中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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CAS IR Grid
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地理科学与资源研究所 [9]
地质与地球物理研究所 [5]
遥感与数字地球研究所 [4]
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中国科学院大学 [2]
南海海洋研究所 [1]
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期刊论文 [28]
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Improving regional climate simulations based on a hybrid data assimilation and machine learning method
期刊论文
OAI收割
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2023, 卷号: 27, 期号: 7, 页码: 1583-1606
作者:
He, Xinlei
;
Li, Yanping
;
Liu, Shaomin
;
Xu, Tongren
;
Chen, Fei
  |  
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2023/10/09
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review
期刊论文
OAI收割
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1361-1387
作者:
Sibo Cheng
;
César Quilodrán-Casas
;
Said Ouala
;
Alban Farchi
;
Che Liu
  |  
收藏
  |  
浏览/下载:8/0
  |  
提交时间:2023/05/29
Data assimilation (DA)
deep learning
machine learning (ML)
reduced-order-modelling
uncertainty quantification (UQ)
Improving Surface Soil Moisture Estimation Through Assimilating Satellite Land Surface Temperature With a Linear SM-LST Relationship
期刊论文
OAI收割
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2023, 卷号: 16, 页码: 7777-7790
作者:
Tian, Jiaxin
;
Lu, Hui
;
Yang, Kun
;
Qin, Jun
;
Zhao, Long
  |  
收藏
  |  
浏览/下载:8/0
  |  
提交时间:2023/10/09
Land data assimilation
land surface temperature
observation operator
soil moisture
Generalised Latent Assimilation in Heterogeneous Reduced Spaces with Machine Learning Surrogate Models
期刊论文
OAI收割
JOURNAL OF SCIENTIFIC COMPUTING, 2023, 卷号: 94, 期号: 1, 页码: 37
作者:
Cheng, Sibo
;
Chen, Jianhua
;
Anastasiou, Charitos
;
Angeli, Panagiota
;
Matar, Omar K. K.
  |  
收藏
  |  
浏览/下载:17/0
  |  
提交时间:2023/02/24
Deep learning
Data assimilation
Reduced-order-modelling
Explainable AI
Recurrent neural networks
Improving Dynamic Vegetation Modeling in Noah-MP by Parameter Optimization and Data Assimilation Over China's Loess Plateau
期刊论文
OAI收割
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2022, 卷号: 127, 期号: 19, 页码: 25
作者:
Shu, Zunyun
;
Zhang, Baoqing
;
Tian, Lei
;
Zhao, Xining
  |  
收藏
  |  
浏览/下载:17/0
  |  
提交时间:2022/11/09
Noah-MP
vegetation dynamics
parameter optimization
data assimilation
Impact of 4D-Var data assimilation on modelling of the East China Sea dynamics
期刊论文
OAI收割
OCEAN MODELLING, 2022, 卷号: 176, 页码: 21
作者:
He, Zhiwei
;
Yang, Dezhou
;
Wang, Yonggang
;
Yin, Baoshu
  |  
收藏
  |  
浏览/下载:21/0
  |  
提交时间:2022/11/11
4D-Var
Tidal forcing
The East China Sea
Observation impact
Kuroshio transport
Kuroshio onshore intrusion
An Adaptive Cutoff Frequency Selection Approach for Fast Fourier Transform Method and Its Application into Short-Term Traffic Flow Forecasting
期刊论文
OAI收割
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2020, 卷号: 9, 期号: 12, 页码: 23
作者:
Wang, Runjie
;
Shi, Wenzhong
;
Liu, Xianglei
;
Li, Zhiyuan
  |  
收藏
  |  
浏览/下载:26/0
  |  
提交时间:2021/09/29
sequential data assimilation system
noises separation
fast Fourier transform method
cutoff frequency
The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data
期刊论文
OAI收割
SCIENTIFIC DATA, 2020, 卷号: 7, 期号: 1, 页码: 27
作者:
Pastorello, Gilberto
;
Trotta, Carlo
;
Canfora, Eleonora
;
Chu, Housen
;
Christianson, Danielle
  |  
收藏
  |  
浏览/下载:84/0
  |  
提交时间:2021/03/18
The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data
期刊论文
OAI收割
SCIENTIFIC DATA, 2020, 卷号: 7, 期号: 1
作者:
Pastorello, Gilberto
;
Trotta, Carlo
;
Canfora, Eleonora
;
Chu, Housen
;
Christianson, Danielle
  |  
收藏
  |  
浏览/下载:33/0
  |  
提交时间:2022/03/01
A Soil Moisture Data Assimilation System for Pakistan Using PODEn4DVar and CLM4.5
期刊论文
OAI收割
JOURNAL OF METEOROLOGICAL RESEARCH, 2019, 卷号: 33, 期号: 6, 页码: 1182-1193
作者:
Mahmood, Tariq
;
Xie, Zhenghui
;
Jia, Binghao
;
Habib, Ammara
;
Mahmood, Rashid
  |  
收藏
  |  
浏览/下载:28/0
  |  
提交时间:2020/05/19
PODEn4DVar
Community Land Model version 4.5
data assimilation
soil moisture
Pakistan