Tree-Based Boosting for Efficient Estimation of S-Parameters for Package Electrical Analysis

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Atıf İçin Kopyala

Özese D., Baydoǧan M. G., DURGUN A. C., Aygün K.

33rd IEEE Conference on Electrical Performance of Electronic Packaging and Systems, EPEPS 2024, Toronto, Kanada, 6 - 09 Ekim 2024

• Yayın Türü: Bildiri / Tam Metin Bildiri
• Doi Numarası: 10.1109/epeps61853.2024.10753981
• Basıldığı Şehir: Toronto
• Basıldığı Ülke: Kanada
• Anahtar Kelimeler: gradient boosted trees, second level interconnect, surrogate model
• Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

We propose a gradient boosted tree surrogate model for S-parameter prediction in high frequency structures with limited training data. Compared to data-hungry neural networks, our approach achieves reasonable accuracy and trains significantly faster.