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Fingerprint terahertz spectroscopy combined with machine learning for multicomponent mixture analysis 期刊论文
Vibrational Spectroscopy, 2023, 卷号: 128
作者:  Yan, Hui;  Fan, Wen-Hui;  Qin, Chong;  Jiang, Xiao-Qiang;  Zhang, Yu-Ming
Adobe PDF(6336Kb)  |  收藏  |  浏览/下载：40/1  |  提交时间：2023/09/08
Terahertz spectroscopy  Machine learning  Multicomponent mixtures  SMMA  SVR  
Component spectra extraction and quantitative analysis for preservative mixtures by combining terahertz spectroscopy and machine learning 期刊论文
Spectrochimica Acta - Part A: Molecular and Biomolecular Spectroscopy, 2022, 卷号: 271
作者:  Yan, Hui;  Fan, Wenhui;  Chen, Xu;  Wang, Hanqi;  Qin, Chong;  Jiang, Xiaoqiang
Adobe PDF(2170Kb)  |  收藏  |  浏览/下载：192/1  |  提交时间：2022/02/09
Preservative mixtures  Terahertz spectroscopy  Machine learning  SVD  NMF  SVR  
A Novel NMF Guided for Hyperspectral Unmixing From Incomplete and Noisy Data 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Dong, Le;  Lu, Xiaoqiang;  Liu, Ganchao;  Yuan, Yuan
Adobe PDF(9737Kb)  |  收藏  |  浏览/下载：129/0  |  提交时间：2022/01/18
Image reconstruction  Hyperspectral imaging  Noise measurement  Gaussian noise  Interference  Stability analysis  Sensors  Hyperspectral unmixing (HU)  image reconstruction  nonnegative matrix factorization (NMF)  spatial-spectral information  
Hyperspectral Unmixing Using Nonlocal Similarity-Regularized Low-Rank Tensor Factorization 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Yuan, Yuan;  Dong, Le;  Li, Xuelong
Adobe PDF(5662Kb)  |  收藏  |  浏览/下载：234/0  |  提交时间：2022/01/18
Tensors  TV  Hyperspectral imaging  Data models  Task analysis  Optimization  Data mining  Hyperspectral unmixing  low tensor rank  nonlocal similarity  nonnegative tensor factorization (NTF)  
Sparse constrained low tensor rank representation framework for hyperspectral unmixing 期刊论文
Remote Sensing, 2021, 卷号: 13, 期号: 8
作者:  Dong, Le;  Yuan, Yuan
Adobe PDF(6006Kb)  |  收藏  |  浏览/下载：139/0  |  提交时间：2021/05/07
hyperspectral unmixing  low tensor rank  non-negative tensor factorization  sparse constraint  
SpectralSpatial Joint Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 卷号: 59, 期号: 3, 页码: 2391-2402
作者:  Dong, Le;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(2358Kb)  |  收藏  |  浏览/下载：206/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Subspace Clustering Constrained Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 5, 页码: 3007-3019
作者:  Lu, Xiaoqiang;  Dong, Le;  Yuan, Yuan
Adobe PDF(2036Kb)  |  收藏  |  浏览/下载：199/2  |  提交时间：2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
Similarity Constrained Convex Nonnegative Matrix Factorization for Hyperspectral Anomaly Detection 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2019, 卷号: 57, 期号: 7, 页码: 4810-4822
作者:  Zhang, Wuxia;  Lu, Xiaoqiang;  Li, Xuelong
Adobe PDF(2142Kb)  |  收藏  |  浏览/下载：216/0  |  提交时间：2019/07/17
Convex nonnegative matrix factorization (CNMF)  hyperspectral anomaly detection  hyperspectral imagery  similarity constrained  
Fast Spectral Clustering for Unsupervised Hyperspectral Image Classification 期刊论文
REMOTE SENSING, 2019, 卷号: 11, 期号: 4
作者:  Zhao, Yang;  Yuan, Yuan;  Wang, Qi
Adobe PDF(1093Kb)  |  收藏  |  浏览/下载：298/0  |  提交时间：2019/04/12
spectral clustering  hyperspectral image classification  remote sensing  manifold learning  unsupervised learning  
Endmember extraction from hyperspectral imagery based on QR factorisation using givens rotations 期刊论文
IET IMAGE PROCESSING, 2019, 卷号: 13, 期号: 2, 页码: 332-343
作者:  Gan, Yuquan;  Hu, Bingliang;  Liu, Weihua;  Wang, Shuang;  Zhang, Geng;  Feng, Xiangpeng;  Wen, Desheng
Adobe PDF(2947Kb)  |  收藏  |  浏览/下载：207/5  |  提交时间：2019/03/14
geophysical image processing  feature extraction  hyperspectral imaging  spectral analysis  hyperspectral imagery  QR factorisation  givens rotations  spectral unmixing  material spectral signatures  hyperspectral endmember extraction algorithm  popular endmember extraction methods  EEGR  vertex component analysis  VCA  maximum volume by householder transformation  MVHT  hardware features