Fast Antenna Optimization Using Gradient Monitoring and Variable-Fidelity EM Models
关键词:
antenna optimization, EM-driven design, trustregion framework, variable-fidelity EM simulations摘要
Accelerated simulation-driven design optimization of antenna structures is proposed. Variable-fidelity electromagnetic (EM) analysis is used as well as the trust-region framework with limited sensitivity updates. The latter are controlled by monitoring the changes of the antenna response gradients. Our methodology is verified using three compact wideband antennas. Comprehensive benchmarking demonstrates its superiority over both conventional and surrogate-assisted algorithms.
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参考
J. Wang, X. Yang, and B. Wang, “Efficient gradient-based optimisation of pixel antenna with large-scale connections,” IET Microwaves, Antennas & Propag., vol. 12, no. 3, pp. 385-389, 2018.
S. Koziel and A. Bekasiewicz, “Rapid design optimization of antennas using variable-fidelity EM models and adjoint sensitivities,” Eng. Comp., vol. 33, no. 7, pp. 2007-2018, 2016.
S. Koziel and S. Ogurtsov, Antenna Design by Simulation-driven Optimization. Surrogate-based Approach. Springer, New York, 2014.
J. P. Jacobs, “Characterization by Gaussian processes of finite substrate size effects on gain patterns of microstrip antennas,” IET Microwaves Ant. Prop., vol. 10, no. 11, pp. 1189-1195, 2016.
A. R. Conn, N. I. M. Gould, and P. L. Toint, Trust Region Methods, MPS-SIAM Series on Optimization, 2000.
S. Koziel and A. Bekasiewicz, “Low-cost multi-objective optimization of antennas using Pareto front exploration and response features,” IEEE Int. Symp. Ant. Prop., Fajardo, Puerto-Rico, 2016.
M. G. N. Alsath and M. Kanagasabai, “Compact UWB monopole antenna for automotive communications,” IEEE Trans. Ant. Prop., vol. 63, no. 9, pp. 4204-4208, 2015.
M. A. Haq, S. Koziel, and Q. S. Cheng, “EM-driven size reduction of UWB antennas with ground plane modifications,” Int. Applied Comp. Electromagnetics Society (ACES China) Symposium, 2017.