Publications
Browse 88 publications, grouped by year. Search by title, author, venue, or topic below. For the latest citation metrics and profile corrections, visit Jize Zhang’s Google Scholar profile.
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2027
Bayesian active learning for reliability-based design optimization with a composite multi-point look-ahead strategy (2027) · · Structural Safety · Cited by 0
Bayesian probability density evolution method for reliability analysis with stepwise uncertainty reduction (2027) · · Reliability Engineering & System Safety · Cited by 0
Scalable neural classifier-based adaptive importance sampling for failure probability estimation (2027) · · Structural Safety · Cited by 0
Time-attentional neural operator for solving time-dependent partial differential equations (2027) · · Computer Methods in Applied Mechanics and Engineering · Cited by 0
2026
Exploiting Output Coordinates for Efficient Global Sensitivity Analysis of Regional Storm Surge Forecasting via Neural Fields (2026) · · ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering · Cited by 0
Reliable building inventory imputation for regional-scale risk assessment: An uncertainty-guided framework using spatially-enhanced Transformers (2026) · · Reliability Engineering & System Safety · Cited by 7
Elastic versus viscoelastic physics-informed neural networks for transient flow modeling in high-density polyethylene pipes (2026) · · Physics of Fluids · Cited by 0
Physics-informed 3D wind field reconstruction in the urban canopy from LiDAR observations (2026) · · Building and Environment · Cited by 0
Efficient importance sampling for stochastic simulators using adaptive mixture density networks (2026) · · Structural Safety · Cited by 1
Hierarchical Bayesian Calibration of the Epicentral Distance Estimation Model for Earthquake Early Warning System (2026) · · Seismological Research Letters · Cited by 1
Enhancing household water end-use estimates from low time-resolution smart meter data via stochastic discrete event modeling and Bayesian inference (2026) · · Water Research X · Cited by 1
Fourier Mixture-of-Experts for Robust Infrastructure Defect Segmentation (2026) · · Journal of Engineering Mechanics · Cited by 1
Spatially localized dimensionality reduction for storm surge analysis: a Non-negative Matrix Factorization framework for imputation, bias correction, and surrogate modeling (2026) · · Applied Ocean Research · Cited by 2
Vortex state transitions in deep street canyons enabled by an automated large language model workflow (2026) · · Physics of Fluids · Cited by 2
Computationally and Memory Efficient Graph Neural Network for Emulating Storm Surge Inundation State Over Extended Geospatial Domains (2026) · · Journal of Geophysical Research: Machine Learning and Computation · Cited by 5
Projection-based low-dimensional parameterization method for three-dimensional discrete fracture networks through generative adversarial network (2026) · · Journal of Rock Mechanics and Geotechnical Engineering · Cited by 1
Accelerating Seismic Response Distribution Estimation With Scalable Mixture Density Network Stochastic Surrogate Models (2026) · · Earthquake Engineering & Structural Dynamics · Cited by 6
Learning interpretable environment-dependent stochastic discrepancy equations for bias correction and epistemic uncertainty quantification of tropical cyclone models (2026) · · Journal of Wind Engineering and Industrial Aerodynamics · Cited by 4
Accurate concrete spalling segmentation from bounding box supervision using Segment Anything (2026) · · Automation in Construction · Cited by 2
Deep surrogate-based GPU-accelerated optimization for wind-resistant shear wall layout (2026) · · Structures · Cited by 2
Intra-city scale graph neural networks enhance short-term air temperature forecasting (2026) · · Atmospheric Chemistry and Physics · Cited by 2
Scaffolding Probabilistic Reasoning in Civil Engineering Education: Integrating AI Tutoring with Simulation-Based Learning (2026) · · Education Sciences · Cited by 6
Towards high-fidelity urban wind profiles for the built environment: a neural field to fuse multi-source observational data in Guangzhou, China (2026) · · Building and Environment · Cited by 13
SeClaw: Spec-Driven Security Task Synthesis for Evaluating Autonomous Agents (2026) · · arXiv · Cited by 3
Open-AoE: An Open Egocentric Manipulation Dataset and Toolchain for Embodied Learning (2026) · · arXiv · Cited by 7
2025
Deep virtual model assisted dynamic buckling and reliability analysis of stiffened perovskite solar cells under high-dimensional and categorical factors (2025) · · Composite Structures · Cited by 4
iCE-NGM: Improved cross-entropy importance sampling with non-parametric adaptive Gaussian mixtures and budget-informed stopping criterion (2025) · · Reliability Engineering & System Safety · Cited by 16
On structural loads and responses of monopile offshore wind turbines under typhoons: Numerical case study of Super Typhoon Chan-hom (2025) · · Case Studies in Construction Materials · Cited by 14
Generating high-fidelity discrete fracture networks from low-dimensional latent spaces using generative adversarial network (2025) · · International Journal of Rock Mechanics and Mining Sciences · Cited by 10
Efficient unsupervised domain adaptation for crack segmentation with interpretable Fourier– Morphology blending and Uncertainty‐guided self‐training (2025) · · Computer-Aided Civil and Infrastructure Engineering · Cited by 11
Multi-point active learning probability density evolution method (2025) · · Structural Safety · Cited by 12
Probability density evolution method for structural reliability analysis: A parallel Bayesian active learning perspective (2025) · · Computers & Structures · Cited by 7
Deep probabilistic modeling of environment-dependent tropical cyclone intensity evolution using Flow generative models (2025) · · Journal of Wind Engineering and Industrial Aerodynamics · Cited by 4
SelectSeg: Uncertainty-based selective training and prediction for accurate crack segmentation under limited data and noisy annotations (2025) · · Reliability Engineering & System Safety · Cited by 30
Not Just Text: Uncovering Vision Modality Typographic Threats in Image Generation Models (2025) · · IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · Cited by 14
Parallel Multifidelity Design of Experiment Strategy Considering Low-Fidelity Simulation Feasibility (2025) · · ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering · Cited by 15
Efficient, scalable emulation of stochastic simulators: A mixture density network based surrogate modeling framework (2025) · · Reliability Engineering & System Safety · Cited by 29
Concrete Damage Identification and Localization for Structural Health Monitoring Based on Piezoelectric Sensors (2025) · · Sensors · Cited by 12
A theoretically-consistent parallel enrichment strategy for Bayesian active learning reliability analysis (2025) · · Computer Methods in Applied Mechanics and Engineering · Cited by 25
Adaptive virtual modelling enhanced dynamic and reliability analysis of SGPLRP-MEE plates (2025) · · International Journal of Mechanical Sciences · Cited by 15
2024
Unveiling Typographic Deceptions: Insights of the Typographic Vulnerability in Large Vision-Language Models (2024) · · European Conference on Computer Vision (ECCV) · Cited by 57
A Generative Model of Discrete Fracture Networks Based on Latent Diffusion Model (2024) · · International Geomechanics Conference · Cited by 4
TC-Diffusion: A diffusion-based probabilistic tropical cyclone model with application to typhoon wind hazard assessment (2024) · · Reliability Engineering & System Safety · Cited by 23
Surge-NF: Neural Fields inspired peak storm surge surrogate modeling with multi-task learning and positional encoding (2024) · · Coastal Engineering · Cited by 38
A statistical mechanics framework for task-agnostic sample design in machine learning (2024) · · Advances in Neural Information Processing Systems · Cited by 2
Adaptive multi-fidelity Monte Carlo for real-time probabilistic storm surge predictions (2024) · · Reliability Engineering & System Safety · Cited by 25
TC-SINDy: Improving physics-based deterministic tropical cyclone track and intensity model via data-driven sparse identification of Nonlinear Dynamics (2024) · · Journal of Wind Engineering and Industrial Aerodynamics · Cited by 16
Time series forecasting of pedestrian-level urban air temperature by LSTM: Guidance for practitioners (2024) · · Urban Climate · Cited by 35
Advancing storm surge forecasting from scarce observation data: A causal-inference based Spatio-Temporal Graph Neural Network approach (2024) · · Coastal Engineering · Cited by 60
Advanced virtual modelling aided stochastic nonlinear dynamic stability analysis of the GPLR-FGP plate in thermal environments (2024) · · Thin-Walled Structures · Cited by 12
Bilevel optimization of non-uniform offshore wind farm layout and cable routing for the refined LCOE using an enhanced PSO (2024) · · Ocean Engineering · Cited by 27
Numerical study of dynamic amplification factor and characteristic wind curves of high-speed train in tornado-like vortices (2024) · · Journal of Wind Engineering and Industrial Aerodynamics · Cited by 5
Fluid-structure interaction analysis of wind turbine aerodynamic loads and aeroelastic responses considering blade and tower flexibility (2024) · · Engineering Structures · Cited by 59
Typography leads semantic diversifying: Amplifying adversarial transferability across multimodal large language models (2024) · · arXiv · Cited by 14
Manipulation Facing Threats: Evaluating Physical Vulnerabilities in End-to-End Vision Language Action Models (2024) · · arXiv · Cited by 27
2023
Laminar flow over a rectangular cylinder experiencing torsional flutter: Dynamic response, forces and coherence modes (2023) · · Physics of Fluids · Cited by 27
Machine learning applications on air temperature prediction in the urban canopy layer: A critical review of 2011–2022 (2023) · · Urban Climate · Cited by 94
A flexible proton beam imaging energy spectrometer (PROBIES) for high repetition rate or single-shot high energy density (HED) experiments (2023) · · Review of Scientific Instruments · Cited by 16
RBFormer: Improve Adversarial Robustness of Transformer by Robust Bias (2023) · · The British Machine Vision Conference (BMVC) · Cited by 6
2022
Attribution-Driven Explanation of the Deep Neural Network Model via Conditional Microstructure Image Synthesis (2022) · · ACS Omega · Cited by 18
2021
A deep learning-accelerated data assimilation and forecasting workflow for commercial-scale geologic carbon storage (2021) · · International Journal of Greenhouse Gas Control · Cited by 100
Accelerating the rate of discovery: toward high-repetition-rate HED science (2021) · · Plasma Physics and Controlled Fusion · Cited by 55
Leveraging Uncertainty from Deep Learning for Trustworthy Material Discovery Workflows (2021) · · ACS Omega · Cited by 31
Inferring fracture aperture distribution at the EGS Collab Experiment 1 testbed through a deep learning accelerated Bayesian approach (2021) · · 46th Workshop on Geothermal Reservoir Engineering · Cited by 6
MR-GAN: Manifold Regularized Generative Adversarial Networks for Scientific Data (2021) · · SIAM Journal on Mathematics of Data Science · Cited by 22
Convolutional generative adversarial imputation networks for spatio-temporal missing data in storm surge simulations (2021) · · arXiv · Cited by 18
A Winning Hand: Compressing Deep Networks Can Improve Out-Of-Distribution Robustness (2021) · · Advances in Neural Information Processing Systems (NeurIPS) · Cited by 118
2020
Developments in storm surge estimation using surrogate modeling techniques (2020) · · Coastal Engineering Proceedings · Cited by 2
Geospatial Environments for Hurricane Risk Assessment: Applications to Situational Awareness and Resilience Planning in New Jersey (2020) · · Frontiers in Built Environment · Cited by 55
Adaptive design of experiments for global Kriging metamodeling through cross-validation information (2020) · · Structural and Multidisciplinary Optimization · Cited by 53
Interpretation of tracer data using a Markov chain Monte Carlo approach for the characterization of the EGS collab testbed (2020) · · 54th U.S. Rock Mechanics/Geomechanics Symposium · Cited by 3
Surrogate modeling of hydrodynamic forces between multiple floating bodies through a hierarchical interaction decomposition (2020) · · Journal of Computational Physics · Cited by 34
Evolutionary Multi-Objective Optimization Under Uncertainty Through Adaptive Kriging in Augmented Input Space (2020) · · Journal of Mechanical Design · Cited by 15
Mix-n-Match: Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning (2020) · · International Conference on Machine Learning (ICML) · Cited by 387
2019
Accelerating MCMC via Kriging-based adaptive independent proposals and delayed rejection (2019) · · Computer Methods in Applied Mechanics and Engineering · Cited by 45
Applications of Reduced Order and Surrogate Modeling in Structural Dynamics (2019) · · IMAC, A Conference and Exposition on Structural Dynamics · Cited by 2
Bayesian model averaging for Kriging regression structure selection (2019) · · Probabilistic Engineering Mechanics · Cited by 25
Multi-objective optimization for design under uncertainty problems through surrogate modeling in augmented input space: J. Zhang (2019) · · Structural and Multidisciplinary Optimization · Cited by 28
Iterative/Adaptive Kriging Surrogate Model Development for Uncertainty Quantification Analysis (2019) · · Curate ND · Cited by 1
2018
Advances in surrogate modeling for storm surge prediction: storm selection and addressing characteristics related to climate change (2018) · · Natural Hazards · Cited by 82
Adaptive Kriging Stochastic Sampling and Density Approximation and Its Application to Rare-Event Estimation (2018) · · ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering · Cited by 44
Bayesian posterior sampling using a metamodel‐based sequential approach (2018) · · 19th IFIP WG-7.5 conference on Reliability and Optimization of Structural Systems · Cited by 5
2017
Sequential approximate optimization for design under uncertainty problems utilizing Kriging metamodeling in augmented input space (2017) · · Computer Methods in Applied Mechanics and Engineering · Cited by 97
2015
Duplicate Report Detection in Urban Crowdsensing Applications for Smart City (2015) · · IEEE International Conference on Smart City/SocialCom/SustainCom (SmartCity) · Cited by 20
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