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基于十字注意力机制改进U-Transformer的新冠肺炎影像分割
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作者 史爱武 高睿杨 +2 位作者 黄晋 盛鐾 马淑然 《软件导刊》 2023年第12期209-214,共6页
针对新冠肺炎CT片病灶部分分割检测困难、背景干扰多以及小病灶点易被忽略的问题,提出一种基于注意力机制改进U-Transformer的分割方法。利用注意力机制提升分割精度,修改U-Transformer网络卷积层中间的注意力模块,并提出十字注意力机制... 针对新冠肺炎CT片病灶部分分割检测困难、背景干扰多以及小病灶点易被忽略的问题,提出一种基于注意力机制改进U-Transformer的分割方法。利用注意力机制提升分割精度,修改U-Transformer网络卷积层中间的注意力模块,并提出十字注意力机制,使网络对病灶边缘的分割更为精确。在网络结构中添加全局-局部分割策略,使得对小病灶点的提取更加准确。实验结果表明,改进方法较U-Transformer的精度提高了5.96%,召回率提高了7.11%,样本相似度提高了6.49%,说明改进方法对小病灶点提取具有较好效果。拓展深度学习方法到医疗影像诊断中,有助于放射科医生更快捷、有效地进行病情诊断。 展开更多
关键词 新冠肺炎 影像分割 u-transformer 注意力机制 全局-局部策略
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ANALYTICAL SOLUTIONS TO STRESS CONCENTRATION PROBLEM IN PLATES CONTAINING RECTANGULAR HOLE UNDER BIAXIAL TENSIONS 被引量:4
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作者 Yi Yang Jike Liu Chengwu Cai 《Acta Mechanica Solida Sinica》 SCIE EI 2008年第5期411-419,共9页
The stress concentration problem in structures with a circular or elliptic hole can be investigated by analytical methods. For the problem with a rectangular hole, only approximate results are derived. This paper dedu... The stress concentration problem in structures with a circular or elliptic hole can be investigated by analytical methods. For the problem with a rectangular hole, only approximate results are derived. This paper deduces the analytical solutions to the stress concentration problem in plates with a rectangular hole under biaxial tensions. By using the U-transformation technique and the finite element method, the analytical displacement solutions of the finite element equations are derived in the series form. Therefore, the stress concentration can then be discussed easily and conveniently. For plate problem the bilinear rectangular element with four nodes is taken as an example to demonstrate the applicability of the proposed method. The stress concentration factors for various ratios of height to width of the hole are obtained. 展开更多
关键词 u-transformation stress concentration rectangular hole analytical solution biaxial tension
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Convergence and exact solutions of spline finite strip method using unitary transformation approach
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作者 J. KONG D. THUNG 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2011年第11期1407-1422,共16页
The spline finite strip method (FSM) is one of the most popular numerical methods for analyzing prismatic structures. Efficacy and convergence of the method have been demonstrated in previous studies by comparing on... The spline finite strip method (FSM) is one of the most popular numerical methods for analyzing prismatic structures. Efficacy and convergence of the method have been demonstrated in previous studies by comparing only numerical results with analytical results of some benchmark problems. To date, no exact solutions of the method or its explicit forms of error terms have been derived to show its convergence analytically. As such, in this paper, the mathematical exact solutions of spline finite strips in the plate analysis are derived using a unitary transformation approach (abbreviated as the U-transformation method herein). These exact solutions are presented for the first time in open literature. Unlike the conventional spline FSM which involves assembly of the global matrix equation and its numerical solution, the U-transformation method decouples the global matrix equation into the one involving only two unknowns, thus rendering the exact solutions of the spline finite strip to be derived explicitly. By taking Taylor's series expansion of the exact solution, error terms and convergence rates are also derived explicitly and compared directly with other numerical methods. In this regard, the spline FSM converges at the same rate as a non-conforming finite element, yet involving a smaller number of unknowns compared to the latter. The convergence rate is also found superior to the conventional finite difference method. 展开更多
关键词 spline finite strip u-transformation PLATE SYMMETRY
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TRANSIENT SOLUTION FOR QUEUE-LENGTH DISTRIBUTION OF Geometry/G/1 QUEUEING MODEL 被引量:8
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作者 Luo Chuanyi Tang Yinghui Liu Renbin 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2007年第1期95-100,共6页
In this paper, the Geometry/G/1 queueing model with inter-arrival times generated by a geometric(parameter p) distribution according to a late arrival system with delayed access and service times independently distr... In this paper, the Geometry/G/1 queueing model with inter-arrival times generated by a geometric(parameter p) distribution according to a late arrival system with delayed access and service times independently distributed with distribution {gj }, j≥ 1 is studied. By a simple method (techniques of probability decomposition, renewal process theory) that is different from the techniques used by Hunter(1983), the transient property of the queue with initial state i(i ≥ 0) is discussed. The recursion expression for u -transform of transient queue-length distribution at any time point n^+ is obtained, and the recursion expression of the limiting queue length distribution is also obtained. 展开更多
关键词 discrete time queue u-transform transient distribution stationary distribution recursion expression.
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