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网络结构搜索方法及其在气象预测中的应用研究
学位论文
工学博士学位, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:
张新邦
Adobe PDF(8827Kb)
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Submit date:2022/07/01
网络结构搜索
自动机器学习
深度学习
气象预测
时空数据挖掘
Multi-modal spatio-temporal meteorological forecasting with deep neural network
期刊论文
ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 页码: 14
Authors:
Xinbang Zhang
;
Qizhao Jin
;
Tingzhao Yu
;
Shiming Xiang
;
Qiuming Kuang
;
Véronique Prinet
;
Chunhong Pan
Adobe PDF(3735Kb)
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Submit date:2022/07/01
Meterological forecasting
Deep learning
Neural architecture search
AutoML
MFNet: The Spatio-Temporal Network for Meteorological Forecasting With Architecture Search
期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 卷号: 19, 页码: 5
Authors:
Zhang, Xinbang
;
Jin, Qizhao
;
Xiang, Shiming
;
Pan, Chunhong
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View/Download:19/0
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Submit date:2022/11/21
Forecasting
Computer architecture
Task analysis
Deep learning
Convolution
Correlation
Wind forecasting
Deep learning
meteorological forecasting (MF)
neural architecture search (NAS)
EAT-NAS: elastic architecture transfer for accelerating large-scale neural architecture search
期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2021, 卷号: 64, 期号: 9, 页码: 13
Authors:
Fang, Jiemin
;
Chen, Yukang
;
Zhang, Xinbang
;
Zhang, Qian
;
Huang, Chang
;
Meng, Gaofeng
;
Liu, Wenyu
;
Wang, Xinggang
Adobe PDF(377Kb)
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Submit date:2021/11/02
architecture transfer
neural architecture search
evolutionary algorithm
large-scale dataset
DATA: Differentiable ArchiTecture Approximation With Distribution Guided Sampling
期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 9, 页码: 2905-2920
Authors:
Zhang, Xinbang
;
Chang, Jianlong
;
Guo, Yiwen
;
Meng, Gaofeng
;
Xiang, Shiming
;
Lin, Zhouchen
;
Pan, Chunhong
Adobe PDF(1346Kb)
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Submit date:2021/11/02
Computer architecture
Search problems
Optimization
Task analysis
Bridges
Binary codes
Estimation
Neural architecture search(NAS)
ensemble gumbel-softmax
distribution guided sampling
You Only Search Once: Single Shot Neural Architecture Search via Direct Sparse Optimization
期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 9, 页码: 2891-2904
Authors:
Zhang, Xinbang
;
Huang, Zehao
;
Wang, Naiyan
;
Xiang, Shiming
;
Pan, Chunhong
Adobe PDF(1271Kb)
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Submit date:2021/11/02
Computer architecture
Optimization
Learning (artificial intelligence)
Task analysis
Acceleration
Evolutionary computation
Convolution
Neural architecture search(NAS)
convolution neural network
sparse optimization