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A diagnosis method based on graph neural networks embedded with multirelationships of intrinsic mode functions for multiple mechanical faults
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作者 Bin Wang Manyi Wang +3 位作者 Yadong Xu Liangkuan Wang Shiyu Chen Xuanshi Chen 《Defence Technology(防务技术)》 2025年第8期364-373,共10页
Fault diagnosis occupies a pivotal position within the domain of machine and equipment management.Existing methods,however,often exhibit limitations in their scope of application,typically focusing on specific types o... Fault diagnosis occupies a pivotal position within the domain of machine and equipment management.Existing methods,however,often exhibit limitations in their scope of application,typically focusing on specific types of signals or faults in individual mechanical components while being constrained by data types and inherent characteristics.To address the limitations of existing methods,we propose a fault diagnosis method based on graph neural networks(GNNs)embedded with multirelationships of intrinsic mode functions(MIMF).The approach introduces a novel graph topological structure constructed from the features of intrinsic mode functions(IMFs)of monitored signals and their multirelationships.Additionally,a graph-level based fault diagnosis network model is designed to enhance feature learning capabilities for graph samples and enable flexible application across diverse signal sources and devices.Experimental validation with datasets including independent vibration signals for gear fault detection,mixed vibration signals for concurrent gear and bearing faults,and pressure signals for hydraulic cylinder leakage characterization demonstrates the model's adaptability and superior diagnostic accuracy across various types of signals and mechanical systems. 展开更多
关键词 Fault diagnosis Graph neural networks Graph topological structure Intrinsic mode functions Feature learning
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Analysis of functional failure mode of commercial deep sub-micron SRAM induced by total dose irradiation
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作者 郑齐文 崔江维 +5 位作者 周航 余德昭 余学峰 陆妩 郭旗 任迪远 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第10期380-385,共6页
Functional failure mode of commercial deep sub-micron static random access memory(SRAM) induced by total dose irradiation is experimentally analyzed and verified by circuit simulation. We extensively characterize th... Functional failure mode of commercial deep sub-micron static random access memory(SRAM) induced by total dose irradiation is experimentally analyzed and verified by circuit simulation. We extensively characterize the functional failure mode of the device by testing its electrical parameters and function with test patterns covering different functional failure modes. Experimental results reveal that the functional failure mode of the device is a temporary function interruption caused by peripheral circuits being sensitive to the standby current rising. By including radiation-induced threshold shift and off-state leakage current in memory cell transistors, we simulate the influence of radiation on the functionality of the memory cell. Simulation results reveal that the memory cell is tolerant to irradiation due to its high stability, which agrees with our experimental result. 展开更多
关键词 total dose irradiation static random access memory functional failure mode
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Comprehensive Reliability Allocation Method for CNC Lathes Based on Cubic Transformed Functions of Failure Mode and Effects Analysis 被引量:8
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作者 YANG Zhou ZHU Yunpeng +1 位作者 REN Hongrui ZHANG Yimin 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第2期315-324,共10页
Reliability allocation of computerized numerical controlled(CNC)lathes is very important in industry.Traditional allocation methods only focus on high-failure rate components rather than moderate failure rate componen... Reliability allocation of computerized numerical controlled(CNC)lathes is very important in industry.Traditional allocation methods only focus on high-failure rate components rather than moderate failure rate components,which is not applicable in some conditions.Aiming at solving the problem of CNC lathes reliability allocating,a comprehensive reliability allocation method based on cubic transformed functions of failure modes and effects analysis(FMEA)is presented.Firstly,conventional reliability allocation methods are introduced.Then the limitations of direct combination of comprehensive allocation method with the exponential transformed FMEA method are investigated.Subsequently,a cubic transformed function is established in order to overcome these limitations.Properties of the new transformed functions are discussed by considering the failure severity and the failure occurrence.Designers can choose appropriate transform amplitudes according to their requirements.Finally,a CNC lathe and a spindle system are used as an example to verify the new allocation method.Seven criteria are considered to compare the results of the new method with traditional methods.The allocation results indicate that the new method is more flexible than traditional methods.By employing the new cubic transformed function,the method covers a wider range of problems in CNC reliability allocation without losing the advantages of traditional methods. 展开更多
关键词 CNC lathes reliability failure modes and effects analysis(FMEA)cubic transformed function comprehensive allocation
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Aberrant Resting-State Functional Connectivity in the Default Mode Network in Pediatric Bipolar Disorder Patients with and without Psychotic Symptoms 被引量:6
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作者 Yuan Zhong Chun Wang +5 位作者 Weijia Gao Qian Xiao Dali Lu Qing Jiao Linyan Su Guangming Lu 《Neuroscience Bulletin》 SCIE CAS CSCD 2019年第4期581-590,共10页
Mood disorders/psychosis have been associated with dysfunctions in the default mode network(DMN).However,the relative contributions of DMN regions to state and trait disturbances in pediatric bipolar disorder(PBD)rema... Mood disorders/psychosis have been associated with dysfunctions in the default mode network(DMN).However,the relative contributions of DMN regions to state and trait disturbances in pediatric bipolar disorder(PBD)remain unclear.The aim of this study was to investigate the possible mechanisms of PBD through brain imaging and explore the influence of psychotic symptoms on functional alterations in PBD patients.Twenty-nine psychotic and 26 non-psychotic PBD patients,as well as 19 age-and sex-matched healthy controls underwent a restingstate functional MRI scan and the data were analyzed by independent component analysis.The DMN component from the fMRI data was extracted for each participant.Spearman's rank correlation analysis was performed between aberrant connectivity and clinical measurements.The results demonstrated that psychotic PBD was characterized by aberrant DMN connectivity in the anterior cingulate cortex/medial prefrontal cortex,bilateral caudate nucleus,bilateral angular gyri,and left middle temporal gyrus,while non-psychotic PBD was not,suggesting further impairment with the development of psychosis.In summary,we demonstrated unique impairment in DMN functional connectivity in the psychotic PBD group.These specific neuroanatomical abnormalities may shed light on the underlying pathophysiology and presentation of PBD. 展开更多
关键词 Pediatric bipolar DISORDER DEFAULT mode RESTING-STATE fMRI functional connectivity PSYCHOTIC SYMPTOM
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Analysis of Vibration Mode for H_2+F→HF+H Reaction Mechanism: Density functional Theory Calculation
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作者 Ben Ni DU Hong Wei GAO +1 位作者 Zheng Yu ZHOU Wei Chao ZHANG 《Chinese Chemical Letters》 SCIE CAS CSCD 2001年第8期723-726,共4页
Three density functional theory methods (DFT) have been used to investigate the H2+F?HF+H reaction comparing with the Hartree-Fock method and Moller-Plesset (MP2) perturbation theory method. Through the analysis of t... Three density functional theory methods (DFT) have been used to investigate the H2+F?HF+H reaction comparing with the Hartree-Fock method and Moller-Plesset (MP2) perturbation theory method. Through the analysis of the vibrational mode and vibrational frequency in the reaction process, the reaction mechanism has been discussed. The activation energy, the reorganization energy and rate constant of the ET reaction are calculated at semi-quantitative level. 展开更多
关键词 Density function theory vibratonal mode vibrational frequency
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Wave functions of a new kind of nonlinear single-mode squeezed state
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作者 范洪义 笪诚 陈俊华 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第12期34-37,共4页
We explore the theoretical possibility of extending the usual squeezed state to those produced by nonlinear singlemode squeezing operators. We derive the wave functions of exp[-(ig/2)((1-X2)1/2P + P(1-X2)1/2)... We explore the theoretical possibility of extending the usual squeezed state to those produced by nonlinear singlemode squeezing operators. We derive the wave functions of exp[-(ig/2)((1-X2)1/2P + P(1-X2)1/2)]|0 in the coordinate representation. A new operator's disentangling formula is derived as a by-product. 展开更多
关键词 wave functions nonlinear single-mode squeezed states coordinate representation disentangling formula
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Sliding mode control of uncertain systems with distributed time-delay: parameter-dependent Lyapunov functional approach 被引量:2
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作者 Ligang WU Changhong WANG Huijun GAO Qingshuang ZENG 《控制理论与应用(英文版)》 EI 2006年第2期159-167,共9页
The robust stability and robust sliding mode control problems are studied for a class of linear distributed time-delay systems with polytopic-type uncertainties by applying the parameter-dependent Lyapunov functional ... The robust stability and robust sliding mode control problems are studied for a class of linear distributed time-delay systems with polytopic-type uncertainties by applying the parameter-dependent Lyapunov functional approach combining with a new method of introducing some relaxation matrices and tuning parameters, which can be chosen properly to lead to a less conservative result. First, a sufficient condition is proposed for robust stability of the autonomic system; next, the sufficient conditions of the robust stabilization controller and the existence condition of sliding mode are developed. The results are given in terms of linear matrix inequalities (LMIs), which can be solved via efficient interior-point algorithms. A numerical example is presented to illustrate the feasibility and advantages of the proposed design scheme. 展开更多
关键词 Parameter-dependent Lyapunov functional Distributed delay systems Sliding mode control Robust stabilization Linear matrix inequalities (LMIs)
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Scheme for direct measurement of Wigner function in two-mode cavity QED driven by classical fields
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作者 吴怀志 杨贞标 郑仕标 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第12期255-262,共8页
We propose a scheme for the direct measurement of Wigner function in two-mode cavity QED. The atoms are sent to resonantly interact with two orthogonally polarized cavity modes in the presence of strong classical fiel... We propose a scheme for the direct measurement of Wigner function in two-mode cavity QED. The atoms are sent to resonantly interact with two orthogonally polarized cavity modes in the presence of strong classical field. The probability of measuring the atom in the ground state directly gives the useful information of the cavity field. This method can be used for quantum non-demolition measurement of the photon number. 展开更多
关键词 two-mode cavity Wigner function quantum non-demolition measurement
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Agricultural Development Mode Transformation and Government Functions in Guizhou Province
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作者 CHEN Chen Guizhou College of Finance and Economics,Guiyang 550004,China 《Asian Agricultural Research》 2010年第5期41-44,共4页
Based on the brief account of the connotation of transforming economic development pattern and government functions,the thesis will introduce the development status of agricultural economy in Guizhou Province:firstly,... Based on the brief account of the connotation of transforming economic development pattern and government functions,the thesis will introduce the development status of agricultural economy in Guizhou Province:firstly,single agricultural industrial structure;secondly,large gap between urban and rural development;thirdly,low-level utilization of agricultural science and technology;fourthly,fierce contradiction between agricultural mode of production and ecological environment.Then it analyzes the basic requirements for government functions in transforming the development pattern of agricultural economy in Guizhou Province:the first one is the function to guide sustainable development and the structural adjustment of agricultural production;the second is the function to coordinate urban-rural development and equally supply basic public goods;the third is the function to input science and technology to serve agriculture;the fourth one is the dominant function to promote the harmonious development of man and nature as well as to reduce the number of peasants.In order to promote the transformation of agricultural development mode and maintain the sound and rapid economic development,some corresponding measures and suggestions are proposed from the perspective of government functions:firstly,promoting the optimization and upgrading of industrial structure;secondly,the government should take the lead in providing rural public goods;thirdly,strengthening the skills training and technological education of rural labor force;fourthly,reducing the number of farmers and retaining the farmers. 展开更多
关键词 AGRICULTURAL ECONOMY TRANSFORMATION of DEVELOPMENT
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Assignment of terahertz vibrational modes of L-glutamine using density functional theory within generalized-gradient approximation 被引量:8
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作者 张寒 张朝晖 +3 位作者 赵小燕 张天尧 燕芳 申江 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第7期211-218,共8页
The crystal structure of L-glutamine is stabilized by a three-dimensional network of intermolecular hydrogen bonds.We utilize plane-wave density functional theory lattice-dynamics calculations within the generalized-g... The crystal structure of L-glutamine is stabilized by a three-dimensional network of intermolecular hydrogen bonds.We utilize plane-wave density functional theory lattice-dynamics calculations within the generalized-gradient approximation(GGA), Perdew–Burke–Ernzerhof(PBE), PBE for solids(PBEsol), PBE with Wu–Cohen exchange(WC), and dispersion-corrected PBE, to investigate the effect of these intermolecular contacts on the absorption spectra of glutamine in the terahertz frequency range. Among these calculations, the solid-state simulated results obtained using the WC method exhibit a good agreement with the measured absorption spectra, and the absorption features are assigned with the help of WC. This indicates that the vibrational modes of glutamine were related to the combination of intramolecular and intermolecular motions, the intramolecular modes were dominated by rocking or torsion involving functional groups; the intermolecular modes mainly result from the translational motions of individual molecules, and the rocking of the hydrogenbonded functional groups. 展开更多
关键词 terahertz vibrational modes amino acid plane-wave density functional theory generalized-gradient approximation
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Simulation study of the two-time intensity correlation function of a two-mode laser system with both pump and quantum noises
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作者 向友林 梅冬成 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第1期131-135,共5页
This paper investigates the two-time intensity correlation function of a two-mode ring laser system subjected to both pump and quantum noises by stochastic simulation. It finds that the decay rate of the intensity cor... This paper investigates the two-time intensity correlation function of a two-mode ring laser system subjected to both pump and quantum noises by stochastic simulation. It finds that the decay rate of the intensity correlation function of one mode gets faster with decreasing values of relevant parameters, i.e., the coupling constant ξ, the cross-correlation coefficient A, the difference of the pump parameters Aa and the pump parameter al; however, its variations get complex in the other mode when relevant parameters are changed. The investigating results also show that the effects of the mode competition on intensity correlation function are obvious. 展开更多
关键词 two-mode laser correlated noises correlation function
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基于临界频带分量特征的柴油机辐射噪声声品质评价方法
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作者 毕凤荣 赵博伟 +3 位作者 谈洋 杨海朋 马伺豫 赵元 《天津大学学报(自然科学与工程技术版)》 北大核心 2026年第1期90-98,共9页
现有的柴油机辐射噪声声品质评价一般是根据噪声样本总体特征进行评价,由于人的听觉系统具有频率选择性且还存在频率掩蔽效应,造成客观评价难以准确反映人的主观感受.本文提出了一种基于临界频带分量特征的柴油机辐射噪声声品质评价方法... 现有的柴油机辐射噪声声品质评价一般是根据噪声样本总体特征进行评价,由于人的听觉系统具有频率选择性且还存在频率掩蔽效应,造成客观评价难以准确反映人的主观感受.本文提出了一种基于临界频带分量特征的柴油机辐射噪声声品质评价方法,该方法将噪声信号进行分解,得出一系列窄带本征模态函数(IMF)分量,并根据每一个IMF的中心频率将其映射到临界频带分析域中,结合主观特征描述,确定了对应于不同临界频带范围的5个显著影响主观感受的客观心理声学参数及其组合.最后,针对论文中的噪声样本集,使用多元线性回归、支持向量机、BP神经网络和1D卷积神经网络对本论文提出的方法进行了验证,与传统方法相比,模型预测值与评价值之间的R 2值均有提高,最大增幅达到15.42%.验证结果显著证明了该方法的有效性,可为柴油机声品质评价领域的进一步研究和应用提供参考. 展开更多
关键词 柴油机 声品质 频率掩蔽 本征模态函数 主观特征描述
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A New Sliding Function for Discrete Predictive Sliding Mode Control of Time Delay Systems 被引量:7
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作者 Abdennebi Nizar Ben Mansour Houda Nouri Ahmed Said 《International Journal of Automation and computing》 EI CSCD 2013年第4期288-295,共8页
The control of time delay systems is still an open area for research. This paper proposes an enhanced model predictive discrete-time sliding mode control with a new sliding function for a linear system with state dela... The control of time delay systems is still an open area for research. This paper proposes an enhanced model predictive discrete-time sliding mode control with a new sliding function for a linear system with state delay. Firstly, a new sliding function including a present value and a past value of the state, called dynamic surface, is designed by means of linear matrix inequalities (LMIs). Then, using this dynamic function and the rolling optimization method in the predictive control strategy, a discrete predictive sliding mode controller is synthesized. This new strategy is proposed to eliminate the undesirable effect of the delay term in the closed loop system. Also, the designed control strategy is more robust, and has a chattering reduction property and a faster convergence of the system s state. Finally, a numerical example is given to illustrate the effectiveness of the proposed control. 展开更多
关键词 State time delay systems discrete sliding mode control model predictive control dynamic sliding function linear matrix inequalities (LMIs) chattering.
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Random noise attenuation by f–x spatial projection-based complex empirical mode decomposition predictive filtering 被引量:7
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作者 马彦彦 李国发 +2 位作者 王钧 周辉 张保江 《Applied Geophysics》 SCIE CSCD 2015年第1期47-54,121,共9页
The frequency–space(f–x) empirical mode decomposition(EMD) denoising method has two limitations when applied to nonstationary seismic data. First, subtracting the first intrinsic mode function(IMF) results in ... The frequency–space(f–x) empirical mode decomposition(EMD) denoising method has two limitations when applied to nonstationary seismic data. First, subtracting the first intrinsic mode function(IMF) results in signal damage and limited denoising. Second, decomposing the real and imaginary parts of complex data may lead to inconsistent decomposition numbers. Thus, we propose a new method named f–x spatial projection-based complex empirical mode decomposition(CEMD) prediction filtering. The proposed approach directly decomposes complex seismic data into a series of complex IMFs(CIMFs) using the spatial projection-based CEMD algorithm and then applies f–x predictive filtering to the stationary CIMFs to improve the signal-to-noise ratio. Synthetic and real data examples were used to demonstrate the performance of the new method in random noise attenuation and seismic signal preservation. 展开更多
关键词 Complex empirical mode decomposition complex intrinsic mode functions f–x predictive filtering random noise attenuation
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青藏高原东北缘地壳厚度及其动力学启示
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作者 宋向辉 潘素珍 +2 位作者 高占永 宋佳佳 王亮 《地球物理学报》 北大核心 2026年第1期127-142,共16页
青藏高原地壳向北东方向扩展增厚的方式是目前青藏高原东北缘构造变形研究的热点.本文综合青藏高原东北缘地区人工地震测深与天然地震固定台和流动台接收函数H-κ扫描叠加得到的地壳厚度结果,构建了区域地壳厚度模型.本文结果显示,青藏... 青藏高原地壳向北东方向扩展增厚的方式是目前青藏高原东北缘构造变形研究的热点.本文综合青藏高原东北缘地区人工地震测深与天然地震固定台和流动台接收函数H-κ扫描叠加得到的地壳厚度结果,构建了区域地壳厚度模型.本文结果显示,青藏高原东北缘地壳厚度从西南向北东方向逐渐减薄,块体边界带下方地壳厚度变化剧烈,整体以地壳均匀缩短垂向增厚变形为主.但是不同块体又表现出不同的地壳增厚特征,易于发生塑性变形的块体地壳发生整体明显增厚,而强度较高的地块仅在靠近边界附近有一定程度的增厚,局部地区块体边界带下方地壳并未发生明显增厚,甚至还存在地壳减薄的现象,反映了块体强度对地壳挤压缩短垂向增厚变形的影响. 展开更多
关键词 青藏高原东北缘 人工地震测深 接收函数 地壳厚度 垂向均匀缩短增厚
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基于modeFRONTIER的离合器碟形弹簧多目标优化设计 被引量:4
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作者 潘金坤 《机械传动》 CSCD 北大核心 2011年第2期24-27,共4页
分析了离合器碟形弹簧的工作特性,以在摩擦片极限磨损范围内碟形弹簧工作压紧力变化量的平均值最小及碟形弹簧体积最小为优化目标,运用统一目标函数法建立多目标优化设计数学模型,利用modeFRONTIER优化软件进行优化计算。结果表明,优化... 分析了离合器碟形弹簧的工作特性,以在摩擦片极限磨损范围内碟形弹簧工作压紧力变化量的平均值最小及碟形弹簧体积最小为优化目标,运用统一目标函数法建立多目标优化设计数学模型,利用modeFRONTIER优化软件进行优化计算。结果表明,优化后碟形弹簧的相关性能得到显著提高,目标函数值分别下降了36%和6%。modeFRONTIER软件解决优化问题,使用简便、算法高效,提高了设计效率。 展开更多
关键词 碟形弹簧 多目标优化设计 统一目标函数法 modeFRONTIER
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Construction of Transgenic Crop Germplasm Effective Function and Characteristic Analysis
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作者 DING Guangzhou WANG Xiaowei 《Journal of Northeast Agricultural University(English Edition)》 CAS 2008年第2期68-75,共8页
Germplasm effect reflects the quantitative relation between production ability of germplasm elements and yield (quality) of a certain crop, which can be shown by mathematic function, namely, germplasm effect functio... Germplasm effect reflects the quantitative relation between production ability of germplasm elements and yield (quality) of a certain crop, which can be shown by mathematic function, namely, germplasm effect function. Germplasm effect of a crop variety is an aggregation of many effective factors, and is restrained by different effective factors; constant increase of any one effect of germplasm elements would lead to law of effect decline, therefore, possible modes of transgenic crops effect function were deduced according to the law of effect decline. The possible modes of single transgenic germplasm effect function and multi-transgenic germplasm effect regression equation were discussed, and the characteristics of germplasm effect regression equation were analyzed in this paper. 展开更多
关键词 transgenic crops germplasm effect function mode and characteristic germplasm operation
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护理质量监管模式对消化内科护理人员角色职能及护理质量的影响
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作者 林美容 张魁 +2 位作者 李基安 陈珊 赖思远 《护理研究》 北大核心 2026年第3期466-472,共7页
目的:探讨护理质量监管模式对消化内科护理人员角色职能及科室整体护理质量的影响。方法:选取2022年1月—2023年12月在佛山市中医院消化内科工作的30名护理人员为研究对象,2022年1月—12月行常规管理模式;2023年1月—12月实施护理质量... 目的:探讨护理质量监管模式对消化内科护理人员角色职能及科室整体护理质量的影响。方法:选取2022年1月—2023年12月在佛山市中医院消化内科工作的30名护理人员为研究对象,2022年1月—12月行常规管理模式;2023年1月—12月实施护理质量监管模式,比较监管模式实施前后消化内科整体护理质量及护理人员监管效果、角色职能和实践能力;抽取护理质量监管模式实施前后各100例消化内科疾病病人,比较其对科室护理服务的满意度。结果:监管后,消化内科护理人员护理质量(消毒操作、操作技术、病房护理、专科护理)评分高于监管前(P<0.05);消化内科护理人员角色职能、实践能力、监管项目评分均高于监管前(P<0.05);消化内科病人护理满意度(94.00%)高于监管前(80.00%)(P<0.05)。结论:护理质量监管模式可提升消化内科护理人员角色职能及实践能力,同时还能提高科室护理质量、监管效果及病人满意率。 展开更多
关键词 护理质量监管模式 消化内科 护理人员 角色职能 实践能力 满意度 护理
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基于fMRI检测的脑肿瘤患者脑默认模式网络变化的研究现状
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作者 王建花 《影像研究与医学应用》 2026年第2期1-3,共3页
脑肿瘤是严重威胁人类健康的疾病,其病理过程不仅表现为局部组织的异常增殖与浸润,还会引发全脑网络的级联性改变。传统影像学评估主要聚焦于肿瘤的形态学特征,而脑网络分析则系统揭示肿瘤对神经信息传递效率、网络拓扑组织及功能连接... 脑肿瘤是严重威胁人类健康的疾病,其病理过程不仅表现为局部组织的异常增殖与浸润,还会引发全脑网络的级联性改变。传统影像学评估主要聚焦于肿瘤的形态学特征,而脑网络分析则系统揭示肿瘤对神经信息传递效率、网络拓扑组织及功能连接强度的影响。MRI脑网络研究在肿瘤患者的诊断和治疗中愈发重要。本文综述了基于血氧水平依赖的功能磁共振成像(fMRI)技术对肿瘤患者默认模式网络(DMN)的研究现状,深入探讨DMN功能连接改变的临床意义,以期为肿瘤患者的个体化诊疗决策提供新的思路。 展开更多
关键词 肿瘤 功能磁共振成像 脑网络 默认模式网络 功能连接
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基于脑功能网络的虚拟现实晕动症检测
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作者 杨文清 化成城 +4 位作者 殷利平 陶建龙 陈玥池 戴志安 刘佳 《南京信息工程大学学报》 北大核心 2026年第1期26-34,共9页
基于对不同眩晕状态下的脑电信号(EEG)解码提出有效的检测方案,有助于研究虚拟现实晕动症的缓解方法.本文采用多元变分模态分解将EEG划分为5个频段,并根据晕动症量表结果将数据划分为不同眩晕状态组,利用PLV(锁相值)方法计算EEG频段内... 基于对不同眩晕状态下的脑电信号(EEG)解码提出有效的检测方案,有助于研究虚拟现实晕动症的缓解方法.本文采用多元变分模态分解将EEG划分为5个频段,并根据晕动症量表结果将数据划分为不同眩晕状态组,利用PLV(锁相值)方法计算EEG频段内和频段间的功能连接以构建超邻接矩阵,并基于SVM(支持向量机)和CNN(卷积神经网络)等模型进行分类识别.研究结果显示,聚类系数、局部效率和加权节点度三种具有显著性差异的拓扑特征融合后,在检测眩晕和非眩晕,高眩晕和低眩晕两个任务中的最高平均分类准确率分别为91.70%和96.00%.此外,本文还将超邻接矩阵直接输入CNN模型,在两个任务中得到的平均分类准确率分别达到93.40%和98.50%.结果表明,本研究所提方法可用于虚拟现实晕动症的检测,并可为进一步研究晕动症对各脑区功能耦合的影响提供参考. 展开更多
关键词 虚拟现实晕动症 脑电信号(EEG) 多元变分模态分解 脑功能连接 网络拓扑特征
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