A Novel and Improved Firefly Algorithm Based on Two-order Oscillation
Автор: Yongbo Sui, Lingzhi Yi, Wenxin Yu
Журнал: International Journal of Intelligent Systems and Applications(IJISA) @ijisa
Статья в выпуске: 5 vol.9, 2017 года.
Бесплатный доступ
Firefly algorithm is a new and efficient intelligent algorithm proposed by Dr. Xin-She Yang at Cambridge University. In this paper, the conventional firefly algorithm will be introduced and improved using two-order oscillation. And an improved firefly algorithm based on two-order oscillation is proposed. And this method will be deduced and analyzed for astringency. Six typical functions will be tested to prove performances. Global Max/Min values in six multimodal functions could be found accurately with proposed scheme. The experiment results show our proposed method has excellent performances than conventional one.
Firefly algorithm, Improvement, Two-order Oscillation
Короткий адрес: https://sciup.org/15010928
IDR: 15010928
Список литературы A Novel and Improved Firefly Algorithm Based on Two-order Oscillation
- Xin-She Yang, Chapter 8 - Firefly Algorithms, In Nature-Inspired Optimization Algorithms, Elsevier, Oxford, 2014, Pages 111-127.
- Heba F. Eid, "Performance Improvement of Plant Identification Model based on PSO Segmentation", International Journal of Intelligent Systems and Applications (IJISA), Vol.8, No.2, pp.53-58, 2016. DOI: 10.5815/ijisa.2016.02.07
- Yu, W., et al. (2016). "The Faults Diagnostic Analysis for Analog Circuit Based on FA-TM-ELM." Journal of Electronic Testing: 1-7.
- D Jinil Persis, T Paul Robert, "Reliable Mobile Ad-Hoc Network Routing Using Fir efly Algorithm", International Journal of Intelligent Systems and Applications (IJISA), Vol.8, No.5, pp.10-18, 2016. DOI:10.5815/ijisa.2016.05.02.
- Y.-C. Chang, An outstanding method for saving energy-optimal chiller operation, IEEE Transactions on Energy Conversion 21 (2006) 527–532.
- Y.-C. Chang, T.-S. Chan, W.-S. Lee, Economic dispatch of chiller plant by gradient method for saving energy, Applied Energy 87 (2010) 1096–1101.
- Surafel Luleseged Tilahun, Hong Choon Ong, Modified firefly algorithm, Journal of Applied Mathematics 2012(2012). doi: http://dx.doi.org/10.1155/2012/467631.
- Leandro dos Santos Coelho, Viviana Cocco Mariani, Improved firefly algorithm approach applied to chiller loading for energy conservation, Energy and Buildings, Volume 59, April 2013, Pages 273-278.
- Adil Baykasoğlu, Fehmi Burcin Ozsoydan, An improved firefly algorithm for solving dynamic multidimensional knapsack problems, Expert Systems with Applications, Volume 41, Issue 8, 15 June 2014, Pages 3712-3725
- Masoud Farhoodnea, Azah Mohamed, Hussain Shareef, Hadi Zayandehroodi, Optimum placement of active power conditioner in distribution systems using improved discrete firefly algorithm for power quality enhancement, Applied Soft Computing, Volume 23, October 2014, Pages 249-258.
- M. Gnana Sundari, M. Rajaram, Sujatha Balaraman, Application of improved firefly algorithm for programmed PWM in multilevel inverter with adjustable DC sources, Applied Soft Computing, Volume 41, April 2016, Pages 169-179
- M. Gnana Sundari, M. Rajaram, Sujatha Balaraman, Application of improved firefly algorithm for programmed PWM in multilevel inverter with adjustable DC sources, Applied Soft Computing, Volume 41, April 2016, Pages 169-179.
- Xin-She Yang, Chapter 2 - Analysis of Algorithms, In Nature-Inspired Optimization Algorithms, Elsevier, Oxford, 2014, Pages 23-44.
- Dillip Kumar Mohanty, Application of firefly algorithm for design optimization of a shell and tube heat exchanger from economic point of view, International Journal of Thermal Sciences, Volume 102, April 2016, Pages 228-238.
- Xin-She Yang, Seyyed Soheil Sadat Hosseini, Amir Hossein Gandomi, Firefly Algorithm for solving non-convex economic dispatch problems with valve loading effect, Applied Soft Computing, Volume 12, Issue 3, March 2012, Pages 1180-1186.