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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
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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
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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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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
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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
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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
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Computer architecture  Optimization  Learning (artificial intelligence)  Task analysis  Acceleration  Evolutionary computation  Convolution  Neural architecture search(NAS)  convolution neural network  sparse optimization