Improving Convection Trigger Functions in Deep Convective Parameterization Schemes Using Machine Learning
Andrew M. Vogelmann , Shaocheng Xie , Wuyin Lin , Jean‐Christophe Golaz
Journal of Advances in Modeling Earth Systems 13 ( 5)
2021
Prediction of Tropical Cyclone Genesis from Mesoscale Convective Systems Using Machine Learning
Wuyin Lin , Yanluan Lin , Minghua Zhang , Haiyang Yu
Weather and Forecasting 34 ( 4) 1035 -1049
4
2019
How much of the NAO monthly variability is from ocean–atmospheric coupling: results from an interactive ensemble climate model
Xiaoge Xin , Wei Xue , Minghua Zhang , Huimin Li
Climate Dynamics 44 ( 3) 781 -790
7
2015
An effective parameter optimization with radiation balance constraint in CAM5 (version 5.3)
Li Wu , Tao Zhang , Yi Qin , Wei Xue
Geoscientific Model Development 13 ( 1) 41 -53
2020
Parameter calibration in global soil carbon models using surrogate-based optimization
Haoyu Xu , Tao Zhang , Yiqi Luo , Xin Huang
Geoscientific Model Development 11 ( 7) 3027 -3044
2
2018
Quantification of the responses of equatorial Pacific surface wind to uncertain cloud‐related parameters in GAMIL2
Feng Xie , Wei Xue , Lijuan Li , Tao Zhang
Atmospheric Science Letters 18 ( 12) 458 -465
3
2017
ParSA: High-throughput scientific data analysis framework with distributed file system
Tao Zhang , XiangZheng Sun , Wei Xue , Nan Qiao
Future Generation Computer Systems 51 111 -119
4
2015
Use of physics to improve solar forecast: Part II, machine learning and model interpretability
Weijia Liu , Yangang Liu , Tao Zhang , Yongxiang Han
Solar Energy 244 362 -378
3
2022
Short-Term Rainfall Prediction Based on Radar Echo Using an Improved Self-Attention PredRNN Deep Learning Model
Dali Wu , Li Wu , Tao Zhang , Wenxuan Zhang
Atmosphere 13 ( 12) 1963
1
2022
Parameter Calibration in Global Land Carbon Models Using Surrogate-based Optimization
Haoyu Xu , Tao Zhang , Yiqi Luo , Wei Xue
ResU‐Deep: Improving the Trigger Function of Deep Convection in Tropical Regions With Deep Learning
Mengxuan Chen , Haohuan Fu , Tao Zhang , Lanning Wang
Journal of Advances in Modeling Earth Systems 15 ( 11) e2022MS003521 -e2022MS003521
2023
Data driven pathway analysis and forecast of global warming and sea level rise
Jiecheng Song , Guanchao Tong , Jiayou Chao , Jean Chung
Scientific Reports 13 ( 1) 5536 -5536
13
2023
Physics-Informed Deep Learning for Reconstruction of Spatial Missing Climate Information in the Antarctic
Ziqiang Yao , Tao Zhang , Li Wu , Xiaoying Wang
Atmosphere 14 ( 4) 658 -658
3
2023
Towards accelerating particle‐resolved direct numerical simulation with neural operators
Mohammad Atif , Vanessa López‐Marrero , Tao Zhang , Abdullah Al Muti Sharfuddin
Statistical Analysis and Data Mining: The ASA Data Science Journal 17 ( 3) e11690 -e11690
2024
Emulator of PR‐DNS: Accelerating dynamical fields with neural operators in particle‐resolved direct numerical simulation
Tao Zhang , Lingda Li , Vanessa López‐Marrero , Meifeng Lin
Journal of Advances in Modeling Earth Systems 16 ( 2) e2023MS003898 -e2023MS003898
2024
Accelerating Dynamical Fields in Particle-Resolved Direct Numerical Simulation using Physics-Informed Neural Operator
Tao Zhang , Lingda Li , Vanessa Lopez-Marrero , Yangang Liu
AGU23
2023
Digital Twin of PR-DNS: Accelerating Dynamical Fields with Neural Operators in Particle-Resolved Direct Numerical Simulation
Tao Zhang , Lingda Li , Meifeng Lin , Yangang Liu
Authorea Preprints
2023
Using HPC/AI-Accelerated Particle-Resolved Direct Numerical Simulations to Study Microphysics-Turbulence Interactions in Clouds
Yangang Liu , Tao Zhang , Kwang Min Yu , Vanessa Lopez-Marrero
XXVIII General Assembly of the International Union of Geodesy and Geophysics (IUGG)
2023
A Fortran-Python Interface for Integrating Machine Learning Parameterization into Earth System Models
Tao Zhang , Cyril Morcrette , Meng Zhang , Wuyin Lin
Geoscientific Model Development Discussions 2024 1 -26
2024
Climate impacts of stochastic atmospheric perturbations on the ocean
X. Zhang , J. , Xue , W.
Int. J. Climatol. 34 3900–3912. -3900–3912.
10
2014