Gradient-Boosted Decision Tree Optimizer for Antenna Optimization

The use machine learning-assisted optimization methods in the design of antennas have been increasing. Although neural networks (NNs) and Gaussian process regression (GPR) are widely used, their scalability to higher dimensions poses several challenges, such as the requirement for excessive data, ex...

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Bibliografski detalji

Glavni autori:	Oguzhan Engin, Mustafa Gokce Baydogan, Ahmet Cemal Durgun
Format:	Artigo
Jezik:	Inglês
Izdano:	IEEE 2026-01-01
Serija:	IEEE Access
Teme:	Antenna optimization tree-based learning gradient boosting machine learning active learning sequential sampling
Online pristup:	https://ieeexplore.ieee.org/document/11316637/
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