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On-line Estimation of Biomass in Fermentation Process Using Support Vector Machine 被引量:1
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作者 王建林 于涛 金翠云 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2006年第3X期383-388,共6页
Biomass is a key factor in fermentation process, directly influencing the performance of the fermenta- tion system as well as the quality and yield of the targeted product. Therefore, the on-line estimation of biomass... Biomass is a key factor in fermentation process, directly influencing the performance of the fermenta- tion system as well as the quality and yield of the targeted product. Therefore, the on-line estimation of biomass is indispensable. The soft-sensor based on support vector machine (SVM) for an on-line biomass estimation was ana- lyzed in detail, and the improved SVM called the weighted least squares support vector machine was presented to follow the dynamic feature of fermentation process. The model based on the modified SVM was developed and demonstrated using simulation experiments. 展开更多
关键词 BIOMASS ON-line estimation support vector MACHINE FERMENTATION
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A Fingerprint Minutiae Matching Method Based on Line Segment Vector 被引量:2
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作者 Jian-Wei Zhong Mei Xie 《Journal of Electronic Science and Technology of China》 2007年第3期260-263,共4页
Minutiae-based fingerprint matching is the most commonly used in an automatic fingerprint identification system. In this paper, we propose a minutia matching method based on line segment vector. This method uses all t... Minutiae-based fingerprint matching is the most commonly used in an automatic fingerprint identification system. In this paper, we propose a minutia matching method based on line segment vector. This method uses all the detected minutiae (the ridge ending and the ridge bifurcation) in a fingerprint image to create a set of new vectors (line segment vector). Using these vectors, we can determine a truer reference point more efficiently. In addition, this new minutiae vector can also increase the accuracy of the minutiae matching. By experiment on the public domain collections of fingerprint images fvc2004 DID set A and DB4 set A, the result shows that our algorithm can obtain an improved verification performance. 展开更多
关键词 FINGERPRINT line segment vector MATCHING minutiae.
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Application of the sun line-of-sight vector in the optimal attitude estimation of deep-space probe
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作者 常晓华 崔祜涛 邵巍 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第2期96-100,共5页
This paper proposed an optimal algorithm using the sun line-of-sight vector to improve the probe attitude estimation accuracy in deep-space mission.Firstly,the elaborate analysis of the attitude estimation error from ... This paper proposed an optimal algorithm using the sun line-of-sight vector to improve the probe attitude estimation accuracy in deep-space mission.Firstly,the elaborate analysis of the attitude estimation error from vector observations was done to demonstrate that the geometric relation between the reference vectors is an important factor which influences the accuracy of attitude estimation.Then,with introduction of the sun line-of-sight vector,the attitude quaternion obtained from the star-sensor was converted into a pair of mutually perpendicular reference vectors perpendicular to the sun vector.The normalized weights were calculated according to the accuracy of the sensors.Furthermore,the optimal attitude estimation in the least squares sense was achieved with the quaternion estimation method.Finally,the results of simulation demonstrated the validity of the proposed optimal algorithm based on the practical data of the Deep Impact mission. 展开更多
关键词 sun line-of-sight vector attitude estimation deep-space probe
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On-line Chatter Detection Using an Improved Support Vector Machine 被引量:1
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作者 Changfu LIU Wenxiang ZHANG 《Instrumentation》 2019年第2期2-7,共6页
On-line chatter detection can avoid unstable cutting through monitoring the machining process.In order to identify chatter in a timely manner,an improved Support Vector Machine(SVM)is developed in this paper,based on ... On-line chatter detection can avoid unstable cutting through monitoring the machining process.In order to identify chatter in a timely manner,an improved Support Vector Machine(SVM)is developed in this paper,based on extracted features.In the SVM model,the penalty factor(e)and the core parameter(g)have important influence on the classification,more than from Kernel Functions(KFs).Hence,first the classification results are conducted using different KFs.Then two methods are presented for exploring the best parameters.The chatter identification results show that the Genetic Algorithm(GA)approach is more suitable for deciding the parameters than the Grid Explore(GE)approach. 展开更多
关键词 ON-line Chatter DETECTION Support vector MACHINE PARAMETER Optimization GENETIC Algorithms
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Construction of a replication-competent hepatitis B virus vector carrying secreted luciferase transgene and establishment of new hepatitis B virus replication and expression cell lines
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作者 Jie Ruan Cai-Yan Ping +4 位作者 Shuo Sun Xin Cheng Peng-Yu Han Yin-Ge Zhang Dian-Xing Sun 《World Journal of Gastroenterology》 SCIE CAS 2019年第39期5961-5972,共12页
BACKGROUND Previously,we have successfully constructed replication-competent hepatitis B virus(HBV)vectors by uncoupling the P open reading frame(ORF)from the preC/C ORF to carefully design the transgene insertion sit... BACKGROUND Previously,we have successfully constructed replication-competent hepatitis B virus(HBV)vectors by uncoupling the P open reading frame(ORF)from the preC/C ORF to carefully design the transgene insertion site to overcome the compact organization of the HBV genome and maintain HBV replication competence.Consequently,the replication-competent HBV vectors carrying foreign genes,including pCH-BsdR,carrying blasticidin resistance gene(399 bp),and pCH-hrGFP,carrying humanized renilla green fluorescent protein gene(720 bp),were successfully obtained.However,the replication efficiency of the former is higher but it is tedious to use,while that of the latter is poor and cannot be quantified.Hence,we need to search for a new reporter gene that is convenient and quantifiable for further research.AIM To establish a helpful tool for intracellular HBV replication and anti-viral drugs screening studies.METHODS We utilized the replication-competent HBV viral vectors constructed by our laboratory,combined with the secreted luciferase reporter gene,to construct replication-competent HBV vectors expressing the reporter gene secretory Nanoluc Luciferase(SecNluc).HepG2.TA2-7 cells were transfected with this vector to obtain cell lines with stably secreted HBV particles carrying secNluc reporter gene.RESULTS The replication-competent HBV vector carrying the SecNluc reporter gene pCHsNLuc could produce all major viral RNAs and a full set of envelope proteins and achieve high-level secreted luciferase expression.HBV replication intermediates could be produced from this vector.Via transfection with pTRE-sNLuc and selection by hygromycin,we obtained isolated cell clones,named HBV-NLuc-35 cells,which could secrete secNLuc recombinant viruses,and were sensitive to existing anti-HBV drugs.Using differentiated HepaRG cells,it was verified that recombinant HBV possessed infectivity.CONCLUSION Our research demonstrated that a replication-competent HBV vector carrying a secreted luciferase transgene possesses replication and expression ability,and the established HBV replication and expression cell lines could stably secrete viral particles carrying secNluc reporter gene.More importantly,the cell line and the secreted recombinant viral particles could be used to trace HBV replication or infection. 展开更多
关键词 HEPATITIS B VIRUS Replication-competent HEPATITIS B VIRUS vector SECRETED LUCIFERASE gene HEPATITIS B VIRUS cell line
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高/低表达miR-122-5p稳转PC12细胞株的构建和鉴定
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作者 陶代菊 苏海玉 +2 位作者 王宇琪 沈志强 何波 《中国组织工程研究》 北大核心 2026年第7期1790-1799,共10页
背景:MicroRNA-122-5p(miR-122-5p)作为微小RNA(miRNA)家族中的关键成员,在调控基因表达及多种疾病的发生发展中扮演着重要的角色,然而其确切的作用机制尚未完全阐明。构建稳定的miR-122-5p高/低表达PC12细胞模型,可为深入研究miR-122-5... 背景:MicroRNA-122-5p(miR-122-5p)作为微小RNA(miRNA)家族中的关键成员,在调控基因表达及多种疾病的发生发展中扮演着重要的角色,然而其确切的作用机制尚未完全阐明。构建稳定的miR-122-5p高/低表达PC12细胞模型,可为深入研究miR-122-5p在神经系统疾病中的确切作用机制以及发现潜在治疗靶点提供有力的实验工具。目的:旨在构建高/低表达大鼠miR-122-5p慢病毒载体,并以此建立稳定高/低表达miR-122-5p的PC12细胞株,为进一步研究miR-122-5p在神经系统疾病中的作用奠定基础。方法:根据miR-122-5p基因序列设计合成引物,通过PCR扩增该基因片段。将目的基因定向接入经AgeI/NheI酶切的载体质粒GV369中,构建重组慢病毒质粒。筛选阳性克隆,并进行测序比对结果。将质粒载体与目的质粒载体同293T细胞共培养转染,获得慢病毒原液进行包装和滴度测定。通过体外培养PC12细胞,确定嘌呤霉素工作浓度。慢病毒分别与PC12细胞共培养,确定转染效率,用嘌呤霉素挑选出稳定转染细胞,RT-qPCR法检测稳定转染细胞株的miR-122-5p表达量。结果与结论:①测序序列与目的序列一致提示重组慢病毒载体构建成功,高表达慢病毒滴度为4×10^(8)TU/mL,miR-122-5p低表达慢病毒滴度为1×10^(9)TU/mL;②PC12细胞嘌呤霉素工作浓度为3.5μg/mL;③高表达miR-122-5p慢病毒转染PC12细胞的最佳条件为HiTransG P转染增强液,且感染复数值=10;感染复数值=50时低表达miR-122-5p效率最高;④RT-qPCR结果显示,高表达稳转细胞株中miR-122-5p的表达量有明显升高,而低表达稳转细胞株中miR-122-5p表达量显著降低;⑤此次研究成功构建了高/低表达miR-122-5p慢病毒载体,并获得稳转PC12细胞株,为miR-122-5p在神经系统疾病中的进一步研究提供了实验基础。 展开更多
关键词 PC12细胞 微小RNA 慢病毒载体 质粒 miR-122-5p 稳转细胞株 神经系统疾病 缺血性脑卒中
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DIRECTIONAL DERIVATIVE OF VECTOR FIELD AND REGULAR CURVES ON TIME SCALES
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作者 Emin zyilmaz 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2006年第10期1349-1360,共12页
The general idea in this paper is to study curves of the parametric equations where the parameter varies in a so-called time scale, which may be an arbitrary closed subset of the set of all real numbers. We introduce ... The general idea in this paper is to study curves of the parametric equations where the parameter varies in a so-called time scale, which may be an arbitrary closed subset of the set of all real numbers. We introduce the directional derivative according to the vector fields. 展开更多
关键词 time scale nabla derivative regular curve tangent line vector field
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Vector Magnetic Field Measurement of NOAA AR 10197
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作者 Hong-Fei Liang Hai-Juan Zhao Fu-Yuan Xiang 《Chinese Journal of Astronomy and Astrophysics》 CSCD 2006年第4期470-476,共7页
A set of two-dimensional Stokes spectral data of NOAA AR 10197 obtained by the Solar Stokes Spectral Telescope (S^3T) at the Yunnan Observatory are quafitatively analyzed. The three components of the vector magnetic... A set of two-dimensional Stokes spectral data of NOAA AR 10197 obtained by the Solar Stokes Spectral Telescope (S^3T) at the Yunnan Observatory are quafitatively analyzed. The three components of the vector magnetic field, the strength H, inclination 7 and azimuth X, are derived. Based on the three components, we contour the distributions of the longitudinal magnetic field and transverse magnetic field. The active region (AR) has two different magnetic polarities apparent in the longitudinal magnetic map due to projection effect. There is a basic agreement on the longitudinal magnetic fields between the S^3T and SOHO/MDI magnetograms, with a correlation coefficient PBl = 0.911. The transverse magnetic field of the AR has a radial distribution from a center located in the southwest of the AR. It is also found that the transverse magnetic fields obtained by Huairou Solar Observing Station (HRSOS) have a similar radial distribution. The distributions of transverse magnetic field obtained by S^3T and HRSOS have correlation coefficients, PAzimu = 0.86 and PBt =0.883, in regard to the azimuthal angle and intensity. 展开更多
关键词 line profiles -- sun: sunspots -- sun: vector magnetic field -- polarization
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Establishment of a Functional Cell Line Expressing both Subunits of H1a and H2c of Human Hepatocyte Surface Molecule ASGPR
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作者 胡斌 杨燕 +8 位作者 刘嘉 马智勇 黄红平 刘慎沛 余源 郝友华 王宝菊 陆蒙吉 杨东亮 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2010年第5期556-561,共6页
To better understand the effect of a new split variant of human asialoglycoprotein receptor (ASGPR H1b) on ASGPR ligands’ binding ability, we established a functional cell line which expresses ASGPR.The full lengths ... To better understand the effect of a new split variant of human asialoglycoprotein receptor (ASGPR H1b) on ASGPR ligands’ binding ability, we established a functional cell line which expresses ASGPR.The full lengths of ASGPRH1a and H2c fragments from human liver were amplified by reverse transcript PCR (RT-PCR) and inserted into eukaryotic expression vector pIRES2EFP, pCDNA3.1 (Zeo+) respectively.The recombinants were cotransfected into HeLa cells.After selection by using Neocin and Zeocin, a stably transfected cell line was established, which was designated 4-1-6.The transcription and expression of ASGPRH1a and H2c in 4-1-6 were confirmed by RT-PCR, Western blotting and immunofluorescence.The endocytosis function of the artificial "ASGPR" on the surface of 4-1-6 was tested by FACS.It was found that the cell line 4-1-6 could bind ASGPR natural ligand molecular asialo-orosomucoid (ASOR).After the eukaryotic plasmid H1b/pCDNA3.1 (neo) was transfected into cell line 4-1-6, H1b did not down-regulate the ligand binding ability of ASGPR.The eukaryotic expression plasmid H1b/pcDNA3.1 (neo) and H2c/pcDNA3.1 (neo) were co-transfected transiently into Hela cell.Neither single H1b nor H1b and H2c could bind ASOR.In conclusion, a functional cell line of human asialoglycoprotein receptor (ASGPR) which expresses both H1a and H2c stably was established.The new split variant H1b has no effect on ASGPR binding to ASOR.ASGPRH1b alone can’t bind to ASOR, it yet can’t form functional complex with ASGPRH2c. 展开更多
关键词 ASGPR eukaryotic expression vector function cell line split variant
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Correction of Observation Interference on Z component of Geomagnetic Field From DC Power Lines 被引量:8
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作者 TANG Bo ZHANG Jiangong +2 位作者 MENG Suimin LIU Xingfa DENG Changzheng 《中国电机工程学报》 EI CSCD 北大核心 2012年第30期I0021-I0021,23,共1页
为减小直流输电线路对地磁场观测的干扰,采用数学计算的方法精确求解了线路对地磁Z分量的干扰水平。以观测点为原点建立了地磁仪器观测点坐标系,推导了观测点坐标系各坐标轴在地心坐标系中的单位矢量表达式。根据空间矢量点积的定义,得... 为减小直流输电线路对地磁场观测的干扰,采用数学计算的方法精确求解了线路对地磁Z分量的干扰水平。以观测点为原点建立了地磁仪器观测点坐标系,推导了观测点坐标系各坐标轴在地心坐标系中的单位矢量表达式。根据空间矢量点积的定义,得到了空间电流磁场矢量投影到地磁Z分量方向的求解公式。利用推导的公式和直流线路电流磁场三维计算模型,最终求得直流线路对地磁Z分量观测的干扰水平。由此,开发了"直流线路对地磁观测干扰校正系统",并开展了地磁台站和野外联合地磁观测干扰实验。结果表明,直流线路和地磁观测台站距离不超过10km时,提出的数学模型和计算方法误差不超过5%。 展开更多
关键词 干扰修正 电源线 地磁场 观测站 高压直流输电工程 DC Z分量 地震台站
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Evolution of emergent C-points,L-lines,and C-lines in free space 被引量:1
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作者 闫红卫 何德 吕百达 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第5期227-232,共6页
Polarization singularities,which emerge from the incoherent superposition of two vector electric fields with the same frequency,and their evolution in free space are studied analytically and illustrated by numerical e... Polarization singularities,which emerge from the incoherent superposition of two vector electric fields with the same frequency,and their evolution in free space are studied analytically and illustrated by numerical examples.It is shown that there exist C-points,L-lines,in particular,C-lines in incoherently superimposed two-dimensional wavefields.Usually,the C-lines are unstable and disappear during the free-space propagation.The motion,pair creation-annihilation process of the emergent C-points,as well as the distortion of the L-lines may take place,and the degree of polarization of the emergent C-points varies upon propagation and may be less than 1. 展开更多
关键词 vector singular optics emergent C-points L-lines and C-lines incoherent superposition degree of polarization
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Transfection of the glial cell line-derived neurotrophic factor gene promotes neuronal differentiation 被引量:6
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作者 Jie Du Xiaoqing Gao +3 位作者 Li Deng Nengbin Chang Huailin Xiong Yu Zheng 《Neural Regeneration Research》 SCIE CAS CSCD 2014年第1期33-40,共8页
Glial cell line-derived neurotrophic factor recombinant adenovirus vector-transfected bone marrow mesenchymal stem cells were induced to differentiate into neuron-like cells using inductive medium containing retinoic ... Glial cell line-derived neurotrophic factor recombinant adenovirus vector-transfected bone marrow mesenchymal stem cells were induced to differentiate into neuron-like cells using inductive medium containing retinoic acid and epidermal growth factor. Cell viability, micro- tubule-associated protein 2-positive cell ratio, and the expression levels of glial cell line-derived neurotrophic factor, nerve growth factor and growth-associated protein-43 protein in the su- pernatant were significantly higher in glial cell line-derived neurotrophic factor/bone marrow mesenchymal stem cells compared with empty virus plasmid-transfected bone marrow mes- enchymal stem cells. Furthermore, microtubule-associated protein 2, glial cell line-derived neurotrophic factor, nerve growth factor and growth-associated protein743 mRNA levels in cell pellets were statistically higher in glial cell line-derived neurotrophic factor/bone marrow mesen- chymal stem cells compared with empty virus plasmid-transfected bone marrow mesenchymal stem cells. These results suggest that glial cell line-derived neurotrophic factor/bone marrow mesenchymal stem cells have a higher rate of induction into neuron-like cells, and this enhanced differentiation into neuron-like cells may be associated with up-regulated expression of glial cell line-derived neurotrophic factor, nerve growth factor and growth-associated protein-43. 展开更多
关键词 nerve regeneration bone marrow mesenchymal stem cells cell differentiation neu-ron-like cells glial cell line-derived neurotrophic factor recombinant adenovirus vector TRANSFECTION retinoic acid epidermal growth factor nerve growth factor growth-associated protein-43 neuralregeneration
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Magnetic Field Curves and Magnetic Equipotential Surfaces around Crossing Electrical Wires Replacing Classical Magnetic Field Lines
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作者 Geoffroy Auvert 《Open Journal of Applied Sciences》 2024年第8期1996-2008,共13页
This article is based on a recent model specifically defining magnetic field values around electrical wires. With this model, calculations of field around parallel wires were obtained. Now, this model is extended with... This article is based on a recent model specifically defining magnetic field values around electrical wires. With this model, calculations of field around parallel wires were obtained. Now, this model is extended with the new concept of magnetic equipotential surface to magnetic field curves around crossing wires. Cases of single, double, and triple wires are described. Subsequent article will be conducted for more general scenarios where wires are neither infinite nor parallel. 展开更多
关键词 Magnetic Field Value Magnetic Field vector Magnetic Field line Magnetic Field Curve Equipotential Surface Crossing Electrical Wires Magnetic Cross Product
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基于数字孪生的高铁线路健康监测系统的研究
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作者 曹峰 徐天航 《科技创新与生产力》 2025年第8期137-140,共4页
为解决传统线路监测方法存在的效率低、更新周期长、无法实时监测等问题,搭建了一套基于数字孪生的高铁线路健康监测系统,使用卷积神经网络有效提取线路结构和状况的图像特征,有助于系统分析线路图像数据,识别异常状态和问题点,并采用... 为解决传统线路监测方法存在的效率低、更新周期长、无法实时监测等问题,搭建了一套基于数字孪生的高铁线路健康监测系统,使用卷积神经网络有效提取线路结构和状况的图像特征,有助于系统分析线路图像数据,识别异常状态和问题点,并采用支持向量机和支持向量域算法,对所采集的线路数据进行分类和判断正常/故障,从而实现对高铁线路状态的精确监测和预警,提高了线路安全性和运行效率。 展开更多
关键词 数字孪生 线路监测 卷积神经网络 支持向量机 支持向量域
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基于动态高斯加权和改进SVR的室内定位算法
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作者 陈耀 张烈平 +2 位作者 高小淋 张翠 程超 《激光杂志》 北大核心 2025年第5期159-166,共8页
针对室内可见光定位中非视距信道(Non Line of Sight,NLOS)导致定位精度不足的问题,提出了一种基于动态高斯加权(Dynamic Gaussian Weighted,DGW)接收信号强度指示(Received Signal Strength Indicator,RSSI)和遗传算法(Genetic Algorit... 针对室内可见光定位中非视距信道(Non Line of Sight,NLOS)导致定位精度不足的问题,提出了一种基于动态高斯加权(Dynamic Gaussian Weighted,DGW)接收信号强度指示(Received Signal Strength Indicator,RSSI)和遗传算法(Genetic Algorithm,GA)改进支持向量回归(Support Vector Regression,SVR)的室内可见光定位算法。首先,构建指纹库并划分数据集,计算接收器与光源之间的距离动态调整高斯函数的标准差,再结合RSSI信号的波动性进行自适应加权,以减少NLOS对定位的影响。然后,使用GA优化SVR模型的参数,得到最佳定位模型。最后,使用最佳定位模型对加权后的指纹数据进行定位预测。实验结果表明:本算法的平均定位误差为7.1 cm,相较于SVR、SVR-GA等算法降低了21.1%~42.3%,并且能有效降低NLOS的影响、提高室内定位的精度,具有较强的应用前景。 展开更多
关键词 室内可见光定位 非视距传输 高斯函数 支持向量回归 遗传算法
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视线指向角改正的卫星影像区域网平差
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作者 徐睿 纪松 +3 位作者 宋佳璇 李东子 范大昭 李凯 《武汉大学学报(信息科学版)》 北大核心 2025年第1期133-143,共11页
对于存在较大姿态测量误差、宽视场角和弱交会情况的卫星影像,传统有理函数模型区域网平差方法的误差补偿能力有限。虽然从物方角度去建立误差模型能够避免传统方法的局限性,但现有方法的模型构造都较为复杂。首先通过有理函数模型恢复... 对于存在较大姿态测量误差、宽视场角和弱交会情况的卫星影像,传统有理函数模型区域网平差方法的误差补偿能力有限。虽然从物方角度去建立误差模型能够避免传统方法的局限性,但现有方法的模型构造都较为复杂。首先通过有理函数模型恢复像点的视线向量,求解视线指向角并构建指向角误差模型,然后通过区域网平差求解模型参数,最后根据模型参数更新有理多项式系数。仿真和真实的高分一号宽幅卫星影像实验表明,对比传统方法,所提方法在不同的角元素误差和控制点数量条件下可以取得更优且更稳定的定位结果;对交会角仅有0.05°的高分二号卫星影像进行实验,结果表明,所提方法无需数字高程模型辅助和弱交会检测就能得到收敛的结果,像方定位精度可达到1.89像素。 展开更多
关键词 视线向量恢复 视线指向角 区域网平差 非测绘卫星 弱交会
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基于摩擦纳米发电机的输电线路微风振动自驱动传感技术 被引量:2
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作者 高思航 刘咏熙 +3 位作者 王锐 罗小婷 韦昊 何维晟 《电力工程技术》 北大核心 2025年第5期188-197,共10页
随着泛在电力物联网的快速发展,大量传感监测节点部署在电力系统的各个环节,用于实时监测电力装备运行状态及周围环境参数。当前传统供电方式已难以满足电力系统传感节点的供电需求,尤其是户外复杂环境下的输电系统,因此利用输电系统周... 随着泛在电力物联网的快速发展,大量传感监测节点部署在电力系统的各个环节,用于实时监测电力装备运行状态及周围环境参数。当前传统供电方式已难以满足电力系统传感节点的供电需求,尤其是户外复杂环境下的输电系统,因此利用输电系统周围环境中的微能量为各种传感器供电成为潜在的解决方案。为此,文中面向电力输电场景,基于摩擦纳米发电机(triboelectric nanogenerator,TENG),将旋转型TENG与扑动型TENG进行结合,提出一种自供电多风向驱动的能量采集器,由基于旋转型TENG的风能采集模块和基于扑动型TENG的风矢量传感模块两部分组成。首先,通过测试风能采集模块的输出特性,提出备用电源的混合供电策略,实现由低到高多级风速下的蓝牙温湿度传感器高效供电。其次,验证表明风矢量传感模块可灵敏响应2.6~13.5 m/s范围内的8个方向风矢量,并建立输电线路截面风向角、风速范围与导线微风振动的逻辑关联,用于评估导线异常振动。最后,在此基础上开发由能量采集器、八通道信号采集电路、LabVIEW上位机构成的环境温湿度与风矢量监测的自驱动传感系统,可实时监测温度、湿度、风速、风向等参数,并通过分析多风向矢量信息实现导线微风振动预警。 展开更多
关键词 电力物联网 摩擦纳米发电机(TENG) 输电线路 风能采集 风矢量监测 微风振动预警
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基于ε-SVR在线结构光V型坡口焊缝特征点提取应用 被引量:1
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作者 李勇齐 薛瑞雷 +2 位作者 刘宏胜 夏磊 聂龙 《组合机床与自动化加工技术》 北大核心 2025年第9期138-143,共6页
在线结构光的管道V型坡口的焊接应用中,管道V型坡口反光是焊缝检测的重要影响因素,而焊缝检测是影响整个焊接性能的重要因素之一。因此,提出一种超参数支持向量回归(epsilon-support vector regression,ε-SVR)的方法来提取结构光数据,... 在线结构光的管道V型坡口的焊接应用中,管道V型坡口反光是焊缝检测的重要影响因素,而焊缝检测是影响整个焊接性能的重要因素之一。因此,提出一种超参数支持向量回归(epsilon-support vector regression,ε-SVR)的方法来提取结构光数据,通过序列最小优化(sequential minimal optimization,SMO)算法对ε-SVR进行优化,并对预测结果进行特征点提取。实验结果表明ε-SVR算法针对母材表面反光条件下的特征点提取拥有较好的效果,均方根误差小于0.2 mm,单帧图像处理时间小于20 ms以内,同时适用于U型、J型管道焊缝坡口,满足实际焊接工作要求。 展开更多
关键词 V型坡口 线结构光 超参数支持向量回归 序列最小优化 抑制反光
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基于时间序列与ABC-SVM的岩溶隧道衬砌受力预测
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作者 张亚辉 宋玉香 徐强 《高速铁路技术》 2025年第4期18-26,34,共10页
岩溶隧道衬砌结构的受力特征显著复杂于普通隧道,若对其衬砌受力预测不足,将直接威胁隧道运营安全,甚至给人民生命财产带来巨大隐患。针对这一工程难题,本文充分考虑岩溶隧道围岩的流变特性,通过精确识别衬砌受力中的随机项,提高岩溶隧... 岩溶隧道衬砌结构的受力特征显著复杂于普通隧道,若对其衬砌受力预测不足,将直接威胁隧道运营安全,甚至给人民生命财产带来巨大隐患。针对这一工程难题,本文充分考虑岩溶隧道围岩的流变特性,通过精确识别衬砌受力中的随机项,提高岩溶隧道受力预测的精度。以郑万高速铁路黄家沟岩溶隧道典型断面为工程背景,基于60 d的隧道衬砌压力监测数据构建基础数据集,采用时间序列分析法建立隧道衬砌内力预测模型。首先利用3次样条函数插值法对非等距时序进行数据等距化处理,在此基础上分别运用支持向量机算法(SVM)和人工蜂群优化的支持向量机回归(ABC-SVR)模型开展预测分析,并将各模型的预测数据与实际监测数据进行对比验证。结果表明,针对岩溶隧道围岩流变特点开展的数据预处理,保障了原始数据变化规律的完整性;经时间序列优化后的ABC-SVR算法预测模型,能够精准反映岩溶隧道复杂的地质变化规律,其预测数据与实测数据吻合度高,预测精度达0.9997。本研究成果可为岩溶隧道的衬砌压力预测提供参考依据。 展开更多
关键词 岩溶隧道 衬砌压力 时间序列 人工蜂群 支持向量机回归(SVR)
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矢量线全球离散格网系统高精度建模方法
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作者 丁俊杰 贲进 +1 位作者 代金池 王蕊 《地球信息科学学报》 北大核心 2025年第6期1275-1288,共14页
【目的】全球离散格网系统(Discrete Global Grid Systems,DGGS)本质上是多尺度栅格结构,地理空间矢量与格网的集成是难点,矢量线格网化是其中的基本问题。现有方案多以平面格网单元中心(格心)连线为矢量线建模结果,但扩展到球面后建模... 【目的】全球离散格网系统(Discrete Global Grid Systems,DGGS)本质上是多尺度栅格结构,地理空间矢量与格网的集成是难点,矢量线格网化是其中的基本问题。现有方案多以平面格网单元中心(格心)连线为矢量线建模结果,但扩展到球面后建模精度降低,本文针对这一缺陷提出矢量线全球离散格网系统高精度建模方法。【方法】首先选择与地球拟合程度更高的菱形三十面体构建六边形格网系统,以3个相邻菱形面构成组合结构并建立三轴整数坐标系描述单元空间位置;然后根据矢量线首尾端点所在单元确定最优方向编码以减少搜索范围,通过编码邻近运算搜索矢量线经过的球面单元,以球面格心连线为建模结果并提出跨面矢量线处理方法;最后增加单元顶点(格点)作为结构要素,实现多结构要素矢量线建模,进一步提高建模精度。【结果】实验结果表明:本文方案能正确实现全球各个大洲海岸线格网化建模,确保格网化单元与矢量线拓扑相交,且相较平面格网建模结果兼具精度和效率优势。【结论】针对传统矢量数据格网建模方法的几何精度损失和拓扑畸变问题,本文提出高精度球面格网化建模方法,为矢量数据转换至格网同构处理提供有力支撑。 展开更多
关键词 矢量线 菱形三十面体 全球离散格网系统 多结构要素 数据建模 高精度 六边形 编码运算
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