With a short product cycle as we see today, fast and accurate modeling methods are
becoming crucial for the development of new generation of electronics devices …

In this article, we, for the first time, propose a reinforcement learning (RL) model to design an
optimal 3-D cross-point (X-Point) array structure considering signal integrity issues. The …

Signal integrity (SI) is an essential part in assuring the functionality of microelectronic
components on a printed circuit board (PCB). Depending on the complexity of the designed …

Designing CTLE of high-speed channels can be complicated and time consuming. To
alleviate this issue, this paper investigates the invertible neural networks (INNs) for inverse …

High-speed channels have complex topologies with large number of design and process
variables. Design and analysis of such channels, for given specifications has been a …

An AI-enhanced modal decomposition method is proposed in this paper for fast and efficient
high-speed multilayered PCB modeling and integrity. Depending on modal patterns of PCB …

With the exponential increase in the data rate of high-speed serial channels, their efficient
and accurate analysis and design has become of crucial importance. Signal integrity …

A fast constrained design optimization technique is introduced for the inverse design of high-
speed links. The proposed method makes use of the support-vector-regression-based active …

A tandem neural network (NN) with R 2 score-based loss function is proposed in this paper
for channel inverse design. Tandem NN consists of an inverse neural network from target …

This work realizes the parallelization of Bayesian Active Learning using Dropout (BAL-DO)
and is successfully applied for optimizing equalization settings for high-speed channel …