Session

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Research Manuscript: Watts Up? AI/ML Enabled Advances in Power and Thermal Integrity

Session Chairs

DescriptionRising energy levels in modern chipsets due to larger computing workloads challenge the chip power integrity and have necessitated an efficient power analysis and a deeper exploration of methodologies to lower the overall power utilization. In light of these developments, this session presents novel techniques to estimate various attributes including IR drops, power-delivery networks, Place and Route, thermal analysis, and architectural enhancements. Furthermore, these works utilize novel AI/ML modeling and design automation approaches to optimize the design and EDA flow.

Event TypeResearch Manuscript

TimeMonday, June 233:30pm - 5:30pm PDT

Location3006, Level 3

Topics

Tracks

Presentations

3:30pm - 3:45pm PDT	A Cutting-Edge Parallel Solver for Scalable Power Grid Analysis Using Nested Domain Decomposition Authors Jianfei Song Xiaoyu Yang Zhou Jin Cheng Zhuo
3:45pm - 4:00pm PDT	IRGNN: A Graph-based Framework Integrating Numerical Solution and Point Cloud for Static IR Drop Prediction Authors Feng Guo Yueyue Xi Jianwang Zhai Jingyu Jia Jiawei Liu Kang Zhao Chuan Shi
4:00pm - 4:15pm PDT	LMM-IR: Large-Scale Netlist-Aware Multimodal Framework for Static IR-Drop Prediction Authors Kai Ma Zhen Wang Hongquan He Qi Xu Tinghuan Chen Hao Geng
4:15pm - 4:30pm PDT	Power-Grid Structure Exploration with Unified Sequence-based Learning Framework Authors Yi-Lin Chuang Hao-Wei Chan Chih-Yun Yen Shih-An Hsieh Ching-Feng Chen Sheng-Te Lai
4:30pm - 4:45pm PDT	Real-Time Dynamic IR-drop Prediction for IR ECO Authors Yu-Che Lee Yu-Hsuan Chen Yu-Chen Cheng Yong-Fong Chang Jia Wei Lin Hsun-Wei Pao Yung-Chih Chen Yi-Ting Li Wuqian Tang Shih-Chieh Chang Chun-Yao Wang
4:45pm - 5:00pm PDT	ATLAS: A Self-Supervised and Cross-Stage Netlist Power Model for Fine-Grained Time-Based Layout Power Analysis Authors Wenkai LI Yao Lu Wenji Fang Jing WANG Qijun Zhang Zhiyao Xie
5:00pm - 5:15pm PDT	NeuralMesh: Neural Network For FEM Mesh Generation in 2.5D/3D Chiplet Thermal Simulation Authors Pengju Chen Dan Niu Dekang Zhang Wenhao Wang Depeng Xie Zhou Jin Wei Xing Lei He
5:15pm - 5:30pm PDT	ASRR-PINN: Adaptive Sub-Regional Random Resampling-Based PINN for Thermal Analysis of 3D-ICs Authors Zijian Zhou Min Tang Liang Chen

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