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中国科学院数学与系统科学研究院机构知识库
KMS Of Academy of mathematics and systems sciences, CAS
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Forecasting carbon prices based on real-time decomposition and causal temporal convolutional networks
期刊论文
APPLIED ENERGY, 2023, 卷号: 331, 页码: 20
Authors:
Li, Dan
;
Li, Yijun
;
Wang, Chaoqun
;
Chen, Min
;
Wu, Qi
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Submit date:2023/02/07
Carbon price forecast
Granger forecast
Real-time decomposition
Neural Granger causality
Causal temporal convolutional network
Short-term load forecasting with an improved dynamic decomposition-reconstruction-ensemble approach
期刊论文
ENERGY, 2023, 卷号: 263, 页码: 16
Authors:
Yang, Dongchuan
;
Guo, Ju-e
;
Li, Yanzhao
;
Sun, Shaolong
;
Wang, Shouyang
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Submit date:2023/02/07
Short -term load forecasting
Time series modeling
Dynamic decomposition-reconstruction tech
nique
Neural networks
Exploratory Adversarial Attacks on Graph Neural Networks for Semi-Supervised Node Classification
期刊论文
PATTERN RECOGNITION, 2023, 卷号: 133, 页码: 12
Authors:
Lin, Xixun
;
Zhou, Chuan
;
Wu, Jia
;
Yang, Hong
;
Wang, Haibo
;
Cao, Yanan
;
Wang, Bin
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Submit date:2023/02/07
Gradient -based attacks
Maximal gradient
Graph neural networks
Semi-supervised node classification
VPNets: Volume-preserving neural networks for learning source-free dynamics
期刊论文
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2022, 卷号: 416, 页码: 12
Authors:
Zhu, Aiqing
;
Zhu, Beibei
;
Zhang, Jiawei
;
Tang, Yifa
;
Liu, Jian
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Submit date:2023/02/07
Deep learning
Neural networks
Discovery of dynamics
Source-free dynamics
Volume-preserving
Data-driven soliton mappings for integrable fractional nonlinear wave equations via deep learning with Fourier neural operator
期刊论文
CHAOS SOLITONS & FRACTALS, 2022, 卷号: 165, 页码: 14
Authors:
Zhong, Ming
;
Yan, Zhenya
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Submit date:2023/02/07
Integrable fractional nonlinear wave equations
Fourier neural operator
Deep learning
Data-driven soliton mapping
Activation function
Channel of fully-connected layer
INN: Interfaced neural networks as an accessible meshless approach for solving interface PDE problems
期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 470, 页码: 18
Authors:
Wu, Sidi
;
Lu, Benzhuo
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Submit date:2023/02/07
Interface problems
Multiple-gradient descent
Neural network
PDEs
Deep graph level anomaly detection with contrastive learning
期刊论文
SCIENTIFIC REPORTS, 2022, 卷号: 12, 期号: 1, 页码: 11
Authors:
Luo, Xuexiong
;
Wu, Jia
;
Yang, Jian
;
Xue, Shan
;
Peng, Hao
;
Zhou, Chuan
;
Chen, Hongyang
;
Li, Zhao
;
Sheng, Quan Z.
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Submit date:2023/02/07
Data-driven rogue waves and parameters discovery in nearly integrable PT-symmetric Gross-Pitaevskii equations via PINNs deep learning
期刊论文
PHYSICA D-NONLINEAR PHENOMENA, 2022, 卷号: 439, 页码: 12
Authors:
Zhong, Ming
;
Gong, Shibo
;
Tian, Shou-Fu
;
Yan, Zhenya
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Submit date:2023/02/07
GeneralizedGrossPitaevskiiequation
ComplexPT-symmetricpotentials
Physics-informeddeepneuralnetworks
Data-driven rogue waves and parameters discovery discovery
Data-driven discoveries of B?cklund transformations and soliton evolution equations via deep neural network learning schemes
期刊论文
PHYSICS LETTERS A, 2022, 卷号: 450, 页码: 15
Authors:
Zhou, Zijian
;
Wang, Li
;
Yan, Zhenya
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Submit date:2023/02/07
Deep neural networks
B?cklund transform
Miura transform
Soliton equations
Breathers
Solitons
DRVN (deep random vortex network): A new physics-informed machine learning method for simulating and inferring incompressible fluid flows
期刊论文
PHYSICS OF FLUIDS, 2022, 卷号: 34, 期号: 10, 页码: 21
Authors:
Zhang, Rui
;
Hu, Peiyan
;
Meng, Qi
;
Wang, Yue
;
Zhu, Rongchan
;
Chen, Bingguang
;
Ma, Zhi-Ming
;
Liu, Tie-Yan
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Submit date:2023/02/07