GNN-Surrogate: A Hierarchical and Adaptive Graph Neural Network for Parameter Space Exploration of Unstructured-Mesh Ocean Simulations

18 February 2022

Han-Wei Shen

Papers citing "GNN-Surrogate: A Hierarchical and Adaptive Graph Neural Network for Parameter Space Exploration of Unstructured-Mesh Ocean Simulations"

23 / 23 papers shown

Title
Topology Guidance: Controlling the Outputs of Generative Models via Vector Field Topology Xiaohan Wang Matthew Berger DiffM 28 0 0 11 May 2025
Explorable INR: An Implicit Neural Representation for Ensemble Simulation Enabling Efficient Spatial and Parameter Exploration Yi-Tang Chen Haoyu Li Neng Shi Xihaier Luo Wei-ping Xu Han-Wei Shen 39 0 0 01 Apr 2025
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation Shan Zhao Zhaiyu Chen Zhitong Xiong Yilei Shi Sudipan Saha Xiao Xiang Zhu AI4CE 43 2 0 05 Nov 2024
Dynamical system prediction from sparse observations using deep neural networks with Voronoi tessellation and physics constraint Hanyang Wang Hao Zhou Sibo Cheng AI4CE 27 5 0 31 Aug 2024
Uncertainty-Informed Volume Visualization using Implicit Neural Representation Shanu Saklani Chitwan Goel Shrey Bansal Zhe Wang Soumya Dutta Tushar M. Athawale D. Pugmire Christopher R. Johnson 37 0 0 12 Aug 2024
Uncertainty-Aware Deep Neural Representations for Visual Analysis of Vector Field Data Atul Kumar S. Garg Soumya Dutta 43 0 0 23 Jul 2024
ParamsDrag: Interactive Parameter Space Exploration via Image-Space Dragging Guan Li Yang Liu Guihua Shan Shiyu Cheng Weiqun Cao Junpeng Wang Ko-Chih Wang DiffM 21 2 0 19 Jul 2024
SurroFlow: A Flow-Based Surrogate Model for Parameter Space Exploration and Uncertainty Quantification Jingyi Shen Yuhan Duan Han-Wei Shen AI4CE 25 1 0 16 Jul 2024
A review of graph neural network applications in mechanics-related domains Yingxue Zhao Haoran Li Haosu Zhou H. Attar Tobias Pfaff Nan Li AI4CE 29 5 0 10 Jul 2024
Visual Analysis of Prediction Uncertainty in Neural Networks for Deep Image Synthesis Soumya Dutta Faheem Nizar Ahmad Amaan Ayan Acharya AAML 35 1 0 22 May 2024
Generative AI for Visualization: State of the Art and Future Directions Yilin Ye Jianing Hao Yihan Hou Zhan Wang Shishi Xiao Yuyu Luo Wei Zeng 29 39 0 28 Apr 2024
A Hierarchical Spatial Transformer for Massive Point Samples in Continuous Space Wenchong He Zhe Jiang Tingsong Xiao Zelin Xu Shigang Chen Ronald Fick Miles Medina Christine Angelini 10 16 0 08 Nov 2023
Deep Learning for Spatiotemporal Big Data: A Vision on Opportunities and Challenges Zhe Jiang 16 0 0 30 Oct 2023
Efficient deep data assimilation with sparse observations and time-varying sensors Sibo Cheng Che Liu Yike Guo Rossella Arcucci 29 20 0 24 Oct 2023
Neural Stream Functions Skylar W. Wurster Hanqi Guo Tom Peterka Han-Wei Shen 17 0 0 16 Jul 2023
Learning CO $_2$ plume migration in faulted reservoirs with Graph Neural Networks X. Ju Franccois P. Hamon Gege Wen Rayan Kanfar Mauricio Araya-Polo H. Tchelepi AI4CE 25 1 0 16 Jun 2023
HAiVA: Hybrid AI-assisted Visual Analysis Framework to Study the Effects of Cloud Properties on Climate Patterns Subhashis Hazarika H. Hirasawa Sookyung Kim Kalai Ramea Salva Rühling Cachay Peetak Mitra D. Hingmire Hansi K. A. Singh P. Rasch 6 0 0 13 May 2023
SOLAR: A Highly Optimized Data Loading Framework for Distributed Training of CNN-based Scientific Surrogates Baixi Sun Xiaodong Yu Chengming Zhang Jiannan Tian Sian Jin K. Iskra Tao Zhou Tekin Bicer Pete Beckman Dingwen Tao 13 1 0 01 Nov 2022
Deep learning and multi-level featurization of graph representations of microstructural data Reese E. Jones C. Safta A. Frankel AI4CE 40 4 0 29 Sep 2022
VDL-Surrogate: A View-Dependent Latent-based Model for Parameter Space Exploration of Ensemble Simulations Neng Shi Jiayi Xu Haoyu Li Hanqi Guo J. Woodring Han-Wei Shen 20 18 0 25 Jul 2022
Minority Report: A Graph Network Oracle for In Situ Visualization Krishna Kumar Paul Navratil Andrew J. Solis J. Vantassel 19 1 0 25 Jun 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 28 36 0 13 Apr 2022
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,447 0 21 Nov 2016