Antenna design using dynamic multi-objective evolutionary algorithm
To enhance the robustness and stability of the antenna design, a novel methodology is presented for modelling the antenna design problem as the constrained optimisation problem (COP). Then a framework is introduced for solving the COP. The framework converts a COP into an equivalent dynamic constrai...
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| Published in: | IET microwaves, antennas & propagation Vol. 12; no. 13; pp. 2065 - 2072 |
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| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
The Institution of Engineering and Technology
31.10.2018
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| Subjects: | |
| ISSN: | 1751-8725, 1751-8733 |
| Online Access: | Get full text |
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| Abstract | To enhance the robustness and stability of the antenna design, a novel methodology is presented for modelling the antenna design problem as the constrained optimisation problem (COP). Then a framework is introduced for solving the COP. The framework converts a COP into an equivalent dynamic constrained multi-objective optimisation problem (DCMOP). A dynamic constrained multi-objective evolutionary algorithm is applied to address the transformed DCMOP, which means the COP as well as the antenna design problem can be solved. Then it is applied to design three classes of antennas: a wire antenna, a patch antenna and an antenna array. Obtained results of these three kinds of antenna suggest that the proposed methods can well satisfy the antenna design requirements. |
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| AbstractList | To enhance the robustness and stability of the antenna design, a novel methodology is presented for modelling the antenna design problem as the constrained optimisation problem (COP). Then a framework is introduced for solving the COP. The framework converts a COP into an equivalent dynamic constrained multi‐objective optimisation problem (DCMOP). A dynamic constrained multi‐objective evolutionary algorithm is applied to address the transformed DCMOP, which means the COP as well as the antenna design problem can be solved. Then it is applied to design three classes of antennas: a wire antenna, a patch antenna and an antenna array. Obtained results of these three kinds of antenna suggest that the proposed methods can well satisfy the antenna design requirements. |
| Author | Jiao, Ruwang Sun, Jianqing Zeng, Sanyou Sun, Yongzhi Jiang, Yuhong |
| Author_xml | – sequence: 1 givenname: Ruwang orcidid: 0000-0003-0780-1110 surname: Jiao fullname: Jiao, Ruwang organization: 1School of Mechanical Engineering and Electronic Information, China University of Geosciences, Wuhan, People's Republic of China – sequence: 2 givenname: Yongzhi surname: Sun fullname: Sun, Yongzhi email: nanshen01@126.com organization: 2No. 8511 Research Institute of CASIC, Nanjing, People's Republic of China – sequence: 3 givenname: Jianqing surname: Sun fullname: Sun, Jianqing organization: 2No. 8511 Research Institute of CASIC, Nanjing, People's Republic of China – sequence: 4 givenname: Yuhong surname: Jiang fullname: Jiang, Yuhong organization: 3School of Computer Science, China University of Geosciences, Wuhan, People's Republic of China – sequence: 5 givenname: Sanyou surname: Zeng fullname: Zeng, Sanyou organization: 1School of Mechanical Engineering and Electronic Information, China University of Geosciences, Wuhan, People's Republic of China |
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| Issue | 13 |
| Keywords | dynamic constrained multiobjective optimisation problem antenna design requirements COP constrained optimisation problem dynamic constrained multiobjective evolutionary algorithm patch antenna antenna design stability microstrip antenna arrays evolutionary computation optimisation DCMOP wire antennas wire antenna the antenna design problem antenna design robustness antenna array |
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Antennas Propag. – volume: 9 start-page: 1667 issue: 15 year: 2015 end-page: 1672 ident: C20 article-title: Application of multi-objective fractional factorial design for ultra-wideband antennas with uniform gain and high fidelity publication-title: IET Microw. Antennas Propag. – volume: 10 start-page: 479 issue: 5 year: 2016 end-page: 486 ident: C25 article-title: Rapid multi-objective design optimisation of compact microwave couplers by means of physics-based surrogates publication-title: IET Microw. Antennas Propag. – volume: 64 start-page: 805 issue: 2 year: 2016 end-page: 810 article-title: A wide‐angle scanning and low sidelobe level microstrip phased array based on genetic algorithm optimization publication-title: IEEE Trans. Antennas Propag. – volume: 18 start-page: 450 issue: 3 year: 2014 end-page: 455 article-title: Decomposition of a multiobjective optimization problem into a number of simple multiobjective subproblems publication-title: IEEE Trans. Evol. Comput. – volume: 59 start-page: 74 issue: 1 year: 2017 end-page: 93 article-title: Antenna design using binary differential evolution: application to discrete‐valued design problems publication-title: IEEE Trans. Antennas Propag. – volume: 64 start-page: 1681 issue: 5 year: 2016 end-page: 1688 article-title: A novel elliptical‐cylindrical antenna array for radar applications publication-title: IEEE Trans. Antennas Propag. – volume: 9 start-page: 1004 issue: 10 year: 2015 end-page: 1008 article-title: Pattern synthesis approach for circularly polarised four‐dimensional antenna arrays publication-title: IET Microw. Antennas Propag. – volume: 65 start-page: 2348 issue: 5 year: 2017 end-page: 2357 article-title: Multiobjective beampattern optimization in collaborative beamforming via NSGA‐II with selective distance publication-title: IEEE Trans. Antennas Propag. – volume: 65 start-page: 3427 issue: 7 year: 2017 end-page: 3436 article-title: Comprehensive comparison of compact UWB antenna performance by means of multi‐objective optimization publication-title: IEEE Trans. Antennas Propag. – volume: 65 start-page: 1267 issue: 3 year: 2017 end-page: 1280 article-title: A comparison of three uniquely different state of the art and two classical multiobjective optimization algorithms as applied to electromagnetics publication-title: IEEE Trans. Antennas Propag. – start-page: 1 year: 2010 end-page: 8 article-title: Efficient constrained optimization by the constrained adaptive differential evolution – volume: 65 start-page: 920 issue: 2 year: 2016 end-page: 925 article-title: Successive boolean optimization of planar pixel antennas publication-title: IEEE Trans. Antennas Propag. – volume: 16 start-page: 117 issue: 1 year: 2012 end-page: 134 article-title: Combining multiobjective optimization with differential evolution to solve constrained optimization problems publication-title: IEEE Trans. Evol. Comput. – volume: 55 start-page: 760 issue: 3 year: 2007 end-page: 765 article-title: Boundary conditions in particle swarm optimization revisited publication-title: IEEE Trans. Antennas Propag. – volume: 45 start-page: 343 issue: 3 year: 1997 end-page: 353 article-title: Genetic algorithm optimization applied to electromagnetics: a review publication-title: IEEE Trans. Antennas Propag. – volume: 11 start-page: 341 issue: 4 year: 1997 end-page: 359 article-title: Differential evolution a simple and efficient heuristic for global optimization over continuous spaces publication-title: J. Global Optim. – volume: 10 start-page: 31 issue: 1 year: 2016 end-page: 37 article-title: Design of a uniplanar printed triple band‐rejected ultra‐wideband antenna using particle swarm optimisation and the firefly algorithm publication-title: IET Microw. Antennas Propag. – volume: 10 start-page: 624 issue: 6 year: 2015 end-page: 630 article-title: Fast multi‐objective surrogate‐assisted design of multi‐parameter antenna structures through rotational design space reduction publication-title: IET Microw. Antennas Propag. – volume: 16 start-page: 1488 year: 2017 end-page: 1491 article-title: Pareto‐ranking bisection algorithm for expedited multiobjective optimization of antenna structures publication-title: IEEE Antennas Wirel. Propag. – volume: 521 start-page: 476 issue: 7553 year: 2015 end-page: 482 article-title: From evolutionary computation to the evolution of things publication-title: Nature – volume: 53 start-page: 38 issue: 1 year: 2011 end-page: 49 article-title: Differential evolution as applied to electromagnetics publication-title: IEEE Antennas Propag. Mag. – volume: 12 start-page: 1093 issue: 7 year: 2018 end-page: 1098 article-title: Simulation‐driven size‐reduction‐oriented design of multi‐band antennas by means of response features publication-title: IET Microw. Antennas Propag. – volume: 63 start-page: 1436 issue: 4 year: 2015 end-page: 1444 article-title: Automated synthesis of a lunar satellite antenna system publication-title: IEEE Trans. Antennas Propag. – volume: 62 start-page: 182 issue: 2 year: 2002 end-page: 197 article-title: A fast and elitist multiobjective genetic algorithm: NSGA‐II publication-title: IEEE Trans. Evol. Comput. – volume: 52 start-page: 397 issue: 2 year: 2004 end-page: 407 article-title: Particle swarm optimization in electromagnetics publication-title: IEEE Trans. Antennas Propag. – volume: 19 start-page: 1 issue: 1 year: 2011 end-page: 23 article-title: Computer‐automated evolution of an x‐band antenna for NASA's space technology 5 mission publication-title: Evol. Comput. – volume: 10 start-page: 1011 issue: 10 year: 2016 end-page: 1021 article-title: Synthesis of unequally‐spaced linear array using modified central force optimisation algorithm publication-title: IET Microw. Antennas Propag. – volume: 9 start-page: 1667 issue: 15 year: 2015 end-page: 1672 article-title: Application of multi‐objective fractional factorial design for ultra‐wideband antennas with uniform gain and high fidelity publication-title: IET Microw. Antennas Propag. – volume: 11 start-page: 827 issue: 6 year: 2017 end-page: 832 article-title: Generalisation of genetic algorithm and fast Fourler transform for synthesising unequally spaced linear array shaped pattern including coupling effects publication-title: IET Microw. Antennas Propag. – volume: 64 start-page: 2179 issue: 6 year: 2016 end-page: 2188 article-title: Low redundancy large linear arrays synthesis for aperture synthesis radiometers using particle swarm optimization publication-title: IEEE Trans. Antennas Propag. – volume: 19 start-page: 45 issue: 1 year: 2011 end-page: 76 article-title: Hype: an algorithm for fast hypervolume‐based many‐objective optimization publication-title: Evol. Comput. – volume: 63 start-page: 4732 issue: 11 year: 2015 end-page: 4738 article-title: Optimization of sparse linear arrays using harmony search algorithms publication-title: IEEE Trans. Antennas Propag. – volume: 61 start-page: 793 year: 2017 end-page: 805 article-title: Dynamic multi‐objective evolutionary algorithms for single‐objective optimization publication-title: Appl. Soft Comput. – volume: 34 start-page: 542 issue: 3 year: 2016 end-page: 550 article-title: Negatively correlated search publication-title: IEEE J. Sel. Areas Commun. – volume: 63 start-page: 931 issue: 3 year: 2015 end-page: 936 article-title: A low‐profile widebeamwidth circularly‐polarized antenna via two pairs of parallel dipoles in a square contour publication-title: IEEE Trans. Antennas Propag. – volume: 10 start-page: 479 issue: 5 year: 2016 end-page: 486 article-title: Rapid multi‐objective design optimisation of compact microwave couplers by means of physics‐based surrogates publication-title: IET Microw. 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| SubjectTerms | antenna array antenna design requirements antenna design robustness antenna design stability constrained optimisation problem COP DCMOP dynamic constrained multiobjective evolutionary algorithm dynamic constrained multiobjective optimisation problem evolutionary computation microstrip antenna arrays optimisation patch antenna Research Article the antenna design problem wire antenna wire antennas |
| Title | Antenna design using dynamic multi-objective evolutionary algorithm |
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