An optimized small compact rectangular antenna with meta-material based on fast multi-objective optimization for 5G mobile communication

被引:14
作者
Nouri, M. [1 ,2 ]
Abazari Aghdam, S. [3 ]
Jafarieh, A. [4 ]
Mallat, N. K. [5 ]
Jamaluddin, M. Haizal [6 ]
Dor-Emami, M. [4 ]
机构
[1] Sharif Univ Technol, EE Dept, Tehran, Iran
[2] Telecommun Co Iran, Res & Dev Ctr, Tehran, Iran
[3] Florida Atlantic Univ, Boca Raton, FL 33431 USA
[4] Arak Univ Technol, EE Dept, Arak, Iran
[5] Al Ain Univ, Coll Engn, Al Ain, U Arab Emirates
[6] Univ Teknol Malaysia, Wireless Commun Ctr, Johor Baharu, Malaysia
关键词
5G communication; Multi-objective optimization; Rectangular antenna; Surrogate modeling; Dielectric; QUASI-YAGI ANTENNA; DIPOLE ANTENNA; DESIGN; ARRAY;
D O I
10.1007/s10825-021-01723-6
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The main purpose of this paper is to present a novel procedure for accelerating a multi-objective optimization method of designing a 5G antenna. The optimization method was chosen after comparing four learning optimization algorithms. The Kriging algorithm was found to be superior to the Artificial Neural Network (ANN), Support Vector Machine (SVM), and Rational algorithms. Our methodology is creatively correlated to exploit some cost functions of height, the Dielectric constant of the substrate, and meta-material design variables, with a view to reducing the return loss and increasing the gain in learning from the Kriging model builder techniques. This was fully achieved in the present study by comparing the results of analyzing and optimizing two effective fundamental characteristics of the antenna with EM simulation software and prototype antenna measurements.
引用
收藏
页码:1532 / 1540
页数:9
相关论文
共 25 条
[1]   Broadband Proximity-Coupled Microstrip Planar Antenna Array for 5G Cellular Applications [J].
Abu Diawuo, Henry ;
Jung, Young-Bae .
IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2018, 17 (07) :1286-1290
[2]   Subwavelength, compact, resonant patch antennas loaded with metamaterials [J].
Alu, Andrea ;
Bilotti, Filiberto ;
Engheta, Nader ;
Vegni, Lucio .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2007, 55 (01) :13-25
[3]  
[Anonymous], 1982, Antenna Theory: Analysis and Design
[4]  
[Anonymous], 2001, WIL INT S SYS OPT
[5]  
Can S, 2015, 2015 9TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING (ELECO), P324, DOI 10.1109/ELECO.2015.7394634
[6]   Improvement of Time and Frequency Domain Performance of Antipodal Vivaldi Antenna Using Multi-Objective Particle Swarm Optimization [J].
Chamaani, Somayyeh ;
Mirtaheri, S. Abdullah ;
Abrishamian, Mohammad S. .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2011, 59 (05) :1738-1742
[7]  
Cheng DK., 1989, Field and Wave Electromagnetics, V2
[8]   A new quasi-Yagi antenna for planar active antenna arrays [J].
Deal, WR ;
Kaneda, N ;
Sor, J ;
Qian, YX ;
Itoh, T .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2000, 48 (06) :910-918
[9]   Adaptive Sampling Algorithm for Macromodeling of Parameterized S-Parameter Responses [J].
Deschrijver, Dirk ;
Crombecq, Karel ;
Nguyen, Huu Minh ;
Dhaene, Tom .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2011, 59 (01) :39-45
[10]  
Gorissen D, 2010, J MACH LEARN RES, V11, P2051