Extrapolation with Range Determination of 2D Spectral Transposed Convolutional Neural Network for Advanced Packaging Problems

Y Guo, X Jia, X Li, Y Wang, R Kumar… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
In this article, we propose the application of a 2-D spectral transposed convolutional neural
network (S-TCNN) with extrapolation to reduce the number of trainable parameters during …

High-speed channel simulator using neural language models

H Park, Y Ding, L Zhang, N Bondarenko… - … , Signal & Power …, 2024 - ieeexplore.ieee.org
In this paper, high-speed channel simulators using neural language models are proposed.
Given the input sequence of geometry design parameters of differential channels, the …

High-Speed Channel Transformer: A Scalable Transformer Network-Based Signal Integrity Simulator

H Park, Y Ding, L Zhang, N Bondarenko… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
This article proposes high-speed channel transformer (HSCT), a transformer network-based
signal integrity (SI) simulator for high-speed channels. Attention-based transformer networks …

Batch Training of Gaussian Process for Up-sampling Problems in S-Parameter Predictions

Y Guo, X Li, Y Wang, R Kumar… - 2023 IEEE 32nd …, 2023 - ieeexplore.ieee.org
In using Machine Learning (ML) methods to predict S-parameters, handling the
dimensionality problem of mapping the low-dimension design parameters to high-dimension …