穆斌

2026

海气耦合资料同化对北大西洋涛动中期预报的改进

SCIENTIA SINICA Terrae

DOI

2026

Improving S2S Precipitation Forecast over China via a Deep Learning Model with Multi-Sphere Causality-Linked Predictors

Journal of Meteorological Research

DOI

2026

A Multi-View Sequence Fusion Network for Improving Tropical Cyclone Intensity Estimation

Journal of Meteorological Research

DOI

2026

ENSO‐CausalNet: Integrating Causal Inference Into Deep Learning for Robust ENSO Prediction

Geophysical Research Letters

DOI

2026

ENSO probability forecasting by diffusing multi-intelligent models

Ocean Modelling

DOI

2026

Enhancing Tropical Cyclone Prediction Through AI Weather Model Ensemble Forecasts and Multi‐Source Data Integration

Earth and Space Science

DOI

2026

Coupled atmosphere-ocean data assimilation for enhanced medium-range prediction of the North Atlantic Oscillation

Science China. Earth Sciences

DOI

2026

DecGAN: A bias correction and downscaling deep‐learning model for numerical predictions with applications to sea surface temperature in the Pacific and precipitation in Asia

Quarterly Journal of the Royal Meteorological Society

DOI

2026

AI for atmosphere–ocean sciences: advancements, challenges and ways forward

National Science Review

DOI

2026

A Machine-Learning-Driven Physics-Informed Variational Framework for Intelligent ENSO Ensemble Prediction

Communications in computer and information science

DOI

2025

气候变化背景下“AI+气象”复合型人才培养探索与实践

《大学教育》

2025

Developing Intelligent Earth System Models : An AI scheme of K-profile parameterization and stable coupling into CESM with FTA

Ocean Modelling

DOI

2025

An Interpretable NAO Daily Prediction Model Considering Weighted Causal Effects of Physical Processes

Journal of Meteorological Research

DOI

2025

Skillful Subseasonal-to-Seasonal Forecasting of Extreme Events with a Multi-Sphere Coupled Probabilistic Model

arXiv.org

DOI

2025

Prediction of the summertime Northwest Pacific subtropical high based on ConvLSTM

Atmospheric and Oceanic Science Letters

DOI

2025

A Deep Learning–Based Bias Correction Model for Tropical Cyclone Track and Intensity towards Forecasting of the TianXing Large Weather Model

Advances in Atmospheric Sciences

DOI

2025

EAAC-S2S: East Asian Atmospheric Circulation S2S Forecasting with a Deep Learning Model Considering Multi-Sphere Coupling

Advances in Atmospheric Sciences

DOI

2025

AI Weather and Climate Prediction and Applications

Bulletin of The American Meteorological Society - (BAMS)

DOI

2024

Multivariate Upstream Kuroshio Transport (UKT) Prediction and Targeted Observation Sensitive Area Identification of UKT Seasonal Reduction

Ocean Modelling

DOI

2024

基于深度学习的全球热带气旋生成预测模型及其可解释性分析

SCIENTIA SINICA Terrae

DOI

2024

A deep learning-based bias correction model for Arctic sea ice concentration towards MITgcm

Ocean Modelling

DOI

2024

A deep learning-based global tropical cyclogenesis prediction model and its interpretability analysis

Science China. Earth Sciences

DOI

2024

An extension to ensemble forecast of conditional nonlinear optimal perturbation considering nonlinear interaction between initial and model parametric uncertainties

Atmospheric research

DOI

2024

Developing intelligent Earth System Models: An AI framework for replacing sub-modules based on incremental learning and its application

Atmospheric research

DOI

2024

TianXing: A Linear Complexity Transformer Model with Explicit Attention Decay for Global Weather Forecasting

Advances in Atmospheric Sciences

DOI

2024

Incorporating heat budget dynamics in a Transformer-based deep learning model for skillful ENSO prediction

npj Climate and Atmospheric Science

DOI

2024

Toward a Learnable Climate Model in the Artificial Intelligence Era

Advances in Atmospheric Sciences

DOI

2024

CAU: A Causality Attention Unit for Spatial-Temporal Sequence Forecast

IEEE transactions on multimedia

DOI

2023

国家自然科学基金大气科学学科二级申请代码下设研究方向与关键词解读:D0510大气数据与信息技术

《大气科学》

2023

A paralleled embedding high-dimensional Bayesian optimization with additive Gaussian kernels for solving CNOP

Ocean Modelling

DOI

2023

IceTFT v1.0.0: interpretable long-term prediction of Arctic sea ice extent with deep learning

Geoscientific Model Development

DOI

2023

NAO Seasonal Forecast Using a Multivariate Air–Sea Coupled Deep Learning Model Combined with Causal Discovery

Atmosphere

DOI

2023

A Generative Adversarial Network–based unified model integrating bias correction and downscaling for global SST

Atmospheric and Oceanic Science Letters

DOI

2023

Error Evolutions and Analyses on Joint Effects of SST and SL via Intermediate Coupled Models and Conditional Nonlinear Optimal Perturbation Method

Journal of Marine Science and Engineering

DOI

2023

Dimension shifting based intelligent algorithm framework to solve conditional nonlinear optimal perturbation

Computational Geosciences

DOI

2023

PIRT: A Physics-Informed Red Tide Deep Learning Forecast Model Considering Causal-Inferred Predictors Selection

IEEE Geoscience and Remote Sensing Letters

DOI

2023

A radiative transfer deep learning model coupled into WRF with a generic fortran torch adaptor

Frontiers in Earth Science

DOI

2023

Estimating the tropical cyclone wind structure using physics-incorporated networks

Frontiers in Earth Science

DOI

2023

Comment on gmd-2022-293

DOI

2022

Ensemble Forecast for Tropical Cyclone Based on CNOP-P Method: A Case Study of WRF Model and Two Typhoons

《热带气象学报(英文版)》

DOI

2022

ENSO‐GTC: ENSO Deep Learning Forecast Model With a Global Spatial‐Temporal Teleconnection Coupler

Journal of Advances in Modeling Earth Systems

DOI

2022

Simulation, Precursor Analysis and Targeted Observation Sensitive Area Identification for Two Types of ENSO using ENSO-MC v1.0

Geoscientific Model Development

DOI

2022

The NAO Variability Prediction and Forecasting with Multiple Time Scales Driven by ENSO Using Machine Learning Approaches

Computational Intelligence and Neuroscience

DOI

2022

Optimal Precursors Identification for North Atlantic Oscillation Using the Parallel Intelligence Algorithm

Scientific Programming

DOI

2022

Feature extraction-based intelligent algorithm framework with neural network for solving conditional nonlinear optimal perturbation

Soft Computing - A Fusion of Foundations, Methodologies and Applications

DOI

2022

Comment on gmd-2021-396

DOI

2021

The ELM Model with Residual Compensation Based on ARIMA for North Atlantic Oscillation Index Prediction

International Conference on Image, Video and Signal Processing

DOI

2021

Typhoon Intensity Forecasting Based on LSTM Using the Rolling Forecast Method

Algorithms

DOI

2021

An Improved Continuous Tabu Search Algorithm with Adaptive Neighborhood Radius and Increasing Search Iteration Times Strategies

Int. J. Artif. Intell. Tools

DOI

2021

ENSO-ASC 1.0.0: ENSO deep learning forecast model with a multivariate air–sea coupler

Geoscientific model development

DOI

2021

Reply on AC3

DOI

2021

Comment on gmd-2021-213

DOI

2020

“数据库课程设计”课程的实践教学方法探索

《工业和信息化教育》

2020

A Climate Downscaling Deep Learning Model considering the Multiscale Spatial Correlations and Chaos of Meteorological Events

DOI

2020

Applying Convolutional LSTM Network to Predict El Niño Events: Transfer Learning from The Data of Dynamical Model and Observation

IEEE International Conference on Electronics Information and Emergency Communication

DOI

2020

Multi-Scale Downscaling with Bayesian Convolution Network for ENSO SST Pattern

2020 5th International Conference on Electromechanical Control Technology and Transportation (ICECTT)

DOI

2020

Interactive comment on “Optimal Precursors Identification for North Atlantic Oscillation using CESM and CNOP Method” by Bin Mu et al

2020

CNOP-P-Based Parameter Sensitivity Analysis for North Atlantic Oscillation in Community Earth System Model Using Intelligence Algorithms

DOI

2020

Prediction of North Atlantic Oscillation Index Associated with the Sea Level Pressure Using DWT-LSTM and DWT-ConvLSTM Networks

Mathematical Problems in Engineering

DOI

2020

Data Assimilation by Artificial Neural Network using Conventional Observation for WRF Model

International Conference on Machine Learning Technologies

DOI

2020

Optimal Precursors Identification for North Atlantic Oscillation using CESM and CNOP Method

DOI

2019

深度学习在气象领域的应用课程的建设方案

《中国信息技术教育》

2019

INTELLIGENT ALGORITHMS FOR SOLVING CNOP AND THEIR APPLICATIONS IN ENSO PREDICTABILITY AND TROPICAL CYCLONE ADAPTIVE OBSERVATIONS

Journal of Tropical Meteorology

DOI

2019

PL/SQL编程实践教学方法探索

《教育现代化》

DOI

2019

Prediction of North Atlantic Oscillation Index with Convolutional LSTM Based on Ensemble Empirical Mode Decomposition

Atmosphere

DOI

2019

A Parallel Hybrid Intelligence Algorithm for Solving Conditional Nonlinear Optimal Perturbation to Identify Optimal Precursors of North Atlantic Oscillation

DOI

2019

ENSO Forecasting over Multiple Time Horizons Using ConvLSTM Network and Rolling Mechanism

IEEE International Joint Conference on Neural Network

DOI

2019

CNOP-P-based parameter sensitivity for double-gyre variation in ROMS with simulated annealing algorithm

Journal of Oceanology and Limnology

DOI

2019

Parallel PCA-Based Bacterial Foraging Optimization Algorithm for Identifying Optimal Precursors of North Atlantic Oscillation

2019 IEEE 21st International Conference on High Performance Computing and Communications; IEEE 17th International Conference on Smart City; IEEE 5th International Conference on Data Science and Systems (HPCC/SmartCity/DSS)

DOI

2019

The Optimal Precursors for ENSO Events Depicted Using the Gradient-definition-based Method in an Intermediate Coupled Model

Advances in Atmospheric Sciences

DOI

2019

Interactive comment on “CNOP based on ACPW for Identifying Sensitive Regions of Typhoon Target Observations with WRF Model” by Bin Mu et al.

2019

NAO Index Prediction using LSTM and ConvLSTM Networks Coupled with Discrete Wavelet Transform

IEEE International Joint Conference on Neural Network

DOI

2019

Optimal precursors of double-gyre regime transitions with an adjoint-free method

Journal of Oceanology and Limnology

DOI

2019

CNOP based on ACPW for Identifying Sensitive Regions of Typhoon Target Observations with WRF Model

DOI

2018

Identifying Typhoon Targeted Observations Sensitive Areas Using the Gradient Definition Based Method

Asia-Pacific Journal of Atmospheric Sciences

DOI

2018

A novel approach for solving CNOPs and its application in identifying sensitive regions of tropical cyclone adaptive observations

Nonlinear Processes in Geophysics

DOI

2018

A Novel Approach for Solving CNOP and its Application in Identifying Sensitive Regions of Tropical Cyclone Adaptive Observations

DOI

2017

Parallel dynamic search fireworks algorithm with linearly decreased dimension number strategy for solving conditional nonlinear optimal perturbation

IEEE International Joint Conference on Neural Network

DOI

2017

An Efficient Approach Based on the Gradient Definition for Solving Conditional Nonlinear Optimal Perturbation

DOI

2017

CNOP-based sensitive areas identification for tropical cyclone adaptive observations with PCAGA method

Asia-Pacific Journal of Atmospheric Sciences

DOI

2017

CACO-LD: Parallel Continuous Ant Colony Optimization with Linear Decrease Strategy for Solving CNOP

International Conference on Neural Information Processing

DOI

2016

Parallel Modified Artificial Bee Colony Algorithm for Solving Conditional Nonlinear Optimal Perturbation

2016 IEEE 18th International Conference on High Performance Computing and Communications; IEEE 14th International Conference on Smart City; IEEE 2nd International Conference on Data Science and Systems (HPCC/SmartCity/DSS)

DOI

2016

PCAFP for Solving CNOP in Double-Gyre Variation and Its Parallelization on Clusters

2016 IEEE 18th International Conference on High Performance Computing and Communications; IEEE 14th International Conference on Smart City; IEEE 2nd International Conference on Data Science and Systems (HPCC/SmartCity/DSS)

DOI

2016

条件付き非線形最適摂動を解くための並列改良型人工的ミツバチコロニーアルゴリズム【Powered by NICT】

2015

Parallel Cooperative Co-evolution Based Particle Swarm Optimization Algorithm for Solving Conditional Nonlinear Optimal Perturbation

International Conference on Neural Information Processing

DOI

2015

PCGD: Principal components-based great deluge method for solving CNOP

IEEE Congress on Evolutionary Computation

DOI

2015

PCAGA: Principal component analysis based genetic algorithm for solving conditional nonlinear optimal perturbation

IEEE International Joint Conference on Neural Network

DOI

2015

A Parallel Sensitive Area Selection-Based Particle Swarm Optimization Algorithm for Fast Solving CNOP

International Conference on Neural Information Processing

DOI

2015

Parallel Dynamic Step Size Sphere-Gap Transferring Algorithm for Solving Conditional Nonlinear Optimal Perturbation

2015 IEEE 17th International Conference on High Performance Computing and Communications, 2015 IEEE 7th International Symposium on Cyberspace Safety and Security, and 2015 IEEE 12th International Conference on Embedded Software and Systems

DOI

2015

Robust ensemble feature extraction for solving conditional nonlinear optimal perturbation

Int. J. Comput. Sci. Eng.

DOI

2015

Paralleled Continuous Tabu Search Algorithm with Sine Maps and Staged Strategy for Solving CNOP

International Conference on Algorithms and Architectures for Parallel Processing

DOI

2015

PPSO: PCA based particle swarm optimization for solving conditional nonlinear optimal perturbation

Computational Geosciences

DOI

2015

Robust PCA-Based Genetic Algorithm for Solving CNOP

International Conference on Intelligent Computing

DOI

2014

Orthogonal Neighborhood Preservation Projection Based Method for Solving CNOP

International Conference on Intelligent Computing

DOI

2014

SAEP: Simulated Annealing Based Ensemble Projecting Method for Solving Conditional Nonlinear Optimal Perturbation

International Conference on Algorithms and Architectures for Parallel Processing

DOI

2025

A Year-round 22 KM Pan-Arctic Sea Ice Thickness Dataset: Fusing Numerical Model Data and Satellite Retrieval Data

SSRN Electronic Journal

DOI