Improved Fruit Fly Algorithm to Optimize Generalized Regression Neural Network of Double Notch Ultra-Wideband Antenna Modeling

Jingchang Nan; Xinyuan Cao; Mingming Gao; Peihong Zhang

doi:10.3788/LOP202158.0420001

[1] Hou H C. Analysis and design of band-notched UWB antenna[D]. Jinan: Shandong University of Science and Technology, 13-14(2018).

[2] Singh C, Kumawat G. A compact rectangular ultra-wideband microstrip patch antenna with double band notch feature at wi-max and WLAN[J]. Wireless Personal Communications, 114, 2063-2077(2020). http://www.researchgate.net/publication/341649066_A_Compact_Rectangular_Ultra-Wideband_Microstrip_Patch_Antenna_with_Double_Band_Notch_Feature_at_Wi-Max_and_WLAN

[3] Wang H J, Jin T, Men K N. Application of FA-LMBP hybird neural network algorithm in image compression[J]. Laser & Optoelectronics Progress, 56, 191005(2019).

[4] Chen H W, Yu Z M, Zhang T et al. Advances and challenges of optical neural networks[J]. Chinese Journal of Lasers, 47, 0500004(2020).

[5] Vilović I, Burum N, Brailo M. Microstrip antenna design using neural networks optimized by PSO. [C]∥International Conference on Applied Electromagnetics and Communications (ICECom), Oct. 14-16, 2013, Dubrovnik, Croatia, 1-4(2013).

[6] Yan S, Zhang C, Zhang Q J. Recurrent neural network technique for behavioral modeling of power amplifier with memory effects[J]. International Journal of RF and Microwave Computer-Aided Engineering, 25, 289-298(2015).

[7] Divakar T, Panda D C. Resonant frequency calculation of circular ring microstrip patch antenna using knowledge based neural network[C]∥2014 International Conference on Electronics and Communication Systems (ICECS), Februar, 1-3(2014).

[8] Wu J D, Lu J, Ren H L et al. Nonlinear equalizer based on general regression neural network in coherent optical OFDM system[J]. Acta Optica Sinica, 38, 0906002(2018).

[9] Agarkar P, Hajare P, Bawane N. Optimization of generalized regression neural networks using PSO and GA for non-performer particles[C]∥2016 IEEE International Conference on Recent Trends in Electronics, Information & Communicati, 103-107(2016).

[10] Nie N N, Wang Y B, Wang M Z et al. Safety prediction of mine tailing reservoir based on FOA-GRNN algorithm[J]. Journal of Safety Science and Technology, 10, 39-45(2014).

[11] Wang S H, Qin S L. Temperature prediction of nano-iron powder decomposing furnace based on FOA-GRNN[J]. China Measurement & Test, 43, 100-104(2017).

[12] Zhu F Z, Zou H, Ding G S. An improved fruit fly optimization with changing step[J]. Microelectronics & Computer, 35, 36-40(2018).

[13] Guo X D, Wang L F, Zhang X L. Fruit fly optimization algorithm based on adaptive step size[J]. Journal of North University of China (Natural Science Edition), 37, 570-575(2016).

[14] Huang H B, Xie Z H. Generalized regression neural network optimized by genetic algorithm for solving out-of-sample extension problem in supervised manifold learning[J]. Neural Processing Letters, 50, 2567-2593(2019). http://link.springer.com/article/10.1007/s11063-019-10022-y

[15] Yu S M, Lu W, Liang K et al. Study on prediction of germination rate of rice seeds using hyperspectral imaging combined with PCA and GRNN[J]. Laser & Optoelectronics Progress, 52, 113001(2015).

[16] Pan W T. A new fruit fly optimization algorithm: taking the financial distress model as an example[J]. Knowledge-Based Systems, 26, 69-74(2012). http://dl.acm.org/citation.cfm?id=2107817

[17] Pi J, Ma S, Zhang Q Q et al. Aero-engine exhaust gas temperature prediction model based on IFOA-GRNN[J]. Journal of Aerospace Power, 34, 8-17(2019).

[18] Wang L F, Deng L, Liu P. Improved fruit fly optimization based hysteresis Bouc-Wen model identification of piezoelectric precision positioning stages[J]. Computer Engineering and Applications, 56, 242-247(2020).