Research Areas

Preprints (6)

Journal Publications (20)


    Joint Inversion of Receiver Function and Surface Wave Dispersion Based on the Unscented Kalman Inversion

    Longlong Wang, Daniel Zhengyu Huang, Yun Chen, Youshan Liu, Nanqiao Du, Wei Li
    Geophysical Journal International, 2024
    [DOI]


    An Operator Learning Perspective on Parameter-To-Observable Maps

    Daniel Zhengyu Huang, Nicholas H Nelsen, Margaret Trautner
    Foundations of Data Science, 2024
    [arXiv] [DOI] [code]


    AI-aided Geometric Design of Anti-infection Catheters

    Tingtao Zhou*, Xuan Wan*, Daniel Zhengyu Huang, Zongyi Li, Zhiwei Peng, Anima Anandkumar, John F. Brady, Paul W. Sternberg, Chiara Daraio
    Science Advances, 2024
    [arXiv] [DOI] [code]


    Fourier Neural Operator with Learned Deformations for PDEs on General Geometries

    Zongyi Li, Daniel Zhengyu Huang, Burigede Liu, Anima Anandkumar
    Journal of Machine Learning Research, 2023
    [arXiv] [DOI] [code]


    Long Random Matrices and Tensor Unfolding

    Gérard Ben Arous, Daniel Zhengyu Huang, Jiaoyang Huang
    Annals of Applied Probability, 2023
    [arXiv] [DOI]


    The Cost-Accuracy Trade-Off In Operator Learning With Neural Networks

    Maarten V. de Hoop, Daniel Zhengyu Huang, Elizabeth Qian, Andrew M. Stuart
    Journal of Machine Learning, 2022
    [arXiv] [DOI] [code]


    EnsembleKalmanProcesses. jl: Derivative-free ensemble-based model calibration

    Oliver R. A. Dunbar, Ignacio Lopez-Gomez, Alfredo Garbuno-Iñigo, Daniel Zhengyu Huang, Eviatar Bach, Jin-long Wu
    The Journal of Open Source Software, 2022
    [DOI] [code]


    Efficient Derivative-Free Bayesian Inference for Large-Scale Inverse Problems

    Daniel Zhengyu Huang, Jiaoyang Huang, Sebastian Reich, Andrew M. Stuart
    Inverse Problems, 2022
    [arXiv] [DOI] [code]

    Bayesian Calibration for Large­Scale Fluid Structure Interaction Problems Under Embedded/Immersed Boundary Framework

    Shunxiang Cao, Daniel Zhengyu Huang
    International Journal for Numerical Methods in Engineering, 2022
    [arXiv] [DOI] [code]


    Iterated Kalman Methodology for Inverse Problems

    Daniel Zhengyu Huang, Tapio Schneider, Andrew M. Stuart
    Journal of Computational Physics, 2022
    [arXiv] [DOI] [code]


    Power Iteration for Tensor PCA

    Jiaoyang Huang, Daniel Zhengyu Huang, Qing Yang, Guang Cheng
    Journal of Machine Learning Research, 2022
    [arXiv] [DOI]


    Learning Constitutive Relations Using Symmetric Positive Definite Neural Networks

    Kailai Xu*, Daniel Zhengyu Huang*, Eric Darve
    Journal of Computational Physics, 2021
    [arXiv] [DOI] [code]


    A Homogenized Flux-Body Force Approach for Modeling Porous Wall Boundary Conditions in Compressible Viscous Flows

    Daniel Zhengyu Huang, Man Long Wong, Sanjiva K. Lele, Charbel Farhat
    AIAA Journal, 2021
    [arXiv] [DOI] [code]


    A Computationally Tractable Framework for Nonlinear Dynamic Multiscale Modeling of Membrane Fabric

    Philip Avery, Daniel Zhengyu Huang, Wanli He, Johanna Ehlers, Armen Derkevorkian, Charbel Farhat
    International Journal for Numerical Methods in Engineering, 2021
    [arXiv] [DOI] [code]


    Learning Constitutive Relations from Indirect Observations Using Deep Neural Networks

    Daniel Zhengyu Huang*, Kailai Xu*, Charbel Farhat, Eric Darve
    Journal of Computational Physics, 2020
    [arXiv] [DOI] [code]


    High-Order Partitioned Spectral Deferred Correction Solvers for Multiphysics Problems

    Daniel Zhengyu Huang, Will Pazner, Per-Olof Persson, Matthew J. Zahr
    Journal of Computational Physics, 2020
    [arXiv] [DOI] [code]


    An Embedded Boundary Approach for Resolving the Contribution of Cable Subsystems to Fully Coupled Fluid-Structure Interaction

    Daniel Zhengyu Huang,Philip Avery, Charbel Farhat
    International Journal for Numerical Methods in Engineering, 2020
    [arXiv] [DOI] [code]


    Mesh Adaptation Framework for Embedded Boundary Methods for CFD and Fluid-Structure Interaction

    Raunak Borker, Daniel Zhengyu Huang, Sebastian Grimberg, Charbel Farhat, Philip Avery, Jason Rabinovitch
    International Journal for Numerical Methods in Fluids, 2019
    [ResearchGate] [DOI] [code]

    High-Order, Linearly Stable, Partitioned Solvers for General Multiphysics Problems Based on Implicit-Explicit Runge-Kutta Schemes

    Daniel Zhengyu Huang, Per-Olof Persson, Matthew J. Zahr
    Computer Methods in Applied Mechanics and Engineering, 2018
    [arXiv] [DOI]


    A Family of Position- and Orientation-Independent Embedded Boundary Methods for Viscous Flow and Fluid-Structure Interaction Problems

    Daniel Zhengyu Huang, Dante De Santis, Charbel Farhat
    Journal of Computational Physics, 2018
    [ResearchGate] [DOI] [code]

Conference Publications (7)


    Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty

    Luning Sun*, Daniel Zhengyu Huang*, Hao Sun, Jian-xun Wang
    Conference on Neural Information Processing Systems, 2022
    [arXiv] [DOI] [code]


    Modeling, Simulation and Validation of Supersonic Parachute Inflation Dynamics During Mars Landing

    Daniel Zhengyu Huang,Philip Avery, Charbel Farhat, Jason Rabinovitch, Armen Derkevorkian, Lee D Peterson
    AIAA Science and Technology Forum and Exposition, 2020
    [arXiv] [DOI] [code]


    Effects of Structural Parameters on the FSI Simulation of Supersonic Parachute Deployments

    Armen Derkevorkian, Lee D Peterson, Jason Rabinovitch, Daniel Zhengyu Huang, Philip Avery, Charbel Farhat
    AIAA Aviation and Aeronautics Forum and Exposition, 2019
    [DOI] [code]


    Towards a Validated FSI Computational Framework for Supersonic Parachute Deployments

    Jason Rabinovitch, Daniel Zhengyu Huang, Raunak Borker, Philip Avery, Charbel Farhat, Armen Derkevorkian, Lee D Peterson
    AIAA Aviation and Aeronautics Forum and Exposition, 2019
    [DOI] [code]


    A High-Order Partitioned Solver for General Multiphysics Problems and Its Applications in Optimization

    Daniel Zhengyu Huang, Per-Olof Persson, Matthew J. Zahr
    AIAA Science and Technology Forum and Exposition, 2019
    [arXiv] [DOI]


    Preliminary Verification and Validation Test Suite for the CFD Component of Supersonic Parachute Deployment FSI Simulations

    Jason Rabinovitch, Daniel Zhengyu Huang, Raunak Borker, Philip Avery, Charbel Farhat, Armen Derkevorkian, Lee D Peterson
    AIAA Science and Technology Forum and Exposition, 2018
    [DOI] [code]


    Simulation of Parachute Inflation Dynamics Using an Eulerian Computational Framework for Evolving Fluid-Structure Interfaces in High Speed Turbulent Flows

    Daniel Zhengyu Huang, Charbel Farhat, Philip Avery, Jason Rabinovitch, Armen Derkevorkian, Lee D Peterson
    AIAA Science and Technology Forum and Exposition, 2018
    [DOI] [code]