Efficient EMI analysis and self-shielding design method for pin map of system-in-package

R Xu, D Li, R Song, H Ma, Z Gu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As the radiation leakage from solder balls of system-in-package becomes increasingly
significant, this article presented a novel analysis and design method for pin map distribution …

Policy-based reinforcement learning for through silicon via array design in high-bandwidth memory considering signal integrity

K Kim, H Park, S Kim, Y Kim, K Son… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
In this article, a policy-based reinforcement learning (RL) method for optimizing through
silicon via (TSV) array design in high-bandwidth memory (HBM) considering signal integrity …

Deep Reinforcement Learning-based Optimal and Fast Hybrid Equalizer Design Method for High Bandwidth Memory (HBM) Module

S Choi, K Son, H Park, S Kim, B Sim… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
In this article, we propose a deep reinforcement learning (DRL)-based optimal and fast
hybrid equalizer (HYEQ) design method for high-bandwidth memory (HBM) module. The …

Pin-opt: Graph Representation Learning for Large-scale Pin Assignment Optimization of Microbumps considering Signal and Power Integrity

J Park, S Choi, K Son, J Lee, T Shin… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
In this work, we propose a deep reinforcement learning (DRL) framework called Pin-opt,
designed to create a reusable solver capable of optimizing pin assignment to minimize …

EMI Prediction and Optimization for Pinmap Design Using Deep Transfer Learning and an Enhanced Genetic Algorithm

B Li, D Li, L Zhang, Z Gu, R Xu, Y Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the rapid increase in the operating frequency and integration density of ball grid array
packages, pin assignment (pinmap) significantly impacts electromagnetic interference (EMI) …

Maximizing VANETs Secrecy Data Rate Using Dueling Double Deep Q-networks

H Xu, L Fang, H Lv, S Xu, S Shen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Vehicular Ad Hoc Networks (VANETs) expand the application business of intelligent
transportation systems. However, open communication environment issues a new challenge …

Bayesian Exploration Imitation Learning-Based Contextual via Design Optimization Method of PAM-4-Based High-Speed Serial Link

J Kim, M Kim, H Kim, H Park, S Choi… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
This article presents a novel contextual via optimization method, Bayesian exploration
imitation learning (BE-IL), designed to efficiently enhance the signal integrity (SI) of PAM-4 …

Multi-Head Discrete Action Calibration Proximal Policy Optimization Method for Pixel Antennas with High Degrees of Freedom

H Chen, S Li, Z Wu, L Wang, XC Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Pixel antennas expressed in the form of discrete variable's structure (DVS) demonstrate
immense potential in electromagnetic (EM) performance, but the design process relies on a …

[HTML][HTML] SCS-Net: A DNN-based electromagnetic shielding effectiveness analysis method for slotted composite structures

DU Wanli, C Guangzhi, Z ZHANG, W Xinsong… - Chinese Journal of …, 2025 - Elsevier
As the proportion of composite materials used in aircraft continues to increase, the
electromagnetic Shielding Effectiveness (SE) of these materials becomes a critical factor in …

[HTML][HTML] High-Speed Signal Optimization at Differential VIAs in Multilayer Printed Circuit Boards

WJ Xu, DJ Xin, L Yang, YK Zhou, D Wang, WX Li - Electronics, 2024 - mdpi.com
The number of Printed Circuit Board (PCB) layers is continually increasing with the increase
in data transmission rates, and the Signal Integrity (SI) of high-speed digital systems cannot …