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基于Leaky Noisy-or Gate-BN的山区高速公路交通事故致因分析 被引量:1
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作者 王祖印 王景升 +1 位作者 姚辰达 郭晗 《江汉大学学报(自然科学版)》 2025年第4期70-79,共10页
基于Leaky Noisy-or Gate-BN模型构建故障树-贝叶斯网络,采用贝叶斯敏感度分析和推理分析来识别影响山区高速交通事故的关键因素。通过将未知影响因素定义为遗漏因子,计算各因素的条件概率表,降低了将故障树映射至贝叶斯网络时因或门产... 基于Leaky Noisy-or Gate-BN模型构建故障树-贝叶斯网络,采用贝叶斯敏感度分析和推理分析来识别影响山区高速交通事故的关键因素。通过将未知影响因素定义为遗漏因子,计算各因素的条件概率表,降低了将故障树映射至贝叶斯网络时因或门产生的误差,解决了实际推理中未知因素对结果的影响。结果表明:山区高速交通事故影响较大的关键因素为“非干燥路面”“恶劣天气”“弯坡道”,较敏感中间事件为“道路因素”“人的因素”,较敏感基本事件为“非干燥路面”“弯坡道”等;高敏感度基本事件耦合作用下,对事故发生影响较显著因素为“能见度低于200 m”及“路侧无防护措施”。研究结果对预防山区高速公路交通事故的发生具有指导意义。 展开更多
关键词 交通事故 山区高速公路 致因分析 leaky Noisy-or Gate 贝叶斯
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2-O-β-D-Glucopyranosyl-L-ascorbic acid,an ascorbic acid derivative isolated from the fruits of Lycium barbarum L.,ameliorates high fructose-induced neuroinflammation in mice:involvement of gut microbiota and leaky gut 被引量:1
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作者 Wei Dong Yujia Peng +9 位作者 Guijie Chen Zhiyong Xie Weiqi Xu Wangting Zhou Jia Mi Lu Lu Yi Sun Xiaoxiong Zeng Youlong Cao Yamei Yan 《Food Science and Human Wellness》 SCIE CSCD 2024年第1期241-253,共13页
Western diet(rich in highly refined sugar and fat)can induce a range of metabolic dysfunctions in animals and humans,including neuroinflammation and cognitive function decline.Neuroinflammation and cognitive impairmen... Western diet(rich in highly refined sugar and fat)can induce a range of metabolic dysfunctions in animals and humans,including neuroinflammation and cognitive function decline.Neuroinflammation and cognitive impairment,two critical pathological characteristics of Alzheimer’s disease,have been closely associated with microbial alteration via the gut-brain axis.Thus,the present study aimed to investigate the influence of 2-O-β-D-glucopyranosyl-L-ascorbic acid(AA-2βG)isolated from the fruits of Lycium barbarum on preventing the high-fructose diet(HFrD)induced neuroinflammation in mice.It was found that AA-2βG prevented HFr D-induced cognitive deficits.AA-2βG also predominantly enhanced the gut barrier integrity,decreased lipopolysaccharide entry into the circulation,which subsequently countered the activation of glial cells and neuroinflammatory response.These beneficial effects were transmissible by horizontal fecal microbiome transplantation,transferring from AA-2βG fed mice to HFr D fed mice.Additionally,AA-2βG exerted neuroprotective effects involving the enrichment of Lactobacillus and Akkermansia,potentially beneficial intestinal bacteria.The present study provided the evidence that AA-2βG could improve indices of cognition and neuroinflammmation via modulating gut dybiosis and preventing leaky gut.As a potential functional food ingredient,AA-2βG may be applied to attenuate neuroinflammation associated with Western-style diets. 展开更多
关键词 Neuroinfl ammation Gut microbiota leaky gut Lipopolysaccharide Fecal microbiome transplantation 2-O-β-D-Glucopyranosyl-L-ascorbic acid
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外电场作用下改进的Leaky Integrate-And-Fire模型的峰放电频率适应性研究 被引量:3
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作者 韩春晓 王江 +1 位作者 常莉 车艳秋 《动力学与控制学报》 2013年第1期46-52,共7页
峰放电频率适应性是神经元在信息处理过程中重要的动力学特性之一.当神经系统受到外电场作用时,会对其动力学行为以及神经电信息的产生、传导产生影响.我们基于Leaky integrate-and-fire(LIF)神经元模型,建立了外电场作用下改进的LIF神... 峰放电频率适应性是神经元在信息处理过程中重要的动力学特性之一.当神经系统受到外电场作用时,会对其动力学行为以及神经电信息的产生、传导产生影响.我们基于Leaky integrate-and-fire(LIF)神经元模型,建立了外电场作用下改进的LIF神经元模型.采用随时间演化的膜电位曲线和峰放电频率曲线,以及随外电场变化的起始峰放电频率曲线和稳态峰放电频率曲线,研究不同强度、频率外电场作用下改进的LIF模型的适应性变化.此外,还利用相邻峰峰间期(ISI)之间的相关性进一步阐明外电场对神经元适应性的影响. 展开更多
关键词 峰放电频率适应性 外电场 leaky integrate—and—fire模型 ISI 相关性
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基于Leaky Noisy-or Gate和贝叶斯网络的光伏发电项目施工风险评估方法 被引量:7
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作者 董华珊 侯学良 《科技和产业》 2023年第2期218-223,共6页
针对复杂多变的光伏发电项目施工风险评估问题,利用Leaky Noisy-or Gate模型整合历史经验和专家知识来确定贝叶斯网络参数并建立光伏施工风险的贝叶斯网络模型,同时采用Netica仿真分析,对施工风险进行有效预测并诊断识别出关键性风险和... 针对复杂多变的光伏发电项目施工风险评估问题,利用Leaky Noisy-or Gate模型整合历史经验和专家知识来确定贝叶斯网络参数并建立光伏施工风险的贝叶斯网络模型,同时采用Netica仿真分析,对施工风险进行有效预测并诊断识别出关键性风险和敏感性风险,以便管理者精准施策、管控风险。为验证该方法的有效性,以Z项目为例进行建模仿真。结果表明,其施工风险等级为中等,与实际相符。 展开更多
关键词 光伏项目 贝叶斯网络 leaky Noisy-or Gate模型 敏感性分析 关键性风险
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Gut-liver axis in liver cirrhosis: How to manage leaky gut and endotoxemia 被引量:37
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作者 Hiroshi Fukui 《World Journal of Hepatology》 CAS 2015年第3期425-442,共18页
A "leaky gut" may be the cutting edge for the passage of toxins, antigens or bacteria into the body, and may play a pathogenic role in advanced liver cirrhosis and its complications. Plasma endotoxin levels ... A "leaky gut" may be the cutting edge for the passage of toxins, antigens or bacteria into the body, and may play a pathogenic role in advanced liver cirrhosis and its complications. Plasma endotoxin levels have been admitted as a surrogate marker of bacterial translocation and close relations of endotoxemia to hyperdynamic circulation, portal hypertension, renal, cardiac, pulmonary and coagulation disturbances have been reported. Bacterial overgrowth, increased intestinal permeability, failure to inactivate endotoxin,activated innate immunity are all likely to play a role in the pathological states of bacterial translocation. Therapeutic approach by management of the gut-liver axis by antibiotics, probiotics, synbiotics, prebiotics and their combinations may improve the clinical course of cirrhotic patients. Special concern should be paid on anti-endotoxin treatment. Adequate management of the gut-liver axis may be effective for prevention of liver cirrhosis itself by inhibiting the progression of fibrosis. 展开更多
关键词 Gut-liver axis LIVER cirrhosis Pathogenesis Complications ENDOTOXEMIA Bacterial TRANSLOCATION leaky GUT TOLL-LIKE receptors Selective intestinal decontamination Probiotics
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Leaky gut and the liver: A role for bacterial translocation in nonalcoholic steatohepatitis 被引量:22
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作者 Yaron Ilan 《World Journal of Gastroenterology》 SCIE CAS CSCD 2012年第21期2609-2618,共10页
Gut flora and bacterial translocation (BT) play important roles in the pathogenesis of chronic liver disease, including cirrhosis and its complications. Intestinal bacterial overgrowth and increased bacterial transloc... Gut flora and bacterial translocation (BT) play important roles in the pathogenesis of chronic liver disease, including cirrhosis and its complications. Intestinal bacterial overgrowth and increased bacterial translocation of gut flora from the intestinal lumen predispose patients to bacterial infections, major complications and also play a role in the pathogenesis of chronic liver disorders. Levels of bacterial lipopolysaccharide, a component of gram-negative bacteria, are increased in the portal and/or systemic circulation in several types of chronic liver disease. Impaired gut epithelial integrity due to alterations in tight junction proteins may be the pathological mechanism underlying bacterial translocation. Preclinical and clinical studies over the last decade have suggested a role for BT in the pathogenesis of nonalcoholic steatohepatitis (NASH). Bacterial overgrowth, immune dysfunction, alteration of the luminal factors, and altered intestinal permeability are all involved in the pathogenesis of NASH and its complications. A better understanding of the cell-specific recognition and intracellular signaling events involved in sensing gut-derived microbes will help in the development of means to achieve an optimal balance in the gut-liver axis and ameliorate liver diseases. These may suggest new targets for potential therapeutic interventions for the treatment of NASH. Here, we review some of the mechanisms connecting BT and NASH and potential therapeutic developments. 展开更多
关键词 Nonalcoholic steatohepatitis Bacterial translocation Insulin resistance leaky gut Lipopolysaccharide
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“Leaky Gate”模型:痛觉和痒觉信息编码的新学说 被引量:3
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作者 Sun 侍昊 耿笑 《中国疼痛医学杂志》 CAS CSCD 2017年第6期411-413,共3页
痛觉和痒觉信息的编码是科学家们几十年来极度关注和讨论的话题。然而,目前的编码理论(包括:强度学说、特异性学说和选择性学说)都无法解释实验中的所有现象。为了阐明疼痛和瘙痒产生的机制,研究者在脊髓中特异性地标记了一类中间神经元... 痛觉和痒觉信息的编码是科学家们几十年来极度关注和讨论的话题。然而,目前的编码理论(包括:强度学说、特异性学说和选择性学说)都无法解释实验中的所有现象。为了阐明疼痛和瘙痒产生的机制,研究者在脊髓中特异性地标记了一类中间神经元(胃泌素释放肽gastrin-releasing peptide,Gr P)Grp^+神经元,他们在研究了这些中间神经元的功能和特性后,提出了痛觉和痒觉编码的"Leaky Gate(门控泄漏)"模型。该模型的主要内容:脊髓节段存在一类Grp^+中间神经元,该神经元直接接受来自初级感觉神经元的痛觉和痒觉信息的突触传入,Grp^+神经元对痛觉和痒觉刺激的反应表现出不同特性,该类神经元只传导痒和弱痛的信号,在强痛刺激情况下,内源性阿片募集并接近Grp^+神经元,通过并行通路阻止痛的进一步产生。如果Grp^+神经元缺失,痛觉反应增加,而痒觉反应减少。这一新模型是脊髓非单一编码的一个很好范例,也能更好解释人类心理物理研究中的许多发现。 展开更多
关键词 痒觉 leaky Gate 中间神经元 胃泌素释放肽 脊髓背角 脊髓节段 信息编码 新学说 人类心理 脑啡肽
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Single-beam leaky-wave antenna with wide scanning angle and high scanning rate based on spoof surface plasmon polariton 被引量:1
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作者 Huan Jiang Xiang-Yu Cao +2 位作者 Tao Liu Liaori Jidi Sijia Li 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第10期399-405,共7页
We propose a single-beam leaky-wave antenna(LWA) with a wide-scanning angle and a high-scanning rate based on spoof surface plasmon polariton(SSPP) in this paper. The SSPP transmission line(TL) is etched with periodic... We propose a single-beam leaky-wave antenna(LWA) with a wide-scanning angle and a high-scanning rate based on spoof surface plasmon polariton(SSPP) in this paper. The SSPP transmission line(TL) is etched with periodically arranged circular patches, which converts the slow-wave mode into the fast-wave region for radiation. The proposed LWA is designed, fabricated, and tested. The simulated results imply that the proposed LWA not only achieves a high radiation efficiency of about 81.4%, and a high scanning rate of 12.12, but also has a large scanning angle of 176° over a narrow operation bandwidth of 8.3-9.6 GHz(for |S_(11)| <-10 dB). In addition, the simulated average gain of the LWA can reach as high as 10.9 d Bi. The measured scanning angle range is 175° in the operation band of 8.2-9.6 GHz, and the measured average gain is 10.6 dBi. The experimental results are consistent with the simulation, validating its performance. An antenna with high radiation efficiency, wide scanning angle range, and high scanning rate has great potential for application in radar and wireless communication systems. 展开更多
关键词 spoof surface plasmon polariton(SSPP) leaky wave antenna wide scanning angle high scanning rate
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Steady-State Performance Evaluation of Linux TCPs versus TCP Wave over Leaky Satellite Links 被引量:1
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作者 Ahmed Abdelsalam Cesare Roseti Francesco Zampognaro 《China Communications》 SCIE CSCD 2017年第3期17-30,共14页
Internet access is becoming even more heterogeneous, including different wireless backhauling links, with Ka-band satellites as a possible alternative. Since communication path is unknown a priori, adoption of PEP sol... Internet access is becoming even more heterogeneous, including different wireless backhauling links, with Ka-band satellites as a possible alternative. Since communication path is unknown a priori, adoption of PEP solutions to optimize TCP performance over satellite is discouraged to allow dynamic network reconfigurations. To opposite, an endto-end TCP performance evaluation on such a challenging scenario, with possible large latency and transmission losses, is herein considered of paramount importance. Several TCP variants exist to tackle different aspects of communication networks. In Linux, the different TCP congestion control schemes differ from the theoretical formulations and RFC specifications, introducing a varying set of optimizations and options. This aspect makes difficult to identify a standard/reference TCP version for the proposed scenario, while testing with the real protocol stacks is deemed necessary to obtain consistent results. In addition, an innovative end-to-end TCP, namely TCP Wave, is introduced to replace the traditional window-based transmission with a burst-based strategy, representing a valid alternative to Linux TCP. To offer a fair, realistic and comprehensive evaluation, we configured a simulation setup where different Linux TCPs can be run within ns-3 network simulator and compared with TCP Wave. 展开更多
关键词 TCP satellite internet leaky channels Linux ns-3
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Quantum Statistical Properties of the Exciton in a Leaky Quasi-Mode Cavity
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作者 YU Zhao-Xian JIAO Zhi-Yong 《Communications in Theoretical Physics》 SCIE CAS CSCD 2002年第7期81-84,共4页
We have studied quantum statistical properties of the exciton in a leaky quasi-mode cavity. It is shown that when the exciton is initially in a squeezed coherent state whereas cavity initially in a vacuum state, there... We have studied quantum statistical properties of the exciton in a leaky quasi-mode cavity. It is shown that when the exciton is initially in a squeezed coherent state whereas cavity initially in a vacuum state, there is energy exchange between the exciton and cavity. Both the exciton and cavity may exhibit sub-Poissonian distribution and exist quadrature squeezing. Calculation shows that correlation between the exciton and cavity is classical, which implies that there is not the violation of the Cauchy-Schwartz inequality. 展开更多
关键词 sub-Poissonian distribution QUADRATURE squeezing exciton a leaky quasi-mode CAVITY
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Unstable Rifts,a Leaky Transform Zone and a Microplate:Analogues from South Iceland 被引量:1
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作者 Maryam Khodayar Sveinbjorn Bjornsson +1 位作者 Skúli Víkingsson Guorún Sigríour Jonsdottir 《Open Journal of Geology》 2020年第4期317-367,共51页
A structural analysis was undertaken in the South Iceland Seismic Zone (SISZ) transform zone, and in the Hreppar Microplate (HMP) located between the propagating Eastern Rift Zone (ERZ) and the receding Western Rift Z... A structural analysis was undertaken in the South Iceland Seismic Zone (SISZ) transform zone, and in the Hreppar Microplate (HMP) located between the propagating Eastern Rift Zone (ERZ) and the receding Western Rift Zone (WRZ). The age of the oceanic crust in these areas is 3.4 Ma to present. About 20,000 fracture segments on aerial images reflect the dominance of NNE extensional structures in the WRZ. Around 9,000 basement faults, intrusions, secondary fractures, surface ruptures of earthquakes, and leakages were mapped in the outcrops of the HMP and the SISZ. About 23% of these fractures strike NNE, while 77% are dominantly northerly dextral and ENE sinistral, and secondarily E-W, WNW and NW sinistral strike- and oblique-slip structures, forming a Riedel shear pattern typical of a transform zone. Dyke injections into Riedel shears indicate a leaky transform zone. Fractures reactivated, accumulated slip, and re-opened for fluid flow. The ENE faults dip mostly to the southeast and could be the present boundary of the SISZ to the north. A 10 - 30 km wide ENE structural zone hosts a valley to the east, which could be deeper in the west. This ENE zone contains all the earthquakes, dominant ENE rivers, frequent ENE secondary fractures, and is likely the active part of the SISZ. The HMP does not show rotation since 3.4 Ma despite being between two rift segments. Future propagation/recession of the rift segments along their N55&deg;E sections would cause a migration and a clockwise rotation of the SISZ from ENE to E-W. The boundary faults of the SISZ would then be E-W, with unchanged internal Riedel shears, compensating its sinistral motion. Insights into complexities of diverging plate boundaries are critical for resource management in such tectonic contexts. 展开更多
关键词 Unstable Diverging Plate Boundaries South Iceland Seismic Zone leaky Transform Zone Rotation of Microplate Tectonics of Iceland
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Analytical solution for laminar flow through leaky tube
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作者 M.GORJI M.ALIPANAH +1 位作者 M.SHATERI E.FARNAD 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2011年第1期69-74,共6页
The laminar flow through a leaky tube is investigated, and the momentum and conservation of energy equations are solved analytically. By using the Hagen-Poiseuille velocity profile and defining unknown functions for t... The laminar flow through a leaky tube is investigated, and the momentum and conservation of energy equations are solved analytically. By using the Hagen-Poiseuille velocity profile and defining unknown functions for the axial and radial velocity compo- nents, the pressure and mass transfer equations are obtained, and their profiles are plotted according to different parameters. The results indicate that the axial velocity, the radial velocity, the mass transfer parameter, and the pressure in the tube decrease as the fluid moves along the tube. 展开更多
关键词 leaky tube PERMEABILITY mass transfer laminar flow analytical solution
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A solvable operator motion equation of an excited-atom coupled leaky cavity in single-photon generation
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作者 柴金华 韩正甫 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第5期1872-1876,共5页
A model for an excited-atom coupled leaky cavity in single-photon generation is proposed based on universal modes. Solvable motion equations of the atomic operators are obtained under the single-photon condition by ad... A model for an excited-atom coupled leaky cavity in single-photon generation is proposed based on universal modes. Solvable motion equations of the atomic operators are obtained under the single-photon condition by adopting the Lorentzian line type of the universal modes. 展开更多
关键词 atomic operator evolution leaky cavity universal mode single photon
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ANALYSIS OF THE LEAKY BUCKET OUTPUT PROCESSES FOR BURSTY SOURCES IN ATM NETWORKS
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作者 Liao Jianxin(National Lab. of Switching Tech. and Telecom. Networks BUPT of China, Beijing 100088)Li Lemin Sun Hairong(National Key Lab. of Optical Fiber Commun. UEST of China, Chengdu 610054) 《Journal of Electronics(China)》 1997年第3期228-235,共8页
In ATM networks, bursty sources can be described as the Interrupted Bernoulli Process(IBP). With the use of the thin process theory, the Probability Generating Function(PGF) of the IBP is obtained. An iterative algori... In ATM networks, bursty sources can be described as the Interrupted Bernoulli Process(IBP). With the use of the thin process theory, the Probability Generating Function(PGF) of the IBP is obtained. An iterative algorithm, which can be used to calculate the IBP probability distribution, is presented. The bursty source’s equivalent description is discussed. It is proposed that the leaky bucket output process can be approximately described as the IBP. The accuracy of the analytical results has been largely validated by means of the simulation approach. Moreover, how to improve its accuracy is discussed. The smoothing function of the leaky bucket algorithm is quantitatively analyzed. 展开更多
关键词 ATM Bursty source IBP leaky BUCKET algorithm OUTPUT process TRAFFIC SMOOTHING
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ANALYSIS OF THE LEAKY BUCKET ALGORITHM FOR PRIORITY SERVICES
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作者 Jiang Zhigang Li Lemin(National Key Lab., University of Electronic Science and Technology of China, Chengdu 610054) 《Journal of Electronics(China)》 1996年第4期333-338,共6页
The leaky bucket algorithm with loss priorities is studied in this paper. The analytical expression of the relation among leaky bucket performance, statistical parameters of input traffic and leaky bucket, parameters ... The leaky bucket algorithm with loss priorities is studied in this paper. The analytical expression of the relation among leaky bucket performance, statistical parameters of input traffic and leaky bucket, parameters for various priority services is obtained, and the effect of adjustment factor on leaky bucket performance of higher-priority service and lower-priority service is studied with two priority classes. 展开更多
关键词 ATM network PRIORITY SOURCES leaky BUCKET ALGORITHM
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Complete leaky mode coupling in dual-core photonic crystal fibre based on the coupled-mode theory
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作者 苑金辉 余重秀 +3 位作者 桑新柱 张锦龙 周桂耀 侯蓝田 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第6期237-242,共6页
This paper theoretically investigates the dependence of leaky mode coupling between inner core fundamental mode and outer core defect mode on phase and loss matching in pure silica dual-core photonic crystal fibres wi... This paper theoretically investigates the dependence of leaky mode coupling between inner core fundamental mode and outer core defect mode on phase and loss matching in pure silica dual-core photonic crystal fibres with the multi-pole method. The complete mode coupling can take place when both the phase and loss matching conditions are satisfied at the avoided anti-crossing wavelength. It shows the influences of cladding structure parameters including the diameters of cladding air holes d1, diameters of outer core holes d2 and hole to hole pitch A on the characteristics of leaky modes coupling. The coupled-mode theory is used to analyse the mode transition characteristics and the complete coupling can be clearly indicated by comparing the real and imaginary parts of propagation constant of the leaky modes. 展开更多
关键词 dual-core photonic crystal fibres complete leaky mode coupling multi-pole method coupled-mode theory
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The Anomaly Detection in SMTP Traffic Based on Leaky Integrate-and-Fire Model
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作者 罗浩 方滨兴 云晓春 《Journal of Shanghai Jiaotong university(Science)》 EI 2006年第2期165-171,共7页
This paper investigated an effective and robust mechanism for detecting simple mail transfer protocol (SMTP) traffic anomaly. The detection method cumulates the deviation of current delivering status from history beha... This paper investigated an effective and robust mechanism for detecting simple mail transfer protocol (SMTP) traffic anomaly. The detection method cumulates the deviation of current delivering status from history behavior based on a weighted sum method called the leaky integrate-and-fire model to detect anomaly. The simplicity of the detection method is that the method need not store history profile and low computation overhead, which makes the detection method itself immunes to attacks. The performance is investigated in terms of detection probability, the false alarm ratio, and the detection delay. The results show that leaky integrate-and-fire method is quite effective at detecting constant intensity attacks and increasing intensity attacks. Compared with the non-parametric cumulative sum method, the evaluation results show that the proposed detection method has shorter detection latency and higher detection probability. 展开更多
关键词 anomaly detection leaky integrate-and-fire model SMTP traffic
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Research on communication system of underground safety management based on leaky feeder cable
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作者 陈建宏 张涛 +1 位作者 程运材 张晗 《Journal of Coal Science & Engineering(China)》 2007年第4期537-543,共7页
According to the current working status of underground safety management and production scheduling, the importance and existed problem of underground mine radio communication were summarized, and the basic principle a... According to the current working status of underground safety management and production scheduling, the importance and existed problem of underground mine radio communication were summarized, and the basic principle and classification of leaky feeder cable were introduced and the characteristics of cable were analyzed specifically in depth, and the application model of radio communication system for underground mine safety management was put forward. Meanwhile, the research explanation of the system component, function and evaluation was provided. The discussion result indicates that communication system of underground mine safety management which is integrated two-way relay amplifier and other equipment has many communication functions, and underground mine mobile communication can be achieved well. 展开更多
关键词 leaky feeder cables safety management mines radio communication mine communication
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Leaky Cable Fixture Detection in Railway Tunnel Based on RW DCGAN and Compressed GS-YOLOv5
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作者 Suhang Li Yunzuo Zhang +3 位作者 Ruixue Liu Jiayu Zhang Zhouchen Song Yutai Wang 《Intelligent Automation & Soft Computing》 SCIE 2023年第7期1163-1180,共18页
The communication system of high-speed trains in railway tunnels needs to be built with leaky cables fixed on the tunnel wall with special fixtures.To ensure safety,checking the regular leaky cable fixture is necessar... The communication system of high-speed trains in railway tunnels needs to be built with leaky cables fixed on the tunnel wall with special fixtures.To ensure safety,checking the regular leaky cable fixture is necessary to elimi-nate the potential danger.At present,the existing fixture detection algorithms are difficult to take into account detection accuracy and speed at the same time.The faulty fixture is also insufficient and difficult to obtain,seriously affecting the model detection effect.To solve these problems,an innovative detection method is proposed in this paper.Firstly,we presented the Res-Net and Wasserstein-Deep Convolution GAN(RW-DCGAN)to implement data augmentation,which can enable the faulty fixture to export more high-quality and irregular images.Secondly,we proposed the Ghost SENet-YOLOv5(GS-YOLOv5)to enhance the expression of fixture feature,and further improve the detection accuracy and speed.Finally,we adopted the model compression strategy to prune redundant channels,and visualized training details with Grad-CAM to verify the reliability of our model.Experimental results show that the algorithm model is 69.06%smaller than the original YOLOv5 model,with 70.07%fewer parameters,2.1%higher accuracy and 14.82 fps faster speed,meeting the needs of tunnel fixture detection. 展开更多
关键词 leaky cable fixture detection RW-DCGAN compressed strategy GS-YOLOv5
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On-Chip Capillary Electrophoresis (Chip-CE) with Optical On-Chip Leaky-Waveguide-Based Detection
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作者 Christoph Doering Matthias Grewe +1 位作者 Ingo Steingoetter Henning Fouckhardt 《American Journal of Analytical Chemistry》 2014年第4期243-248,共6页
Capillary electrophoresis (CE) suffers from a relatively small sensitivity—at least in case of optical detection transversely to the capillary axis due to the small capillary inner diameters in the range of 50 - 100 ... Capillary electrophoresis (CE) suffers from a relatively small sensitivity—at least in case of optical detection transversely to the capillary axis due to the small capillary inner diameters in the range of 50 - 100 μm. Different concepts like bubble, U-, or Z-cells have been used to tackle that problem already in the nineties of the last century. But the U- and Z-cells have typically been extra cells with larger inner channel diameters and no optimization for optical waveguiding and the bubble cell per se did not allow for optical waveguiding. In the case of on-chip capillary electrophoresis (chip-CE) a U-cell can be implemented quite easily on the chip. Here we show how leaky optical waveguiding can be employed to improve optical detection. Proper U-channel design and preparation by wet-chemical etching of the fused silica sub- and superstrate, making the U-channel bend a part of the optical input lens system, can help to achieve high coupling efficiency with loss coefficients around 2 dB and low waveguiding loss. 展开更多
关键词 ON-CHIP CAPILLARY ELECTROPHORESIS OPTICAL Aetection leaky Waveguides
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