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Fuzzy entropy design for non convex fuzzy set and application to mutual information 被引量:7
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作者 LEE Sang-Hyuk LEE Sang-Min +1 位作者 SOHN Gyo-Yong KIM Jaeh-Yung 《Journal of Central South University》 SCIE EI CAS 2011年第1期184-189,共6页
Fuzzy entropy was designed for non convex fuzzy membership function using well known Hamming distance measure.The proposed fuzzy entropy had the same structure as that of convex fuzzy membership case.Design procedure ... Fuzzy entropy was designed for non convex fuzzy membership function using well known Hamming distance measure.The proposed fuzzy entropy had the same structure as that of convex fuzzy membership case.Design procedure of fuzzy entropy was proposed by considering fuzzy membership through distance measure,and the obtained results contained more flexibility than the general fuzzy membership function.Furthermore,characteristic analyses for non convex function were also illustrated.Analyses on the mutual information were carried out through the proposed fuzzy entropy and similarity measure,which was also dual structure of fuzzy entropy.By the illustrative example,mutual information was discussed. 展开更多
关键词 fuzzy entropy non convex fuzzy membership function distance measure similarity measure mutual information
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One-Sample Bayesian Predictive Analyses for a Nonhomogeneous Poisson Process with Delayed S-Shaped Intensity Function Using Non-Informative Priors
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作者 Otieno Collins Orawo Luke Akong’o Matiri George Munene 《Open Journal of Statistics》 2023年第5期717-733,共17页
The delayed S-shaped software reliability growth model (SRGM) is one of the non-homogeneous Poisson process (NHPP) models which have been proposed for software reliability assessment. The model is distinctive because ... The delayed S-shaped software reliability growth model (SRGM) is one of the non-homogeneous Poisson process (NHPP) models which have been proposed for software reliability assessment. The model is distinctive because it has a mean value function that reflects the delay in failure reporting: there is a delay between failure detection and reporting time. The model captures error detection, isolation, and removal processes, thus is appropriate for software reliability analysis. Predictive analysis in software testing is useful in modifying, debugging, and determining when to terminate software development testing processes. However, Bayesian predictive analyses on the delayed S-shaped model have not been extensively explored. This paper uses the delayed S-shaped SRGM to address four issues in one-sample prediction associated with the software development testing process. Bayesian approach based on non-informative priors was used to derive explicit solutions for the four issues, and the developed methodologies were illustrated using real data. 展开更多
关键词 Failure Intensity non-informative Priors Software Reliability Model Bayesian Approach non-Homogeneous Poisson Process
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Non-intrusive hybrid interval method for uncertain nonlinear systems using derivative information 被引量:1
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作者 Zhuang-Zhuang Liu Tian-ShuWang Jun-Feng Li 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2016年第1期170-180,共11页
This paper proposes a new non-intrusive hybrid interval method using derivative information for the dynamic response analysis of nonlinear systems with uncertain-but- bounded parameters and/or initial conditions. This... This paper proposes a new non-intrusive hybrid interval method using derivative information for the dynamic response analysis of nonlinear systems with uncertain-but- bounded parameters and/or initial conditions. This method provides tighter solution ranges compared to the existing polynomial approximation interval methods. Interval arith- metic using the Chebyshev basis and interval arithmetic using the general form modified affine basis for polynomials are developed to obtain tighter bounds for interval computation. To further reduce the overestimation caused by the "wrap- ping effect" of interval arithmetic, the derivative information of dynamic responses is used to achieve exact solutions when the dynamic responses are monotonic with respect to all the uncertain variables. Finally, two typical numerical examples with nonlinearity are applied to demonstrate the effective- ness of the proposed hybrid interval method, in particular, its ability to effectively control the overestimation for specific timepoints. 展开更多
关键词 non-intrusive hybrid interval method Dynamic response analysis Uncertain nonlinear systems Polynomial approximation Interval arithmetic Derivative information
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基于多尺度卷积与Informer混合模型的非侵入式负荷监测方法
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作者 韩林池 高放 +4 位作者 赵子巍 郭苏杭 李想 张冬冬 武新章 《电力自动化设备》 EI CSCD 北大核心 2024年第3期134-141,共8页
针对现有非侵入式负荷监测方法存在的负荷分解准确率低、模型泛化性能差的问题,提出一种多尺度卷积与Informer网络相结合的非侵入式负荷监测方法。采用数据分段优化方法对功率信号进行分段,利用多尺度卷积核获取不同时间尺度的特征序列... 针对现有非侵入式负荷监测方法存在的负荷分解准确率低、模型泛化性能差的问题,提出一种多尺度卷积与Informer网络相结合的非侵入式负荷监测方法。采用数据分段优化方法对功率信号进行分段,利用多尺度卷积核获取不同时间尺度的特征序列以及自适应提取多维度功率特征,从而形成特征矩阵;基于Informer网络中的概率稀疏自注意力机制在高维空间中充分捕获特性序列的长期依赖关系,从而提高预测准确率;利用分解值修正方法消除功率分解值中的“虚假”激活状态,以进一步提高分解精度。算例结果验证了所提方法的可行性。 展开更多
关键词 非侵入式负荷监测 多尺度卷积 informer网络 分解值修正 数据分段优化
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Non-gyroscope DR and adaptive information fusion algorithm used in GPS/DR device
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作者 Li Qingli Xue Yongqi +1 位作者 Shang Yanlei Shi Pengfei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期390-395,共6页
In view of the problems existing in GPS, a non-gyroscope DR is introduced. The operating principle and the algorithm of the GPS/DR device are also presented. By operating measured data synthetically, linear observatio... In view of the problems existing in GPS, a non-gyroscope DR is introduced. The operating principle and the algorithm of the GPS/DR device are also presented. By operating measured data synthetically, linear observation equations are obtained for the information fusion algorithm. This approach avoids model error due to linearizing nonlinear observation equations in the conventional algorithm, so that the stability of information fusion algorithm is improved and computation expenses are reduced. Field running experiments show that satisfactory accuracy can be obtained by the proposed navigation model and algorithm for the non-gyroscope GPS/DR device. 展开更多
关键词 non-gyroscope DR GPS integrated navigation system information fusion.
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MUTUAL INFORMATION BASED 3D NON-RIGID REGISTRATION OF CT/MR ABDOMEN IMAGES
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作者 胡海波 刘聚卑 +1 位作者 CHARLIE S.J.Xiao 庄天戈 《Journal of Shanghai Jiaotong university(Science)》 EI 2001年第2期171-175,共5页
A mutual information based 3D non-rigid registration approach was proposed for the registration of deformable CT/MR body abdomen images. The Parzen Windows Density Estimation (PWDE) method is adopted to calculate the ... A mutual information based 3D non-rigid registration approach was proposed for the registration of deformable CT/MR body abdomen images. The Parzen Windows Density Estimation (PWDE) method is adopted to calculate the mutual information between the two modals of CT and MRI abdomen images. By maximizing MI between the CT and MR volume images, the overlapping part of them reaches the biggest, which means that the two body images of CT and MR matches best to each other. Visible Human Project (VHP) Male abdomen CT and MRI Data are used as experimental data sets. The experimental results indicate that this approach of non-rigid 3D registration of CT/MR body abdominal images can be achieved effectively and automatically, without any prior processing procedures such as segmentation and feature extraction, but has a main drawback of very long computation time. 展开更多
关键词 medical image registration MULTI-MODALITY mutual information non-RIGID Parzen window density estimation
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Method of Designing Generators of Pseudorandom Sequences for Information Protection Based on Shift Register with Non-Linear Feedback Function
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作者 Saleh Al-Omar 《Journal of Information Security》 2014年第4期218-227,共10页
This paper proposes an efficient, high-tech method of construction of pseudorandom binary sequences generators with a repetition period 2n?for n-bit shift register with a nonlinear feedback function. The developed met... This paper proposes an efficient, high-tech method of construction of pseudorandom binary sequences generators with a repetition period 2n?for n-bit shift register with a nonlinear feedback function. The developed method is illustrated by constructing a nonlinear function feedback shift register. It is proved that the offered method requires the realization of a memory size proportional to n2?that allows making successful use of suitable generators for practical use on the shift register of the longer word. 展开更多
关键词 PSEUDORANDOM SEQUENCES non-LINEAR FEEDBACK FUNCTION information Protection
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Bidirectional transfer of quantum information for unknown photons via cross-Kerr nonlinearity and photon-number-resolving measurement
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作者 Jino Heo Chang-Ho Hong +1 位作者 Dong-Hoon Lee Hyung-Jin Yang 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第2期82-92,共11页
We propose an arbitrary controlled-unitary (CU) gate and a bidirectional transfer scheme of quantum information (BTQI) for unknown photons. The proposed CU gate utilizes quantum non-demolition photon-number-resolv... We propose an arbitrary controlled-unitary (CU) gate and a bidirectional transfer scheme of quantum information (BTQI) for unknown photons. The proposed CU gate utilizes quantum non-demolition photon-number-resolving measure- ment based on the weak cross-Kerr nonlinearities (XKNLs) and two quantum bus beams; the proposed CU gate consists of consecutive operations of a controlled-path gate and a gathering-path gate. It is almost deterministic and is feasible with current technology when a strong amplitude of the coherent state and weak XKNLs are employed. Compared with the existing optical multi-qubit or controlled gates, which utilize XKNLs and homodyne detectors, the proposed CU gate can increase experimental realization feasibility and enhance robustness against decoherence. According to the CU gate, we present a BTQI scheme in which the two unknown states of photons between two parties (Alice and Bob) are mutually swapped by transferring only a single photon. Consequently, by using the proposed CU gate, it is possible to experimentally implement the BTQI scheme with a certain probability of success. 展开更多
关键词 cross-Kerr nonlinearity quantum non-demolition photon-number-resolving measurement bidirec-tional transfer of quantum information
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The Quantitative Instability of Non-linearity System and the Particularity of Information
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作者 OuYang Shoucheng Wei Ming +1 位作者 Yuan Dongsheng Wang Zengwu 《工程科学(英文版)》 2005年第4期86-91,共6页
The present paper tries to discuss the quantity instability in the non-linearity dynamics equations without the limit of the stability in the dynamics equations. The result shows that the quantity instability of non-l... The present paper tries to discuss the quantity instability in the non-linearity dynamics equations without the limit of the stability in the dynamics equations. The result shows that the quantity instability of non-linearity can be deducted to the turning transformation in the curvature space. “The dynamics of varying acceleration" is not the issue of inertia system in science of the time. The particularity as information cannot limit the quantity instability with the quantity stability in inertia system. The particular information does have the significant meaning related to the turning transformation in evolution, in which each problem of non-linearity or matter evolution can go out of the inertia system by means of “kill three birds with one stone". 展开更多
关键词 非线性动力方程 非线性系统 数量不稳定性 惯性系统
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MANAGEMENT OF SPATIO-TEMPORAL DATA OF CADASTRAL INFORMATION SYSTEM IN CHINA 被引量:1
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作者 Gao Wenxiu Zhuang Yan Liu Lang 《Geo-Spatial Information Science》 1999年第1期90-95,共6页
Cadastral Information System (CIS) is designed for the office automation of cadastral management. With the development of the market economics in China, cadastral management is facing many new problems. The most cruci... Cadastral Information System (CIS) is designed for the office automation of cadastral management. With the development of the market economics in China, cadastral management is facing many new problems. The most crucial one is the temporal problem in cadastral management. That is, CIS must consider both spatial data and temporal data. This paper reviews the situation of the current CIS and provides a method to manage the spatiotemporal data of CIS, and takes the CIS for Guangdong Province as an example to explain how to realize it in practice. 展开更多
关键词 CIS SPATIAL DATA non-spatial DATA TEMPORAL information SPATIO-TEMPORAL DATA
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A rule induction algorithm for incomplete information system
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作者 瞿彬彬 卢炎生 肖兵 《Journal of Shanghai University(English Edition)》 CAS 2006年第6期506-509,共4页
Incompleteness of information about objects may be the greatest obstruct to performing induction learning from examples. In this paper, the concept of limited-non-symmetric similarity relation is used to formulate a n... Incompleteness of information about objects may be the greatest obstruct to performing induction learning from examples. In this paper, the concept of limited-non-symmetric similarity relation is used to formulate a new definition of approximation to an incomplete information system. With the new definition of approximation to an object set and the concept of attribute value pair, rough-setsbased methodology for certain rule acquisition in an incomplete information system is developed. The algorithm can deal with incomplete data directly and does not require changing the size of the original incomplete system. Experiments show that the algorithm provides precise and simple certain decision rules and is not affected by the missing values. 展开更多
关键词 rough sets incomplete information system limited-non-symmetric similarity relation rule induction.
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Reliable Multi-path Routing in Selfish Networks with Hidden Information and Actions
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作者 Gang Peng Mingrui Zou Sammy Chan 《Journal of Software Engineering and Applications》 2012年第12期30-35,共6页
In this paper, we propose a novel game-theoretical solution to the multi-path routing problem in wireless ad hoc networks comprising selfish nodes with hidden information and actions. By incorporating a suitable traff... In this paper, we propose a novel game-theoretical solution to the multi-path routing problem in wireless ad hoc networks comprising selfish nodes with hidden information and actions. By incorporating a suitable traffic allocation policy, the proposed mechanism results in Nash equilibria where each node honestly reveals its true cost, and forwarding subgame perfect equilibrium in which each node does provide forwarding service with its declared service reliability. Based on the generalised second price auction, this mechanism effectively alleviates the over-payment of the well-known VCG mechanism. The effectiveness of this mechanism will be shown through simulations. 展开更多
关键词 Wireless ad HOC network non-COOPERATIVE NETWORKS hidden information hidden action mechanism design GSP auction.
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间接存在论:中国信息哲学对信息的独创解读
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作者 邬天启 《重庆邮电大学学报(社会科学版)》 2024年第4期148-156,共9页
回顾信息概念的研究和探索历程,信息最著名的概念经历了从最初的熵和负熵的理论,到之后的差异说、形式说和状态说,从类反映说到意义和符号,再到计算信息和量子信息的学说,等等。虽然在这些理论中可以不同程度地看到客观信息的影子,但是... 回顾信息概念的研究和探索历程,信息最著名的概念经历了从最初的熵和负熵的理论,到之后的差异说、形式说和状态说,从类反映说到意义和符号,再到计算信息和量子信息的学说,等等。虽然在这些理论中可以不同程度地看到客观信息的影子,但是只有中国信息哲学中的“间接存在”概念将客观信息世界予以了最清晰的揭示。早在40多年前,中国信息哲学就指出:“信息是标志间接存在的哲学范畴,它是物质(直接存在)存在方式和状态的自身显示。”后来,中国信息哲学又根据自己提出的信息形态分类理论,把“认识和实践主体对信息的主观把握和创造”也明确地纳入到关于信息本质的扩展性规定之中。近年来,中国信息哲学的最新发展,把存在、非存在,演化和时间,物质、信息和意识等纳入了信息哲学研究的统一框架,进而增加了对信息本质探讨的“物质世界与非存在世界的指向者”的新维度。由于在存在论层面揭示了信息的本质,中国信息哲学提出的间接存在论学说对人类哲学作出了全方位的独创贡献。 展开更多
关键词 存在 非存在 演化 间接存在论 信息哲学 信息本质
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NOMA增强型D2D组的鲁棒资源分配算法
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作者 彭艺 肖春娟 杨青青 《云南大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第3期443-451,共9页
为提高非正交多址接入(non-orthogonal multiple access,NOMA)增强型设备到设备(device-to-device,D2D)组链路的鲁棒性和能效,考虑非理想信道状态信息(channel station information,CSI),提出一种能效优化的鲁棒资源分配算法.首先,在保... 为提高非正交多址接入(non-orthogonal multiple access,NOMA)增强型设备到设备(device-to-device,D2D)组链路的鲁棒性和能效,考虑非理想信道状态信息(channel station information,CSI),提出一种能效优化的鲁棒资源分配算法.首先,在保证子信道分配、蜂窝用户和D2D组最小速率以及D2D组最大传输功率约束下,建立最大最小鲁棒能效模型;其次,考虑最坏情况法将信道不确定性建模为有界信道估计误差,并用泰勒级数展开式、凸松弛、变量转换法将原多变量耦合问题转化为凸优化问题;最后,用拉格朗日对偶理论求解.仿真结果表明,所提出的算法将传输速率控制在最低速率阈值以上,具有良好的鲁棒性,与其他算法相比能效提高了8.3%. 展开更多
关键词 设备到设备 非正交多址接入 非理想信道状态信息 鲁棒资源分配
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非国有股东超额委派董事能提升MD&A信息含量吗
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作者 崔云 罗兵 万慧娟 《贵州财经大学学报》 CSSCI 北大核心 2024年第4期49-59,共11页
新形势下,国有企业通过引入非国有资本以完善公司治理和市场化运营成为重要议题。现有关于非国有股东委派董事的研究大多关注经营与投资决策,鲜有涉及MD&A信息含量的相关探讨,因此,本文以2013—2021年国有上市公司为研究样本,实证... 新形势下,国有企业通过引入非国有资本以完善公司治理和市场化运营成为重要议题。现有关于非国有股东委派董事的研究大多关注经营与投资决策,鲜有涉及MD&A信息含量的相关探讨,因此,本文以2013—2021年国有上市公司为研究样本,实证检验了非国有股东超额委派董事对MD&A信息含量的影响及其机理。研究发现,非国有股东超额委派董事能显著提升MD&A信息含量;异质性检验发现,当公司治理水平较低和产品市场竞争程度较高时,非国有股东超额委派董事的作用更为明显;机制研究发现,非国有股东超额委派董事主要通过提供增量信息与发挥监督效应的渠道提升MD&A信息含量;经济后果检验发现,信息含量的提升显著提高了资本配置效率与外部投资者信心。研究结论为有效推动混合所有制改革,充分发挥非国有资本参与治理提供了新的视角与经验证据。 展开更多
关键词 非国有股东 超额委派董事 MD&A信息含量
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基于信息干预的慢行出行行为
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作者 邬岚 成迎吉 +2 位作者 尹超英 任斯奇 陆豪冬 《科学技术与工程》 北大核心 2024年第19期8314-8322,共9页
为研究影响出行者选择慢行出行行为的信息及其影响程度,基于保护动机理论分析慢行出行行为的信息干预作用机制,通过慢行交通行为调查问卷及信息干预实验,研究信息干预前后出行者出行行为的变化,分析信息干预对慢行出行行为的影响机制。... 为研究影响出行者选择慢行出行行为的信息及其影响程度,基于保护动机理论分析慢行出行行为的信息干预作用机制,通过慢行交通行为调查问卷及信息干预实验,研究信息干预前后出行者出行行为的变化,分析信息干预对慢行出行行为的影响机制。研究表明:①健康类信息、环境类信息和政策引导类信息对于慢行出行都有促进作用,其中政策引导类干预效果最佳。②自我效能、严重性、反应效能、成本四个要素对于慢行出行的意愿程度有显著的影响作用,人口统计学变量对信息干预实验效果并无显著影响。信息干预能够对出行者的慢行出行产生正相关影响,能有效诱导慢行出行。 展开更多
关键词 慢行出行 信息干预 保护动机理论 出行引导
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非家族股东超额委派董事与企业会计信息质量——来自上市家族企业的经验证据
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作者 熊磊 李先洪 苏春 《贵州财经大学学报》 CSSCI 北大核心 2024年第3期40-50,共11页
如何认识股东超额委派董事这一行为,切实规范董事会决策机制,已成为公司治理领域亟待解决的问题。现有研究主要探讨了控股股东超额委派董事对企业经济决策行为的影响,鲜有文献从非控股股东超额委派董事的视角展开讨论。鉴于此,本文以200... 如何认识股东超额委派董事这一行为,切实规范董事会决策机制,已成为公司治理领域亟待解决的问题。现有研究主要探讨了控股股东超额委派董事对企业经济决策行为的影响,鲜有文献从非控股股东超额委派董事的视角展开讨论。鉴于此,本文以2008—2021年我国上市家族企业为研究对象,深入考察非家族股东超额委派董事与企业会计信息质量之间的关系。研究发现,非家族股东超额委派董事会降低企业会计信息质量。机制分析表明,非家族股东超额委派董事会加剧第一类代理冲突,进而导致企业会计信息质量下降。进一步研究发现,当内部控制质量较低、企业处于非数字化转型期、外部审计监督较弱、地区市场化进程较慢时,非家族股东超额委派董事对企业会计信息质量的负向影响更显著。经济后果分析表明,非家族股东超额委派董事降低了会计信息质量,由此增加了企业股价崩盘风险,即会计信息质量在两者之间具有部分中介作用。 展开更多
关键词 家族企业 非家族股东 超额委派董事 代理冲突 会计信息质量
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基于硬件损伤和非完美CSI的IRS辅助NOMA网络鲁棒传输算法
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作者 刘期烈 方家成 +1 位作者 辛雅楠 陈前斌 《物联网学报》 2024年第1期60-70,共11页
为提升非正交多址接入(NOMA,non-orthogonal multiple access)网络的鲁棒性并减少其能量消耗,考虑了收发器的硬件损伤(HWI,hardware impairment)和非完美的信道状态信息(CSI,channel state information),提出了智能反射面(IRS,intellige... 为提升非正交多址接入(NOMA,non-orthogonal multiple access)网络的鲁棒性并减少其能量消耗,考虑了收发器的硬件损伤(HWI,hardware impairment)和非完美的信道状态信息(CSI,channel state information),提出了智能反射面(IRS,intelligent reflecting surface)辅助的NOMA网络传输功率最小化算法。考虑了用户服务质量(QoS,quality of service)约束、串行干扰消除约束以及IRS的反射相移约束,基于HWI和非完美CSI建立了基站主动波束成形和IRS被动波束成形联合优化问题模型。为求解该非凸优化问题,首先利用线性近似和S-Procedure方法对QoS约束进行转换,然后将优化问题分解为两个子问题,并且利用逐次凸逼近(SCA,successive convex approximation)方法求解主动波束成形子问题,利用惩罚凸凹过程算法求解被动波束成形子问题,最后利用交替优化将子问题交替迭代得到最终解。仿真结果表明,在传输功率方面,所提算法比正交多址鲁棒算法降低了17.05%;在系统鲁棒性方面,所提算法相较于HWI鲁棒算法和CSI鲁棒算法,分别提升了20.69%和31.14%。 展开更多
关键词 智能反射面 非正交多址接入 硬件损伤 信道状态信息 鲁棒性
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基于信息可视化的非线性超声研究现状及成熟度分析
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作者 尤卫宏 王昭 +3 位作者 张洪鹏 张宁 彭贤民 李保 《科技创新与应用》 2024年第6期80-83,共4页
基于信息可视化分析,对非线性超声的研究现状进行分析。检索Web of Science数据库,得到非线性超声相关文献4061篇。对关键词进行可视化分析及聚类分析,非线性超声领域关键词主要涉及6个方面,目前主要侧重于理论研究。对于应用范围,在微... 基于信息可视化分析,对非线性超声的研究现状进行分析。检索Web of Science数据库,得到非线性超声相关文献4061篇。对关键词进行可视化分析及聚类分析,非线性超声领域关键词主要涉及6个方面,目前主要侧重于理论研究。对于应用范围,在微裂纹、结构监测等方面具有应用前景。对非线性超声的论文数及专利数进行技术成熟度分析,结果表明其处在技术发展的增长期。 展开更多
关键词 非线性超声 信息可视化分析 无损检测 成熟度分析 关键词分析
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论个人信息侵权中的“损害”
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作者 杜乐其 李焕勃 《太原理工大学学报(社会科学版)》 2024年第1期62-70,共9页
数字时代背景下,个人信息侵权中的损害与传统私法中损害的经典概念之间存在龃龉,使得个人信息侵权难以被损害赔偿请求权所涵盖。《中华人民共和国个人信息保护法》第69条中的损害包括财产损害与非财产损害,但司法实践中几乎不存在财产损... 数字时代背景下,个人信息侵权中的损害与传统私法中损害的经典概念之间存在龃龉,使得个人信息侵权难以被损害赔偿请求权所涵盖。《中华人民共和国个人信息保护法》第69条中的损害包括财产损害与非财产损害,但司法实践中几乎不存在财产损害;同时,作为精神损害赔偿适用要件之一的严重精神损害也较少出现。个人信息侵权的实质是对人格利益,即人格自由与尊严的损害,从损害救济角度来看,传统的“损害”概念应当进行革新与扩张。故而,将非严重精神损害与升高的未来风险纳入个人信息侵权损害概念体系之中,具有一定的理论基础与比较法解释基础。为了促进《中华人民共和国个人信息保护法》的适用和对被告予以充分威慑,文章认为,应当基于损害类型构建赔偿责任体系,淡化精神损害赔偿认定的标准,引入惩罚性赔偿制度,确定侵害个人信息权益的小额损害最低赔偿限额。 展开更多
关键词 个人信息权益 非严重精神损害 风险损害 赔偿责任体系
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