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Sibo Cheng
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Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review
S Cheng, C Quilodran-Casas, S Ouala, A Farchi, C Liu, P Tandeo, ...
IEEE/CAA journal of automatica sinica, 2023
562023
Data-driven surrogate model with latent data assimilation: Application to wildfire forecasting
S Cheng, IC Prentice, Y Huang, Y Jin, YK Guo, R Arcucci
Journal of Computational Physics 464, 111302, 2022
552022
Data-enabled physics-informed machine learning for reduced-order modeling digital twin: application to nuclear reactor physics
H Gong(1), S Cheng(1), Z Chen, Q Li
Nuclear Science and Engineering 196 (6), 668-693, 2022
472022
Generalised Latent Assimilation in Heterogeneous Reduced Spaces with Machine Learning Surrogate Models
S Cheng, J Chen, C Anastasiou, P Angeli, OK Matar, YK Guo, CC Pain, ...
Journal of scientific computing, 2023
452023
Parameter Flexible Wildfire Prediction Using Machine Learning Techniques: Forward and Inverse Modelling
S Cheng, Y Jin, SP Harrison, C Quilodrán-Casas, IC Prentice, YK Guo, ...
Remote Sensing 14 (13), 3228, 2022
312022
A non‐linear non‐intrusive reduced order model of fluid flow by auto‐encoder and self‐attention deep learning methods
R Fu, D Xiao, IM Navon, F Fang, L Yang, C Wang, S Cheng
International Journal for Numerical Methods in Engineering, 2023
29*2023
An efficient digital twin based on machine learning SVD autoencoder and generalised latent assimilation for nuclear reactor physics
H Gong(1), S Cheng(1), Z Chen, Q Li, C Quilodrán-Casas, D Xiao, ...
Annals of Nuclear Energy 179, 109431, 2022
252022
Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias
Z Wan, C Liu, M Zhang, J Fu, B Wang, S Cheng, L Ma, C Quilodrán-Casas, ...
Advances in Neural Information Processing Systems (NeurIPS), 2023, 2023
232023
M-FLAG: Medical vision-language pre-training with frozen language models and latent space geometry optimization
C Liu, S Cheng, C Chen, M Qiao, W Zhang, A Shah, W Bai, R Arcucci
International Conference on Medical Image Computing and Computer-Assisted …, 2023
222023
Frozen Language Model Helps ECG Zero-Shot Learning
J Li, C Liu, S Cheng, R Arcucci, S Hong
Medical Imaging with Deep Learning (MIDL), 2023
212023
Error covariance tuning in variational data assimilation: application to an operating hydrological model
S Cheng, JP Argaud, B Iooss, D Lucor, A Ponçot
Stochastic Environmental Research and Risk Assessment 35 (5), 1019-1038, 2021
212021
Background error covariance iterative updating with invariant observation measures for data assimilation
S Cheng, JP Argaud, B Iooss, D Lucor, A Ponçot
Stochastic Environmental Research and Risk Assessment 33 (11), 2033-2051, 2019
212019
Generative text-guided 3d vision-language pretraining for unified medical image segmentation
Y Chen, C Liu, W Huang, S Cheng, R Arcucci, Z Xiong
arXiv preprint arXiv:2306.04811, 2023
202023
Observation data compression for variational assimilation of dynamical systems
S Cheng, D Lucor, JP Argaud
Journal of computational science 53, 101405, 2021
202021
Ensemble latent assimilation with deep learning surrogate model: application to drop interaction in a microfluidics device
Y Zhuang, S Cheng*, N Kovalchuk, M Simmons, OK Matar, YK Guo, ...
Lab on a Chip 22 (17), 3187-3202, 2022
192022
Real-time updating of dynamic social networks for COVID-19 vaccination strategies
S Cheng, CC Pain, YK Guo, R Arcucci
Journal of Ambient Intelligence and Humanized Computing, 1-14, 2023
17*2023
Observation error covariance specification in dynamical systems for data assimilation using recurrent neural networks
S Cheng, M Qiu
Neural Computing and Applications 34 (16), 13149-13167, 2022
172022
A graph clustering approach to localization for adaptive covariance tuning in data assimilation based on state-observation mapping
S Cheng, JP Argaud, B Iooss, A Ponçot, D Lucor
Mathematical Geosciences 53 (8), 1751-1780, 2021
152021
Optimization of microfluidic synthesis of silver nanoparticles: a generic approach using machine learning
K Nathanael, S Cheng, NM Kovalchuk, R Arcucci, MJH Simmons
Chemical Engineering Research and Design 193, 65-74, 2023
102023
Etp: Learning transferable ecg representations via ecg-text pre-training
C Liu, Z Wan, S Cheng, M Zhang, R Arcucci
arXiv preprint arXiv:2309.07145, 2023
92023
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Articles 1–20