Linear Antenna Array Synthesis by Modified Seagull Optimization Algorithm
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https://doi.org/10.13052/2021.ACES.J.361206关键词:
Antenna array synthesis, linear antenna arrays, maximum sidelobe level, null depth level, seagull optimization algorithm摘要
This paper presents a study of linear antenna array (LAA) synthesis with a seagull optimization algorithm (SOA) to achieve radiation patterns having low maximum sidelobe levels (MSLs) with and without nulls. The SOA is a new optimization technique based on the moving and attacking behaviors of the seagull in the nature. In this study, the original mathematical model of SOA is modified by compensating the exploration and exploitation features to improve the optimization performance. The optimization ability of the modified SOA (MSOA) is tested with seven numerical examples of LAA. In the first three examples, the amplitude values of the array elements are optimized by MSOA whereas the element position values are calculated by MSOA for the last four examples. The numerical results obtained by MSOA are compared with those of different algorithms from the literature. The results reveal that MSOA algorithm is very good at optimizing antenna array parameters to obtain a desired radiation pattern. Additionally, it is seen that MSOA finds better results than the compared algorithms in terms of MSL and single and multiple null depth levels (NDLs). The contribution of the modification of MSOA is shown with a convergence curve to compare with the original one.
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参考
C. A. Balanis, Antenna Theory: Analysis and Design, vol. 1, John Wiley & Sons, 2005.
P. Saxena and A. Kothari, “Optimal pattern synthesis of linear antenna array using grey wolf optimization algorithm,” International Journal of Antennas and Propagation, vol. 2016,2016.
A. Das, D. Mandal, S. P. Ghoshal, and R. Kar, “Moth flame optimization based design of linear and circular antenna array for side lobe reduction,” International Journal of Numerical Modelling: Electronic Networks, Devices and Fields, vol. 32, no. 1, e2486, 2019.
P. Saxena and A. Kothari, “Ant lion optimization algorithm to control side lobe level and null depths in linear antenna arrays,” AEU-International Journal of Electronics and Communications, vol. 70, no. 9, pp. 1339-1349, 2016.
A. Sharaqa and N. Dib, “Design of linear and elliptical antenna arrays using biogeography based optimization,” Arabian Journal for Science and Engineering, vol. 39, pp. 2929-2939, 2014.
Y. Cengiz and H. Tokat, “Linear antenna array design with use of genetic, memetic and tabu search optimization algorithms,” Progress in Electromagnetics Research C, vol. 1, pp. 63-72, 2008.
A. Chowdhury, R. Giri, A. Ghosh, S. Das, A. Abraham, and V. Snasel, “Linear antenna array synthesis using fitness-adaptive differential evolution algorithm,” In IEEE Congress on Evolutionary Computation, IEEE, pp. 1-8, July 2010.
M. M. Khodier and C. G. Christodoulou, “Linear array geometry synthesis with minimum sidelobe level and null control using particle swarm optimization,” IEEE Transactions on Antennas and Propagation, vol. 53, no. 8, pp. 2674-2679, 2005.
K. Guney and M. Onay, “Optimal synthesis of linear antenna arrays using a harmony search algorithm,” Expert Systems with Applications, vol. 38, no. 12, pp. 15455-15462, 2011.
K. Guney and A. Durmus, “Pattern nulling of linear antenna arrays using backtracking search optimization algorithm,” International Journal of Antennas and Propagation, vol. 2015, 2015.
S. K. Goudos V. Moysiadou, T. Samaras, K. Siakavara, and J. N. Sahalos, “Application of a comprehensive learning particle swarm optimizer to unequally spaced linear array synthesis with sidelobe level suppression and null control,” IEEE Antennas and Wireless Propagation Letters, vol. 9, pp. 125-129, 2010.
K. Guney and S. Basbug, “Linear antenna array synthesis using mean variance mapping method,” Electromagnetics, vol. 34, no. 2, pp. 67-84, 2014.
K. Guney and S. Basbug, “Null synthesis of time-modulated circular antenna arrays using an improved differential evolution algorithm,” IEEE Antennas and Wireless Propagation Letters, vol. 12, pp. 817-820, 2013.
A. Sharaqa and N. Dib, “Circular antenna array synthesis using firefly algorithm,” International Journal of RF and Microwave Computer-Aided Engineering, vol. 24, no. 2, pp. 139-146, 2014.
A. E. Taser, K. Guney, and E. Kurt, “Circular antenna array synthesis using multiverse optimizer,” International Journal of Antennas and Propagation, vol. 2020, 2020.
G. Ram, D. Mandal, R. Kar, and S. P. Ghoshal, “Circular and concentric circular antenna array synthesis using cat swarm optimization,” IETE Technical Review, vol. 32, no. 3, pp. 204-217, 2015.
P. Civicioglu, “Circular antenna array design by using evolutionary search algorithms,” Progress in Electromagnetics Research B, vol. 54, pp. 265-284, 2013.
A. S. Zare and S. Baghaiee, “Application of ant colony optimization algorithm to pattern synthesis of uniform circular antenna array,” Applied Computational Electromagnetics Society Journal, vol. 30, no. 8, pp. 810-818, 2015.
N. Dib, A. Amaireh, and A. Al-Zoubi, “On the optimal synthesis of elliptical antenna arrays,” International Journal of Electronics, vol. 106, no. 1, pp. 121-133, 2019.
A. A. Amaireh, N. Dib, and A. S. Al-Zoubi, “The optimal synthesis of concentric elliptical antenna arrays,” International Journal of Electronics, vol. 107, no. 3, pp. 461-479, 2020.
V. V. S. S. S. Chakravarthy, P. S. R. Chowdary, N. Dib, and J. Anguera, “Elliptical antenna array synthesis using evolutionary computing tools,” Arabian Journal for Science and Engineering, pp. 1-18, 2021.
A. Smida, R. Ghayoula, A. Ferchichi, A. Gharsallah, and D. Grenier, “Planar antenna array pattern synthesis using a taguchi optimization method,” International Journal on Communications Antenna and Propagation, vol. 3, no. 3, pp. 158–162, 2013.
L. Zhang, Y. C. Jiao, B. Chen, and H. Li, “Orthogonal genetic algorithm for planar thinned array designs,” International Journal of Antennas and Propagation, vol. 2012, 2012.
T. Sallam and M. A. Attiya, “Different array synthesis techniques for planar antenna array,” Applied Computational Electromagnetics Society Journal, vol. 34, no. 5, pp. 716-723, 2019.
G. Dhiman and V. Kumar, “Seagull optimization algorithm: Theory and its applications for large-scale industrial engineering problems,” Knowledge-Based Systems, vol. 165, pp. 169-196, 2019.
Y. Cao, Y. Li, G. Zhang, K. Jermsittiparsert, and N. Razmjooy, “Experimental modeling of PEM fuel cells using a new improved seagull optimization algorithm,” Energy Reports, vol. 5, pp. 1616-1625, 2019.
H. Jiang, Y. Yang, W. Ping, and Y. Dong, “A Novel Hybrid Classification Method Based on the Opposition-Based Seagull Optimization Algorithm,” IEEE Access, vol. 8, pp. 100778-100790, 2020.
G. Lei, H. Song, and D. Rodriguez, “Power generation cost minimization of the grid-connected hybrid renewable energy system through optimal sizing using the modified seagull optimization technique,” Energy Reports, vol. 6, pp. 3365-3376, 2020.
