We present a novel adaptive weighting scheme suited to the current-based optimization of metasurface antennas. The problem is formulated in terms of a weighted sum of individual objective functions corresponding to different constraints. A nonlinear conjugate gradient optimization algorithm is combined with an hyperplane adaptive weighting scheme to improve the convergence properties. The proposed approach is inspired by a geometrical interpretation of the properties of the Pareto front, and guarantees a balancing of the individual goals. The procedure has been applied to the design of broadside-radiating metasurface antenna working at 23 GHz, and demonstrated its effectiveness in improving both the speed of convergence and quality of the solution with respect to existing algorithms.
Adaptive Weighting Scheme for Multi-Objective Optimization in Metasurface Antenna Design / Zucchi, Marcello; Guida, Amedeo; Vecchi, Giuseppe. - ELETTRONICO. - (2024), pp. 1-4. (Intervento presentato al convegno 2024 18th European Conference on Antennas and Propagation (EuCAP) tenutosi a Glasgow (UK) nel 17-22 March 2024) [10.23919/eucap60739.2024.10501744].
Adaptive Weighting Scheme for Multi-Objective Optimization in Metasurface Antenna Design
Zucchi, Marcello;Guida, Amedeo;Vecchi, Giuseppe
2024
Abstract
We present a novel adaptive weighting scheme suited to the current-based optimization of metasurface antennas. The problem is formulated in terms of a weighted sum of individual objective functions corresponding to different constraints. A nonlinear conjugate gradient optimization algorithm is combined with an hyperplane adaptive weighting scheme to improve the convergence properties. The proposed approach is inspired by a geometrical interpretation of the properties of the Pareto front, and guarantees a balancing of the individual goals. The procedure has been applied to the design of broadside-radiating metasurface antenna working at 23 GHz, and demonstrated its effectiveness in improving both the speed of convergence and quality of the solution with respect to existing algorithms.File | Dimensione | Formato | |
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https://hdl.handle.net/11583/2989122