A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm. Swarm intelligence is a research branch that models the population of interacting agents or swarms that are able to self-organize. An ant colony, a flock of birds or an immune system is a typical example of a swarm system. Bees’ swarming around their hive is another example of swarm intelligence. Artificial Bee Colony (ABC) Algorithm is an optimization algorithm based on the intelligent behaviour of honey bee swarm. In this work, ABC algorithm is used for optimizing multivariable functions and the results produced by ABC, Genetic Algorithm (GA), Particle Swarm Algorithm (PSO) and Particle Swarm Inspired Evolutionary Algorithm (PS-EA) have been compared. The results showed that ABC outperforms the other algorithms.

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  1. García-Nieto, P.J.; García-Gonzalo, E.; Alonso Fernández, J.R.; Díaz Muñiz, C.: Predictive modelling of eutrophication in the Pozón de la Dolores lake (Northern Spain) by using an evolutionary support vector machines approach (2018)
  2. García Nieto, P.J.; García-Gonzalo, E.; Álvarez Antón, J.C.; González Suárez, V.M.; Mayo Bayón, R.; Mateos Martín, F.: A comparison of several machine learning techniques for the centerline segregation prediction in continuous cast steel slabs and evaluation of its performance (2018)
  3. Crawford, Broderick; Soto, Ricardo; Astorga, Gino; García, José; Castro, Carlos; Paredes, Fernando: Putting continuous metaheuristics to work in binary search spaces (2017)
  4. Dahan, Fadl; El Hindi, Khalil; Ghoneim, Ahmed: Enhanced artificial bee colony algorithm for QoS-aware web service selection problem (2017)
  5. García Nieto, P.J.; García-Gonzalo, E.; Alonso Fernández, J.R.; Díaz Muñiz, C.: A hybrid wavelet kernel SVM-based method using artificial bee colony algorithm for predicting the cyanotoxin content from experimental cyanobacteria concentrations in the Trasona reservoir (northern Spain) (2017)
  6. Liu, Xi; Zhang, Xiaolu; Li, Weidong; Zhang, Xuejie: Swarm optimization algorithms applied to multi-resource fair allocation in heterogeneous cloud computing systems (2017)
  7. Lu, Yuting; Zhou, Yongquan; Wu, Xiuli: A hybrid lightning search algorithm-simplex method for global optimization (2017)
  8. Ma, Jun; Chen, Si-Lu; Teo, Chek Sing; Kong, Chun Jeng; Tay, Arthur; Lin, Wei; Al Mamun, Abdullah: A constrained linear quadratic optimization algorithm toward Jerk-decoupling cartridge design (2017)
  9. Quan, Haiyan; Shi, Xinling: A surface-simplex swarm evolution algorithm (2017)
  10. Sermpinis, Georgios; Stasinakis, Charalampos; Hassanniakalager, Arman: Reverse adaptive krill herd locally weighted support vector regression for forecasting and trading exchange traded funds (2017)
  11. Ali, Ahmed F.; Tawhid, Mohamed A.: Direct gravitational search algorithm for global optimisation problems (2016)
  12. Duan, Qibin; Kroese, Dirk P.: Splitting for optimization (2016)
  13. Ferjani, Ayet Allah; Liouane, Noureddine; Borne, Pierre: Logic gate-based evolutionary algorithm for the multidimensional knapsack problem-wireless sensor network application (2016)
  14. Goudos, Sotirios K.: A novel generalized oppositional biogeography-based optimization algorithm: application to peak to average power ratio reduction in OFDM systems (2016)
  15. Wang, Rui; Zhou, Yongquan; Qiao, Shilei; Huang, Kang: Flower pollination algorithm with bee pollinator for cluster analysis (2016) ioport
  16. Alkaya, Ali Fuat; Duman, Ekrem: Combining and solving sequence dependent traveling salesman and quadratic assignment problems in PCB assembly (2015)
  17. Ergezer, M.; Simon, D.: Probabilistic properties of fitness-based quasi-reflection in evolutionary algorithms (2015)
  18. Fortier, Nathan; Sheppard, John; Strasser, Shane: Abductive inference in Bayesian networks using distributed overlapping swarm intelligence (2015) ioport
  19. Hei, Yongqiang; Li, Wentao; Fu, Weihong; Li, Xiaohui: Efficient parallel artificial bee colony algorithm for cooperative spectrum sensing optimization (2015) ioport
  20. Hetmaniok, Edyta; Słota, Damian; Zielonka, Adam: Using the swarm intelligence algorithms in solution of the two-dimensional inverse Stefan problem (2015)

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