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面向异构图像压缩感知的阶数自适应多假设重构
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作者 郑颙铣 刘浩 +1 位作者 燕帅 陈根龙 《计算机科学》 CSCD 北大核心 2024年第10期302-310,共9页
大数据时代到来,使得图像传感应用面临大维度处理与大容量传输的挑战,压缩感知技术及相关算法在一定程度上解决了该问题。然而,现有压缩感知算法存在对异构图像集泛化性不足的问题,需要为此类图像集设计高泛化性的压缩感知重构算法。因... 大数据时代到来,使得图像传感应用面临大维度处理与大容量传输的挑战,压缩感知技术及相关算法在一定程度上解决了该问题。然而,现有压缩感知算法存在对异构图像集泛化性不足的问题,需要为此类图像集设计高泛化性的压缩感知重构算法。因此,基于泛化性较高的多假设预测机制,提出一种阶数自适应多假设重构算法。首先通过窗口自适应线性预测器对各块进行预处理,根据预处理获得的相关性指标,改变多假设搜索窗口的大小,并依据相似度对搜索窗口内的预测块进行排序,结合自适应的搜索窗口挑选不同数量的高相似预测块,生成多假设预测的重构图像。选取自然图像集以及X光胸片和脑磁两个异构图像集进行实验,在不同采样率下对比所提算法与传统的多假设压缩感知重构算法以及两种新近提出的基于多假设预测的算法性能。实验结果表明,所提算法具有良好的性能提升。在自然图像集下,相比两种新近提出的基于多假设预测的重构算法,所提算法保持了一定的恢复质量,且运行时间分别减少了17.5%,28.7%。此外,相比两种新近提出的算法,在胸片图像集下,所提算法分别获得了1.16 dB,1.43 dB的平均PSNR提升,以及36.1%,21.5%的平均运行时间减少;在脑磁图像集下,所提算法分别获得了1.64 dB,1.97 dB的平均PSNR提升,以及平均28.6%,26.1%的运行时间减少。整体而言,所提算法具有较低的时间复杂度、较高的恢复质量,综合性能更佳。 展开更多
关键词 压缩感知重构 多假设预测 线性预测器 阶数自适应 异构图像集
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基于分数阶微积分的图像去噪算法研究 被引量:5
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作者 徐艳华 《电子设计工程》 2021年第24期48-51,58,共5页
针对大部分图像去噪算法中存在的边缘模糊等问题,文中提出了一种基于数理分析计算的图像噪声去除算法。在分数阶微积分数学原理的基础上,展开图像处理方面的理论分析,并利用分数积分掩模实现图像去噪;结合局部结构划分噪声点、边缘、纹... 针对大部分图像去噪算法中存在的边缘模糊等问题,文中提出了一种基于数理分析计算的图像噪声去除算法。在分数阶微积分数学原理的基础上,展开图像处理方面的理论分析,并利用分数积分掩模实现图像去噪;结合局部结构划分噪声点、边缘、纹理区域和平滑区域,同时构造一个分段函数使微积分阶数具有自适应性,以实现对不同区域像素的去噪处理;基于Matlab仿真平台对所提算法进行实验测试。结果表明,所提算法峰值信噪比(PSNR)均高于其他对比方法,不但有效清除了图像噪声,且较好地保存了细节。 展开更多
关键词 微积分 图像去噪 自适应 积分掩模 峰值信噪比
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Numerical simulation of LWD resistivity response of carbonate formation using self-adaptive hp-FEM 被引量:4
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作者 刘得军 马中华 +2 位作者 邢晓楠 李辉 郭智勇 《Applied Geophysics》 SCIE CSCD 2013年第1期97-108,119,120,共14页
Most of the carbonate formation are highly heterogeneous with cavities of different sizes, which makes the prediction of cavity-filled reservoir in carbonate rocks difficult. Large cavities in carbonate formations pos... Most of the carbonate formation are highly heterogeneous with cavities of different sizes, which makes the prediction of cavity-filled reservoir in carbonate rocks difficult. Large cavities in carbonate formations pose serious threat to drilling operations. Logging-whiledrilling (LWD) is currently used to accurately identify and evaluate cavities in reservoirs during drilling. In this study, we use the self-adaptive hp-FEM algorithm simulate and calculate the LWD resistivity responses of fracture-cavity reservoir cavities. Compared with the traditional h-FEM method, the self-adaptive hp-FEM algorithm has the characteristics of the self-adaptive mesh refinement and the calculations exponentially converge to highly accurate solutions. Using numerical simulations, we investigated the effect of the cavity size, distance between cavity and borehole, and transmitted frequency on the LWD resistivity response. Based on the results, a method for recognizing cavities is proposed. This research can provide the theoretical basis for the accurate identification and quantitative evaluation of various carbonate reservoirs with cavities encountered in practice. 展开更多
关键词 LWD resistivity HP-FEM SELF-ADAPTIVE exponential convergence numerical simulation cavity RESERVOIRS
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ADAPTIVE TRACKING OF A CLASS OF FIRST-ORDER SYSTEMS WITH BINARY-VALUED OBSERVATIONS AND FIXED THRESHOLDS 被引量:7
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作者 Jin GUO Ji-Feng ZHANG Yanlong ZHAO 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2012年第6期1041-1051,共11页
This paper considers the adaptive tracking problem for a class of first-order systems with binary-valued observations generated via fixed thresholds. A recursive projection algorithm is proposed for parameter estimati... This paper considers the adaptive tracking problem for a class of first-order systems with binary-valued observations generated via fixed thresholds. A recursive projection algorithm is proposed for parameter estimation based on the statistical properties of the system noise. Then, an adaptive control law is designed via the certainty equivalence principle. By use of the conditional expectations of the innovation and output prediction with respect to the estimates, the closed-loop system is shown to be stable and asymptotically optimal. Meanwhile, the parameter estimate is proved to be both almost surely and mean square convergent, and the convergence rate of the estimation error is also obtained. A numerical example is given to demonstrate the efficiency of the adaptive control law. 展开更多
关键词 Adaptive control binary-valued observation optimal tracking parameter estimation stochastic system.
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