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联合群稀疏和代表系数双向空间光谱全变分的高光谱图像去噪
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作者 司伟纳 叶军 姜斌 《计算机科学》 CSCD 北大核心 2024年第12期199-208,共10页
高光谱图像去噪是遥感领域的一个基本问题,也是预处理的重要步骤。基于代表系数全变分的去噪方法在高光谱图像(HSI)去噪中有着广泛的应用。代表系数矩阵U继承了干净HSI的先验信息,能够实现全局低秩并降低计算复杂度,但由于一阶全变分的... 高光谱图像去噪是遥感领域的一个基本问题,也是预处理的重要步骤。基于代表系数全变分的去噪方法在高光谱图像(HSI)去噪中有着广泛的应用。代表系数矩阵U继承了干净HSI的先验信息,能够实现全局低秩并降低计算复杂度,但由于一阶全变分的引入,该类方法在去噪过程中产生了很强的阶梯效应并且忽略了不同波段间的共同特征,因此去噪效果很差。针对此问题,提出了一种新的联合群稀疏和代表系数双向空间光谱全变分(RCBGS)的正则化去噪模型。高阶全变分的引入缓解了阶梯效应,并在子空间的差分上引入加权l_(2,1)范数,充分挖掘不同波段除全局低秩外的共同特征,提高了HSI的内在群稀疏性和整体光滑性。最后,通过交替方向乘子法(ADMM)给出了所提方法的迭代规则,且所提方法的评价指标峰值信噪比相对于对比方法平均提升了8.79%。在模拟和真实数据集上的实验表明,所提方法在视觉质量和定量评估方面都优于相关方法。 展开更多
关键词 高光谱图像去噪 双向变分 低秩先验 阶梯效应 群稀疏
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Generalized Bi quasi variational Inequalities in Locally Convex Topological Vector Spaces
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作者 曾六川 《Chinese Quarterly Journal of Mathematics》 CSCD 1999年第3期43-53, ,共11页
In this paper we investigate generalized bi quasi variational inequalities in locally convex topological vector spaces. Motivated and inspired by the recent research work in this field,we establish several existence t... In this paper we investigate generalized bi quasi variational inequalities in locally convex topological vector spaces. Motivated and inspired by the recent research work in this field,we establish several existence theorems of solutions for generalized bi quasi variational inequalities,which are the extension and improvements of the earlier and recent results obtained previously by many authors including Sun and Ding [18],Chang and Zhang [23] and Zhang [24]. 展开更多
关键词 generalized bi quasi variational inequality locally convex topological vector space bilinear functional
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Estimations of directional Hlder regularity by shearlets 被引量:1
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作者 HU Lin LIU YouMing 《Science China Mathematics》 SCIE CSCD 2015年第4期791-812,共22页
This paper studies directional Hlder regularity of two-variable functions by their shearlet coefficients, where the shearlets are defined by Guo and Labate(2013). We provide necessary conditions for a function possess... This paper studies directional Hlder regularity of two-variable functions by their shearlet coefficients, where the shearlets are defined by Guo and Labate(2013). We provide necessary conditions for a function possessing some directional H¨older regularity and the corresponding sufficient conditions, motivated by the work of Sampo and Sumetkijakan(2009) and Lakhonchai et al.(2010). 展开更多
关键词 Holder space shearlet directional regularity
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Hierarchical control for parallel bidirectional power converters of a grid-connected DC mlcrogrnd
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作者 Hui-yong HUt Yong-gang PENG +3 位作者 Yang-hong XIA Xiao-ming WANG Wei WEI Miao YU 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2017年第12期2046-2057,共12页
The DC microgrid is connected to the AC utility by parallel bidirectional power converters (BPCs) to import/export large power, whose control directly affects the performance of the grid-connected DC microgrid. Much... The DC microgrid is connected to the AC utility by parallel bidirectional power converters (BPCs) to import/export large power, whose control directly affects the performance of the grid-connected DC microgrid. Much work has focused on the hierarchical control of the DC, AC, and hybrid microgrids, but little has considered the hierarchical control of multiple parallel BPCs that directly connect the DC microgrid to the AC utility. In this paper, we propose a hierarchical control for parallel BPCs of a grid-connected DC mierogrid. To suppress the potential zero-sequence circulating cm-cent in the AC side among the parallel BPCs and realize feedback linearization of the voltage control, a d-q-O control scheme instead of a conventional d-q control scheme is proposed in the inner current loop, and the square of the DC voltage is adopted in the inner voltage loop. DC side droop control is applied to realize DC current sharing among multiple BPCs at the primary control level, and this induces DC bus voltage deviation. The quantified relationship between the current sharing error and DC voltage deviation is derived, indicating that there is a trade-off between the DC voltage deviation and current sharing error. To eliminate the current sharing error and DC voltage deviation simultaneously, slope-adjusting and voltage-shifting approaches are adopted at the secondary control level. The pro- posed tertiary control realizes precise active and reactive power exchange through parallel BPCs for economical operation. The proposed hierarchical control is applied for parallel BPCs of a grid-connected DC microgrid and can operate coordinately with the control for controllable/uncontrollable distributional generation. The effectiveness of the proposed control method is verified by corresponding simulation tests based on Matlab/Simulink, and the performance of the hierarchical control is evaluated for prac- tical applications. 展开更多
关键词 Parallel bidirectional power converters Hierarchical control DC microgrid
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On the hyperbolicity of flows
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作者 GAN ShaoBo LIU ZhaoNan ZHENG RuSong 《Science China Mathematics》 SCIE CSCD 2016年第4期645-652,共8页
Let X be a C1 vector field on a compact boundaryless Riemannian manifold M(dim M≥2),and A a compact invariant set of X.Suppose that A has a hyperbolic splitting,i.e.,T∧M = Es Eu with Es uniformly contracting and E... Let X be a C1 vector field on a compact boundaryless Riemannian manifold M(dim M≥2),and A a compact invariant set of X.Suppose that A has a hyperbolic splitting,i.e.,T∧M = Es Eu with Es uniformly contracting and Eu uniformly expanding.We prove that if,in addition,A is chain transitive,then the hyperbolic splitting is continuous,i.e.,A is a hyperbolic set.In general,when A is not necessarily chain transitive,the chain recurrent part is a hyperbolic set.Furthermore,we show that if the whole manifold M admits a hyperbolic splitting,then X has no singularity,and the flow is Anosov. 展开更多
关键词 hyperbolicity chain transitive singularity flow
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