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采用多通道样本和深度卷积神经网络的轴承故障诊断方法 被引量:20
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作者 张弘斌 袁奇 +1 位作者 赵柄锡 牛广硕 《西安交通大学学报》 EI CAS CSCD 北大核心 2020年第8期58-66,共9页
提出了一种新的多通道样本构造方法,结合深度卷积神经网络来提高轴承故障诊断的效果。首先采用连续小波变换,分别提取了转子两端轴承振动信号的时频域特征,基于所得结果分别构造了针对两端轴承的单通道二维图形样本,并取上述两类单通道... 提出了一种新的多通道样本构造方法,结合深度卷积神经网络来提高轴承故障诊断的效果。首先采用连续小波变换,分别提取了转子两端轴承振动信号的时频域特征,基于所得结果分别构造了针对两端轴承的单通道二维图形样本,并取上述两类单通道样本的均值构造了第3类单通道样本;将得到的3类单通道样本融合,得到用于故障诊断的三通道样本;建立不同结构的深度卷积神经网络,分别采用单通道样本和三通道样本对滚动轴承故障类型和故障严重程度进行诊断,并将所得结果进行对比分析。结果表明:在多种不同网络结构下,基于三通道样本的轴承故障诊断准确率均明显优于单通道样本,证明了提出的多通道样本构造方法在轴承故障诊断中有着更好的效果,可以为轴承故障诊断方法和样本构建提供参考。 展开更多
关键词 轴承故障诊断 三通样本 深度卷积神经网络 连续小波变换
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泌尿生殖道样本中Uu与Mh感染率及药敏结果分析 被引量:1
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作者 何锦华 《实用医技杂志》 2003年第6期588-589,共2页
目的:检测支原体在人类泌尿生殖系的感染及其药物敏感性。方法:采用Uu与Mh分离培养、鉴定、计数和药敏试剂盒,对408例临床病人的泌尿生殖系样本;进行Uu与Mh培养鉴定,并同时作药敏试验。结果:Uu与Mh的感染率为31.9%。女性感染力为34.9%... 目的:检测支原体在人类泌尿生殖系的感染及其药物敏感性。方法:采用Uu与Mh分离培养、鉴定、计数和药敏试剂盒,对408例临床病人的泌尿生殖系样本;进行Uu与Mh培养鉴定,并同时作药敏试验。结果:Uu与Mh的感染率为31.9%。女性感染力为34.9%,男性感染率为23.1%,两者有显著性差异(P<0.05)。药物敏感试验结果显示,支原体对司柏沙星60.9%、克拉霉素55.8%、阿奇霉素63.8%、交沙霉素63.1%、美满霉素58.5%、泰利必妥56.2%、可乐必妥50.8%、强力霉素61.5%、罗红霉素57.7%、红霉素28.6%、螺旋霉素35.1%、四环素30.2%。结论:支原体感染已成为非淋菌性泌尿生殖系感染的主要病原菌,并有耐药菌的出现。 展开更多
关键词 泌尿生殖样本 UU感染 Mh感染 感染率 药物敏感性 抗生素 支原体 泌尿生殖系感染
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储层横向预测综合描述在油气勘探中的应用 被引量:1
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作者 杨国权 潘正良 +1 位作者 乐友喜 谭俊敏 《石油物探》 EI CSCD 北大核心 1997年第S1期94-96,共3页
本文以地震道分形维技术及神经网络技术为依据,以砂体的定量解释为前提,结合研究区的地震地质特点,充分利用了丰富的地震信息.为储层横向预测和油气分布预测提供了有效的研究手段,并取得了较显著的成果。
关键词 地震分形维 神经网络 关联维 容量维 样本道
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Comparison of three PCR methods for detection of Helicobacter pylori DNA and detection of cagA gene in gastric biopsy specimens 被引量:5
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作者 SI Smith KS Oyedeji +7 位作者 AO Arigbabu FCantet FMegraud OOOjo AOUwaifo JAOtegbayo SOOla AO Coker 《World Journal of Gastroenterology》 SCIE CAS CSCD 2004年第13期1958-1960,共3页
AIM:To comparatively evaluate PCR and other diagnostic methods (the rapid urease test and/or culture) in order to determine which of the three PCR methods (ureA,glmM and 26-kDa,SSA gene) was most appropriate in the di... AIM:To comparatively evaluate PCR and other diagnostic methods (the rapid urease test and/or culture) in order to determine which of the three PCR methods (ureA,glmM and 26-kDa,SSA gene) was most appropriate in the diagnosis of Helicobacterpylori(Hpylori) infection and also to evaluate the detection of a putative virulence marker of H pylori,the cage,gene,by PCR in biopsy specimens. METHODS:One hundred and eighty-nine biopsy specimens were collected from 63 patients (three biopsies each) undergoing upper gastroduodenal endoscopy for various dyspeptic symptoms.The PCR methods used to detect H pylori DNA directly from biopsies were the glmM,26-kDa, ureA and then cagA was used to compare the culture technique and CLO for urease with the culture technique being used as the gold standard. RESULTS:Thirty-five percent of the biopsies were positive for H pylori DNA using the 3 PCR methods,while 68% of these were positive for the cagA gene.Twenty-four percent of the biopsies were negative for H pylori DNA in all PCR methods screened.The remaining 41% were either positive for ureA gene only,glmM only,26-kDa only,or ureA+glmM, ureA+26-kDa,glmM+26-kDa.Out of the 35% positive biopsies,41% and 82% were positive by culture and CLO respectively,while all negative biopsies were also negative by culture and cagA.Cag A+ infection was also predominantly found in H pylori DNA of the biopsies irrespective of the clinical diagnosis. CONCLUSION:This method is useful for correctly identifying infections caused by H pylori and can be easily applied in our laboratory for diagnostic purposes. 展开更多
关键词 Antigens Bacterial Bacterial Proteins Biopsy Comparative Study Gastric Mucosa Helicobacter Infections Helicobacter pylori purification Humans Phosphoglucomutase Polymerase Chain Reaction Research Support Non-U.S. Gov't Sensitivity and Specificity UREASE Virulence
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A Study on Visual Diversity of Japanese Residential Streetscapes
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作者 Garu Muni Wathsala Lakpriya Gunawardena Kubota Yoichi Kiyotaka Fukahori 《Journal of Civil Engineering and Architecture》 2015年第5期626-634,共9页
This study was conducted to find out the available visual diversity in Japanese residential streetscapes. The visual diversity occurs when the visual elements on streetscapes are different to each other. In this study... This study was conducted to find out the available visual diversity in Japanese residential streetscapes. The visual diversity occurs when the visual elements on streetscapes are different to each other. In this study, a field survey as a subjective method and the entropy as an objective method were used as measures of visual diversity. Data were collected from 80 residential streetscapes from four sites in the Saitama Prefecture, Japan. The sequential perspective views of streetscapes were analyzed for eight visual elements: shape of houses, shape of roofs, shape of windows, positions of the main openings of houses, availability of the ornaments on houses, height, color and the appearance of the boundary walls of premises to calculate the entropy. A field survey with multicultural subjects was used to find out the correlation between entropy and the human perception on the visual diversity. According to the results, the residential streetscapes displayed high diversity variations largely due to the shape of the roofs, shape of the windows and the appearance of the boundary walls of the premises. Moreover, the results concluded that the residential streetscapes at the study area are neither visually diverse nor visually uniform in considering the visual diversity aspect. 展开更多
关键词 ENTROPY streetscapes visual diversity visual elements.
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Channel aware receiver for next generation wireless communication system
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作者 MUHAMMAD Asim ASFANDYAR Khan +1 位作者 JAVED Iqbal Bangash ABDULLAH Khan 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第7期2131-2139,共9页
We consider an iterative phase synchronization scheme based on maximum a posteriori probability algorithm.In classical approaches,the phase noise estimation model considers one sample per symbol at the channel and rec... We consider an iterative phase synchronization scheme based on maximum a posteriori probability algorithm.In classical approaches,the phase noise estimation model considers one sample per symbol at the channel and receiver.However,information theoretic studies suggested use of more than one sample per symbol at the channel and receiver for achieving higher performance.In this article,a soft-information aided iterative receiver is derived,which uses off-the-shelf blocks for detection and demodulation by keeping the complexity of the receiver acceptable.We consider here two samples per symbols at the channel and receiver in a pragmatic paradigm.It is shown that phase noise estimation can be significantly improved at the expense of modest processing overhead.Simulation results are presented for low-density parity check coded quadrature amplitude modulations.Our results show a significant performance improvement for strong phase noise values compared to classical receiver approaches. 展开更多
关键词 phase noise channel iterative receiver multi-sample LDPC coded modulations
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Biofilm Determination of Listeria monocytogenes That Isolated from Different Sources
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作者 Srwa Ali Muhammed 《Journal of Life Sciences》 2014年第10期805-810,共6页
The study was conducted for the detection of Listeria monocytogenes bacteria from different sources (CSF and blood) obtained from patients in Pediatric hospital and from food sources like (yogurt, raw vegetables an... The study was conducted for the detection of Listeria monocytogenes bacteria from different sources (CSF and blood) obtained from patients in Pediatric hospital and from food sources like (yogurt, raw vegetables and raw milk, sausage). Ten isolates were isolated from 150 specimens one of them from CSF and one isolate isolated from blood samples the others isolated from food specimens 6 isolates isolated from sausage and 2 from raw vegetables. Isolates were identified traditionally involved culture methods based on selective enrichment and plating followed by the characterization of Listeria spp. based on colony morphology, sugar fermentation and haemolytic properties, identification by Api listeria was done. Determine the isolates that produce biofilm by tissue culture plate method. The highest biofilm forming strains ofListeria monocytogenes isolates appear in No. (D10, El, E5 and E7) OD reading each of them is (0.13, 0.09, 0.11 and 0.19) respectively, the lowest or poor biofilm forming strains appear in No. (D11, D12, E2, E3, E4 and E6) that optical density (OD) reading are (0.04, 0.03, 0.05, 0.04, 0.05 and 0.03) respectively by comparing with control prepared in well (A12) that stained by crystal violate without putting any isolates and the OD reading is (0.003). Confirmation by PCR was done only for four isolates that produce biofilm (D10 and El) that obtained from CSF and blood sample and for (E5 and E7) that obtained from food samples. 展开更多
关键词 Listeria monocytogenes BIOFILM API PCR OD.
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A Sample of Semi-Actuated Traffic Control versus Fixed-Time Traffic Control 被引量:2
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作者 Perjuci Xhevat Alimehaj Arlinda 《Journal of Mechanics Engineering and Automation》 2013年第5期334-337,共4页
Fixed-time control of traffic signals pursues the regulation of phases based on historical data of traffic demand, in this way, neglecting of the random arrival rates of traffic flow on different intersection streams ... Fixed-time control of traffic signals pursues the regulation of phases based on historical data of traffic demand, in this way, neglecting of the random arrival rates of traffic flow on different intersection streams causes increasing of the stops and delays and fuel consumption at the same time. Coordinated semi-actuated control due to ability to respond traffic demands on both main and secondary directions, based on road detector registration saves the coordinated features, serving the unused time to the main road, while the secondary clears early. In this paper, the authors analyzed and explained comparatively the results of LOS (level of service) parameters of the current state of control (fixed-time) with the proposed control (semi-actuated coordinated) of the artery of length 2,348 km consisted of four signalized T intersections. Highway Capacity Manual and Synchro/Sim Traffic software are used for analysis and optimization of parameters in this paper. 展开更多
关键词 LOS (level of service) fixed-time control actuated control cycle phase ring-barrier STREAM capacity delay travelspeed.
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泌尿生殖道支原体检测在不孕不育症患者中的意义 被引量:9
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作者 江培元 姜玲玲 《中国卫生检验杂志》 北大核心 2012年第11期2703-2705,共3页
目的:检测不孕不育者与正常者生殖道样本中支原体的分离率,探讨本地区不孕不育者中支原体检测的意义。方法:采集324对不孕不育的夫妇,共计648例;正常生育史夫妇158对,共316例的生殖道标本,用液体培养法培养解脲脲原体(Uu)和人型支原体(... 目的:检测不孕不育者与正常者生殖道样本中支原体的分离率,探讨本地区不孕不育者中支原体检测的意义。方法:采集324对不孕不育的夫妇,共计648例;正常生育史夫妇158对,共316例的生殖道标本,用液体培养法培养解脲脲原体(Uu)和人型支原体(Mh)及对抗菌药物的敏感性,分析两者间的差异;跟踪观察支原体阳性的夫妇抗支原体治疗后的效果。结果:648例不孕不育组中,支原体总阳性率达70.2%,Uu总阳性率67.6%。316例对照组中,支原体总阳性率为21.5%,Uu总阳性率19.0%,两组之间总阳性率的差异有高度统计学意义(u=4.33,P<0.01),Uu阳性率的差异有高度统计学意义(u=4.21,P<0.01)。不孕不育组的Uu,对强力霉素、交沙霉素、美满霉素、氧氟沙星和阿齐霉素的耐药率分别为7.3%、1.3%、4.8%、33.2%和42.2%;正常组的Uu,对强力霉素、交沙霉素、美满霉素、氧氟沙星和阿齐霉素的耐药率分别为0%、0%、2.9%、17.6%和14.7%。随访观察83对支原体阳性夫妇的治疗效果,发现27(35.2%)对夫妇在支原体清除后半年内受孕成功。结论:本地区不孕不育者中生殖道支原体检出率高,以单纯Uu为主。解脲支原体的感染可能为本地区不孕不育者的一种致病因素,对不孕不育者加强生殖道支原体的检测将有助于了解其病因。对本地区的Uu感染可首选交沙霉素或强力霉素治疗。 展开更多
关键词 不孕不育症 生殖样本 解脲脲原体(Uu) 人型支原体(Mh)
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随机路谱下换道平顺性仿真分析
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作者 李健 张亚岐 《北京汽车》 2015年第2期17-20,共4页
针对换道模型难以精确控制以及缺乏统一的换道平顺性评价体系,提出以碰撞限位器概率、悬架位移以及竖直加速度为指标对换道平顺性进行评价分析,建立评价体系。结果表明:所建立的换道平顺性评价体系能够较为全面的体现驾驶员对姿态舒适... 针对换道模型难以精确控制以及缺乏统一的换道平顺性评价体系,提出以碰撞限位器概率、悬架位移以及竖直加速度为指标对换道平顺性进行评价分析,建立评价体系。结果表明:所建立的换道平顺性评价体系能够较为全面的体现驾驶员对姿态舒适感的响应,且该评价体系对复杂环境具有良好的适应性。 展开更多
关键词 平顺性 指标体系 真车换样本 CARSIM
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