v1v2 (latest)

Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learning

3 January 2021

Papers citing "Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learning"

32 / 32 papers shown

Title
Learning Mappings in Mesh-based Simulations Shirin Hosseinmardi Ramin Bostanabad AI4CE 22 0 0 14 Jun 2025
FR-Mamba: Time-Series Physical Field Reconstruction Based on State Space Model Jiahuan Long Wenzhe Zhang Ning Wang Tingsong Jiang Wen Yao Mamba AI4CE 69 0 0 21 May 2025
PhySense: Sensor Placement Optimization for Accurate Physics Sensing Yuezhou Ma Haixu Wu Hang Zhou Huikun Weng Jianmin Wang Mingsheng Long DiffM 219 0 0 19 May 2025
Machine learning for modelling unstructured grid data in computational physics: a review Sibo Cheng Marc Bocquet Weiping Ding Tobias S. Finn Rui Fu ... Yong Zeng Mingrui Zhang Hao Zhou Kewei Zhu Rossella Arcucci PINN AI4CE 172 3 0 13 Feb 2025
Kalman Filter-Based Distributed Gaussian Process for Unknown Scalar Field Estimation in Wireless Sensor Networks Jaemin Seo Geunsik Bae H. Oh 73 1 0 09 Feb 2025
Ensemble-based, large-eddy reconstruction of wind turbine inflow in a near-stationary atmospheric boundary layer through generative artificial intelligence A. Rybchuk Luis A. Martínez-Tossas Stefano Letizia N. Hamilton Andy Scholbrock Emina Maric Daniel R. Houck Thomas G. Herges Nathaniel B. de Velder P. Doubrawa AI4CE 71 0 0 17 Oct 2024
A physics-driven sensor placement optimization methodology for temperature field reconstruction Xu Liu Wen Yao Wei Peng Zhuojia Fu Zixue Xiang Xiaoqian Chen 49 3 0 27 Sep 2024
Physics-aligned Schrödinger bridge Zeyu Li Hongkun Dou Shen Fang Wang Han Yue Deng Lijun Yang AI4CE DiffM 64 0 0 26 Sep 2024
Dynamical system prediction from sparse observations using deep neural networks with Voronoi tessellation and physics constraint Hanyang Wang Hao Zhou Sibo Cheng AI4CE 80 8 0 31 Aug 2024
PiRD: Physics-informed Residual Diffusion for Flow Field Reconstruction Siming Shan Pengkai Wang Song Chen Jiaxu Liu Chao Xu Shengze Cai AI4CE DiffM 106 1 0 12 Apr 2024
Studying the Impact of Latent Representations in Implicit Neural Networks for Scientific Continuous Field Reconstruction Wei Xu Derek Freeman DeSantis Xihaier Luo Avish Parmar Klaus Tan B. Nadiga Yihui Ren Shinjae Yoo BDL AI4CE 65 1 0 09 Apr 2024
WindSeer: Real-time volumetric wind prediction over complex terrain aboard a small UAV Florian Achermann Thomas Stastny Bogdan Danciu Andrey Kolobov Jen Jen Chung Roland Siegwart Nicholas R. J. Lawrance 63 2 0 18 Jan 2024
Reconstruction of Fields from Sparse Sensing: Differentiable Sensor Placement Enhances Generalization Agnese Marcato Dan O’Malley Hari S. Viswanathan E. Guiltinan Javier E. Santos 33 1 0 14 Dec 2023
Efficient deep data assimilation with sparse observations and time-varying sensors Sibo Cheng Che Liu Yike Guo Rossella Arcucci 63 22 0 24 Oct 2023
Interpretable structural model error discovery from sparse assimilation increments using spectral bias-reduced neural networks: A quasi-geostrophic turbulence test case R. Mojgani Ashesh Chattopadhyay Pedram Hassanzadeh 81 9 0 22 Sep 2023
SuperBench: A Super-Resolution Benchmark Dataset for Scientific Machine Learning Pu Ren N. Benjamin Erichson Shashank Subramanian Omer San Z. Lukić Michael W. Mahoney Michael W. Mahoney 111 15 0 24 Jun 2023
Grasping Extreme Aerodynamics on a Low-Dimensional Manifold Kai Fukami Kunihiko Taira AI4CE 64 54 0 13 May 2023
Multi-fidelity prediction of fluid flow and temperature field based on transfer learning using Fourier Neural Operator Yanfang Lyu Xiaoyu Zhao Zhiqiang Gong Xiao Kang Wen Yao AI4CE 79 27 0 14 Apr 2023
The transformative potential of machine learning for experiments in fluid mechanics Ricardo Vinuesa Steven L. Brunton B. McKeon AI4CE 64 77 0 28 Mar 2023
Ensemble flow reconstruction in the atmospheric boundary layer from spatially limited measurements through latent diffusion models A. Rybchuk M. Hassanaly N. Hamilton P. Doubrawa Mitchell J. Fulton L. Martínez‐Tossas AI4CE DiffM 74 18 0 01 Mar 2023
Uncertainty Guided Ensemble Self-Training for Semi-Supervised Global Field Reconstruction Yunyang Zhang Zhiqiang Gong Xiaoyu Zhao Wen Yao AI4CE 88 2 0 23 Feb 2023
RecFNO: a resolution-invariant flow and heat field reconstruction method from sparse observations via Fourier neural operator Xiaoyu Zhao Xiaoqian Chen Zhiqiang Gong Weien Zhou Wen Yao Yunyang Zhang AI4CE 68 24 0 20 Feb 2023
FR3D: Three-dimensional Flow Reconstruction and Force Estimation for Unsteady Flows Around Extruded Bluff Bodies via Conformal Mapping Aided Convolutional Autoencoders Ali Girayhan Ozbay S. Laizet AI4CE 54 2 0 03 Feb 2023
Super-Resolution Analysis via Machine Learning: A Survey for Fluid Flows Kai Fukami K. Fukagata Kunihiko Taira AI4CE 89 110 0 26 Jan 2023
Forecasting subcritical cylinder wakes with Fourier Neural Operators Peter I. Renn Cong Wang Sahin Lale Zong-Yi Li Anima Anandkumar Morteza Gharib AI4CE 72 15 0 19 Jan 2023
Multi-task Learning for Source Attribution and Field Reconstruction for Methane Monitoring Arka Daw K. Yeo Anuj Karpatne L. Klein 49 2 0 02 Nov 2022
Applying Physics-Informed Enhanced Super-Resolution Generative Adversarial Networks to Turbulent Non-Premixed Combustion on Non-Uniform Meshes and Demonstration of an Accelerated Simulation Workflow Mathis Bode AI4CE 128 3 0 28 Oct 2022
Flow Completion Network: Inferring the Fluid Dynamics from Incomplete Flow Information using Graph Neural Networks Xiaodong He Yinan Wang Juan Li GNN 48 22 0 10 May 2022
Super-resolution GANs of randomly-seeded fields A. Güemes C. S. Vila S. Discetti 29 10 0 23 Feb 2022
Performance and accuracy assessments of an incompressible fluid solver coupled with a deep Convolutional Neural Network Ekhi Ajuria Illarramendi M. Bauerheim B. Cuenot 89 21 0 20 Sep 2021
Assessments of epistemic uncertainty using Gaussian stochastic weight averaging for fluid-flow regression Masaki Morimoto Kai Fukami R. Maulik Ricardo Vinuesa K. Fukagata UQCV 86 31 0 16 Sep 2021
A Machine Learning Surrogate Modeling Benchmark for Temperature Field Reconstruction of Heat-Source Systems Xiaoqian Chen Zhiqiang Gong Xiaoyu Zhao Weien Zhou Wen Yao AI4CE 139 22 0 17 Aug 2021