A Comparative Analysis of Evolutionary Algorithms for Synthesis of Scanned Linear Array of Mutually Coupled Parallel Dipole Antennas
Abstract
This paper presents a comparative analysis of three
evolutionary algorithms, namely, Backtracking Search Algorithm,
Cuckoo Search Algorithm and Artificial Bee Colony Algorithms for
synthesis of a scanned linear array of uniformly spaced parallel half
wavelength dipole antennas. Here, antenna parameters, namely Side
Lobe Level, reflection coefficient and wide null depth are taken into
consideration for comparison between algorithms. In addition to it,
statistical parameters, namely best fitness value, mean and standard
deviation of the fitness values obtained from algorithms are compared.
Mutual coupling that exists among the antenna elements is included in
obtaining radiation patterns and the self-impedances along with the
mutual impedances are calculated by induced Electro-Motive Force
method. Two different examples are shown in this paper to validate the
effectiveness of the utilized approach. Although, this approach is applied
to a linear array of dipole antennas; this can be utilized for other array
geometries as well.
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C. A. Balanis, Antenna Theory: Analysis and Design, 2nd ed.
Singapore: John Wiley and Sons (Asia), 2003.
R.L.Haupt, “Phase-only adaptive nulling with a genetic algorithm”,
IEEE Trans. on Antennas and Propagation, vol.45, no.6, pp.1009-
, 1997.
H. Steyskal, R.A. Shore, R.L. Haupt, “Methods for null control and
their effects on the radiation pattern,” IEEE Transactions on Antennas
and Propagation, vol. 34, no. 3, pp.404–409, 1986.
R.Vescovo, “Null synthesis by phase control for antenna arrays”,
Electronics Letter, vol.36, no.3, pp.198-199, 2000.
H. Steyskal, “Simple method for pattern nulling by phase perturbation,”
IEEE Transactions on Antennas and Propagation, vol. 31, no. 1, pp.
–166, 1983.
G.K. Mahanti, A. Chakraborty and S. Das, “Design of Phase-
Differentiated Reconfigurable Array Antennas with Minimum Dynamic
Range Ratio,” IEEE Antennas and Wireless Propagation Letters, vol.5,
no.1, pp. 262-264, 2006.
W. Boeringer Daniel and H. Werner Douglas, “Particle Swarm
Optimization versus Genetic Algorithms for Phased Array Synthesis,”
IEEE Transactions on Antennas and Propagation, vol. 52, no. 3, pp.
-779, 2004.
H.singh, H.L. Sneha, and R. M. Jha, “Mutual Coupling in Phased
Arrays,” International Journal of Antennas and Propagation, volume
, Article ID 348123, pp.1-23, 2013.
M. Thevenot, C. Menudier, A. El Sayed Ahmad, G. Z. El Nashef, F.
Fezai, Y. Abdallah, E. Arnaud, F. Torres, and T. Monediere, “Synthesis
of Antenna Arrays and Parasitic Antenna Arrays with Mutual
Couplings,” International Journal of Antennas and Propagation, vol.
, pp.1-22, 2012.
K. M. Lee and R. S. Chu, “Analysis of Mutual Coupling between a
Finite Phased Array of Dipoles and Its Feed Network,” IEEE
Transactions on Antennas and Propagation, vol. 36, no. 12, 1681-
, December 1988.
B. K. J. C. Nauwelaers and A. R. Van de Capelle. “Integrals for the
Mutual Coupling between Dipoles or Between Slots: With Without
Complex Conjugate,” IEEE Trans. on Antennas and Propagation,
vol.36, no. 10, pp. 1375-1381, October 1988.
F. Najib, R. Mohamad, and V. Patrick, “Effects of Mutual coupling in
Phased Arrays with Butler Network Feed,” in Proceedings of the 17th
International Conference on Applied Electromagnetics and
Communications, pp. 374–379, Dubrovnik, Croatia, October 2003.
G.K.Mahanti, S. Das, A.Chakrabarty, J.C. Brégains, and F.Ares,
“Design of Reconfigurable Array Antennas with Minimum Variation of
Active Impedances,” IEEE Antennas and Wireless Propagation Letters,
vol. 5, no.1, pp. 541-544, 2006.
P. Civicioglu, “Backtracking Search Optimization Algorithm for
numerical optimization problems,” Applied Mathematics and
Computation, vol. 219, no. 15, pp. 8121–8144, 2013.
R. Muralidaran, Vallavaraj.A, G.K. Mahanti and Ananya mahanti,
“QPSO versus BSA for failure correction of linear array of mutually
coupled parallel dipole antennas with fixed side lobe level and VSWR,”
Advances in Electrical Engineering, vol. 2014, Article ID 858290, pp.
-7, September 2014.
M.K. Ahirwal, Anil Kumar, and G.K. Singh, “EEG/ERP Adaptive
Noise Canceller Design with Controlled Search Space (CSS) Approach
in Cuckoo and Other Optimization Algorithms,” IEEE/ACM
Transactions on Computational Biology and Bioinformatics, vol. 10,
no. 6, November/December 2013.
Xin-She Yang and Suash Deb, “Cuckoo Search via Le ׳vy Flights,”
World Congress on Nature & Biologically Inspired Computing
(NaBIC), pp. 210-214, 2009.
Xin-She Yang and Suash Deb, “Engineering Optimisation by Cuckoo
Search,” International journal on Mathematical Modelling and
Numerical Optimisation, vol. 1, no. 4, pp. 330–343, 2010.
R. Muralidaran, A.Vallavaraj, Hemant Patidar and G.K. Mahanti,
“Failure correction of linear array of antenna with multiple null
placement using cuckoo search algorithm,” ICTACT Journal on
Communication Technology, vol. 5, no.1, pp. 877-881, March 2014.
D. Karaboga and B. Basturk, “A powerful and efficient algorithm for
numerical function optimization: Artificial bee colony (ABC)
algorithm,” J. Global Optim., vol. 39, pp. 459–471, 2007.
D. Karaboga and B. Akay, “A comparative study of artificial bee
colony algorithm,” Appl. Math. Compu. vol. 214, pp. 108–132, August
A.Banharnsakun, T. Achalakul, and B. Sirinaovakun, “The best-so-far
selection in artificial bee colony algorithm,” Appl. Soft Comput., vol.
, no. 2, pp. 2888–2901, Mar. 2011.
L.L. Wang and D.G. Fang, and W.X. Sheng, “Combination of Genetic
algorithm (GA) and Fast fourier transform (FFT) for Synthesis of
Arrays, ”Microwave and Optical Technology Letters, vol. 37, no. 1, pp.
-59, April 2003.
W. P. M. N. Keizer, “Fast Low Side lobe Synthesis for Large Planar
Array Antennas Utilizing successive Fast Fourier Transforms of the
Array Factor,” IEEE Transactions on Antennas and Propagation, vol.
, no.3, pp. 715-722, 2007.
Will P. M. N. Keizer, “Low-Sidelobe Pattern Synthesis Using Iterative
Fourier Techniques Coded in MATLAB,” IEEE Antennas and
Propagation Magazine, vol. 51, no.2, pp.137-150, April 2009.
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