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Thermal and IR Drop Analysis Using Convolutional Encoder-Decoder
  Networks

Thermal and IR Drop Analysis Using Convolutional Encoder-Decoder Networks

Asia and South Pacific Design Automation Conference (ASP-DAC), 2020
18 September 2020
V. A. Chhabria
V. Ahuja
Ashwath Prabhu
Nikhil Patil
Palkesh Jain
S. Sapatnekar
ArXiv (abs)PDFHTML

Papers citing "Thermal and IR Drop Analysis Using Convolutional Encoder-Decoder Networks"

11 / 11 papers shown
LMM-IR: Large-Scale Netlist-Aware Multimodal Framework for Static IR-Drop Prediction
LMM-IR: Large-Scale Netlist-Aware Multimodal Framework for Static IR-Drop PredictionDesign Automation Conference (DAC), 2025
Kai Ma
Zhen Wang
Hongquan He
Qi Xu
Tinghuan Chen
Hao Geng
125
0
0
16 Nov 2025
WACA-UNet: Weakness-Aware Channel Attention for Static IR Drop Prediction in Integrated Circuit Design
WACA-UNet: Weakness-Aware Channel Attention for Static IR Drop Prediction in Integrated Circuit Design
Youngmin Seo
Yunhyeong Kwon
Younghun Park
HwiRyong Kim
Seungho Eum
Jinha Kim
Taigon Song
Juho Kim
Unsang Park
104
0
0
25 Jul 2025
A Novel Frequency-Spatial Domain Aware Network for Fast Thermal Prediction in 2.5D ICs
A Novel Frequency-Spatial Domain Aware Network for Fast Thermal Prediction in 2.5D ICsDesign, Automation and Test in Europe (DATE), 2025
Dekang Zhang
Dan Niu
Zhou Jin
Yichao Dong
Jingweijia Tan
Changyin Sun
81
1
0
19 Apr 2025
CFIRSTNET: Comprehensive Features for Static IR Drop Estimation with Neural Network
CFIRSTNET: Comprehensive Features for Static IR Drop Estimation with Neural NetworkInternational Conference on Computer Aided Design (ICCAD), 2024
Yu-Tung Liu
Yu-Hao Cheng
Shao-Yu Wu
Hung-Ming Chen
190
3
0
13 Feb 2025
Static IR Drop Prediction with Attention U-Net and Saliency-Based
  Explainability
Static IR Drop Prediction with Attention U-Net and Saliency-Based Explainability
Lizi Zhang
A. Davoodi
244
2
0
06 Aug 2024
PDNNet: PDN-Aware GNN-CNN Heterogeneous Network for Dynamic IR Drop
  Prediction
PDNNet: PDN-Aware GNN-CNN Heterogeneous Network for Dynamic IR Drop Prediction
Yuxiang Zhao
Zhuomin Chai
Xun Jiang
Yibo Lin
Runsheng Wang
Ru Huang
212
6
0
27 Mar 2024
RLPlanner: Reinforcement Learning based Floorplanning for Chiplets with
  Fast Thermal Analysis
RLPlanner: Reinforcement Learning based Floorplanning for Chiplets with Fast Thermal Analysis
Yuanyuan Duan
Xingchen Liu
Zhiping Yu
Hanming Wu
Leilai Shao
Xiaolei Zhu
137
13
0
28 Dec 2023
A Thermal Machine Learning Solver For Chip Simulation
A Thermal Machine Learning Solver For Chip SimulationWorkshop on Machine Learning for CAD (ML4CAD), 2022
Rishikesh Ranade
Haiyang He
Jay Pathak
N. Chang
Akhilesh Kumar
Jimin Wen
273
27
0
10 Sep 2022
Worst-Case Dynamic Power Distribution Network Noise Prediction Using
  Convolutional Neural Network
Worst-Case Dynamic Power Distribution Network Noise Prediction Using Convolutional Neural NetworkDesign Automation Conference (DAC), 2022
Xiao Dong
Yufei Chen
Xunzhao Yin
Cheng Zhuo
79
5
0
27 Apr 2022
Encoder-Decoder Networks for Analyzing Thermal and Power Delivery
  Networks
Encoder-Decoder Networks for Analyzing Thermal and Power Delivery Networks
V. A. Chhabria
V. Ahuja
Ashwath Prabhu
Nikhil Patil
Palkesh Jain
S. Sapatnekar
106
8
0
27 Oct 2021
OpeNPDN: A Neural-network-based Framework for Power Delivery Network
  Synthesis
OpeNPDN: A Neural-network-based Framework for Power Delivery Network Synthesis
V. A. Chhabria
S. Sapatnekar
101
9
0
27 Oct 2021
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