et al.  Blended Biogeography Based Optimization for different economic load dispatch problem , 2012, 2012 25th IEEE Canadian Conference on Electrical and Computer Engineering (CCECE).

[181]  Yu-Jun Zheng,et al.  A Hybrid Neuro-Fuzzy Network Based on Differential Biogeography-Based Optimization for Online Population Classification in Earthquakes , 2015, IEEE Transactions on Fuzzy Systems.

[182]  Dongyuan Shi,et al.  Multi-strategy ensemble biogeography-based optimization for economic dispatch problems , 2013 .

[183]  Zhang Qing-ling.  Survey of Biogeography Based Optimization , 2018, 2018 IEEE International Students' Conference on Electrical, Electronics and Computer Science (SCEECS).

[184]  L. Lebensztajn,et al.  Multiobjective Biogeography-Based Optimization Based on Predator-Prey Approach , 2012, IEEE Transactions on Magnetics.

[185]  Haiping Ma,et al.  Handling multiple objectives with biogeography-based optimization , 2012, Int. J. Autom. Comput..

[186]  Mohammed Azmi Al-Betar,et al.  comprehensive review : Krill Herd algorithm ( KH ) and its pplications saju , 2016 .

[187]  Janez Brest,et al.  A comprehensive review of firefly algorithms , 2013, Swarm Evol. Comput..

[188]  Prabhjot Singh,et al.  Concentric Circular Antenna Array design using hybrid differential evolution with Biogeography Based Optimization , 2013, 2013 IEEE International Conference on Computational Intelligence and Computing Research.

[189]  Yousef Hosseinzadeh,et al.  A biogeography-based optimization for optimum discrete design of skeletal structures , 2016 .

[190]  Longquan Yong,et al.  Biogeography-Based Optimization with Orthogonal Crossover , 2013 .

[191]  Ekta,et al.  Biogeography based optimization: A review , 2015, 2015 2nd International Conference on Computing for Sustainable Global Development (INDIACom).

[192]  Hongbo Liu,et al.  A grouping biogeography-based optimization for location area planning , 2015, Neural Computing and Applications.

[193]  Haiping Ma,et al.  An analysis of the equilibrium of migration models for biogeography-based optimization , 2010, Inf. Sci..

[194]  Xiao-Bei Wu,et al.  Hybrid Biogeography-Based Optimization for Integer Programming , 2014, TheScientificWorldJournal.

[195]  R. Macarthur,et al.  AN EQUILIBRIUM THEORY OF INSULAR ZOOGEOGRAPHY , 1963 .

[196]  Bin Li,et al.  Multiobjective biogeography based optimization algorithm with decomposition for community detection in dynamic networks , 2015 .

[197]  Ali Movaghar-Rahimabadi,et al.  Biogeography-based optimization of makespan and reliability in grid computing systems , 2012, 2012 IV International Congress on Ultra Modern Telecommunications and Control Systems.

[198]  Sakti Prasad Ghoshal,et al.  Combined economic and emission dispatch problems using biogeography-based optimization , 2010 .

[199]  M. S. Saad,et al.  A novel method for PID tuning using a modified biogeography-based optimization algorithm , 2012, 2012 24th Chinese Control and Decision Conference (CCDC).

[200]  Charles C. Elton,et al.  The Ecology of Invasions by Animals and Plants. , 1959 .

[201]  M. S. Saad,et al.  A novel method for type-2 fuzzy logic controller design using a modified biogeography-based optimization , 2013, 2013 IEEE International Conference on Industrial Technology (ICIT).