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Cluster Analysis of Chinese Pumpkin Inbred Lines 被引量:7
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作者 杜晓华 李小梅 李新峥 《Agricultural Science & Technology》 CAS 2008年第4期104-107,共4页
A cluster analysis was carried out based on Euclidean genetic distances through UPGMA method in Chinese pumpkin inbred lines.7 important agronomic traits of 46 Chinese pumpkin inbred lines were investigated.The result... A cluster analysis was carried out based on Euclidean genetic distances through UPGMA method in Chinese pumpkin inbred lines.7 important agronomic traits of 46 Chinese pumpkin inbred lines were investigated.The result indicated that 46 pumpkin inbred lines were clustered into 4 groups and the inter-groups distances was larger than that in intra-group.The genetic distances of parents were related to F1 performance and the results of cluster would increase effectiveness in the Chinese pumpkin crossing breeding. 展开更多
关键词 CHINESE PUMPKIN INBRED lineS cluster
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A cluster line approach to finding new Fe-B-Y-Nb-Zr bulk metallic glasses
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作者 Nigel Pemberton-Pigott 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2007年第S1期26-30,共5页
The glass forming ability of the [(Fe12/13Y1/13)100?xBx]96Nb2Zr2 (x=9–26) system was investigated using a series of cluster lines. Three types of clusters, an icosahedron (Fe12Y), a capped Archimedes anti-prism (Fe8B... The glass forming ability of the [(Fe12/13Y1/13)100?xBx]96Nb2Zr2 (x=9–26) system was investigated using a series of cluster lines. Three types of clusters, an icosahedron (Fe12Y), a capped Archimedes anti-prism (Fe8B3) and a capped trigonal prism (Fe9B), as well as a binary eutectic (Fe83B17) were considered. Bulk glassy alloy rods of 3 mm in diameter were synthesized using a copper mold suction-casting method. The glass transition temperature was observed for all samples in the boron range of 15.9at%-25.7at%, with the alloy at 15.9at% of boron having the best thermal properties. The ferrous-based bulk metallic glasses (BMG) obtained have high reduced glass transition temperatures with the maximum reaching 0.63 and large supercooled liquid regions with the maximum reaching 111 K. Magnetic testing revealed a large value of coercive force and remanent magnetization, being 11 kA/m and 0.1 T, re- spectively. 展开更多
关键词 bulk metallic glasses Fe-B-Y-Nb-Zr alloys composition design cluster line
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An on-line scaling method for improving scalability of a database cluster
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作者 JANG Yong ll LEE Chung ho +1 位作者 LEE Jae dong BAE Hae young 《重庆邮电学院学报(自然科学版)》 2004年第5期71-77,共7页
The explosive growth of the Internet and database applications has driven database to be more scalable and available, and able to support on line scaling without interrupting service. To support more client’s queries... The explosive growth of the Internet and database applications has driven database to be more scalable and available, and able to support on line scaling without interrupting service. To support more client’s queries without downtime and degrading the response time, more nodes have to be scaled up while the database is running. This paper presents the overview of scalable and available database that satisfies the above characteristics. And we propose a novel on line scaling method. Our method improves the existing on line scaling method for fast response time and higher throughputs. Our proposed method reduces unnecessary network use, i.e., we decrease the number of data copy by reusing the backup data. Also, our on line scaling operation can be processed parallel by selecting adequate nodes as new node. Our performance study shows that our method results in significant reduction in data copy time. 展开更多
关键词 数据库串 在线缩放方法 可量测性 改进方法
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Document Clustering with Evolutionary Systems through Straight-Line Programs “<i>slp</i>”
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作者 José Luis Castillo Sequera José Raúl Fernández del Castillo Diez León Gonzalez Sotos 《Journal of Intelligent Learning Systems and Applications》 2012年第4期303-318,共16页
In this paper, we show a clustering method supported on evolutionary algorithms with the paradigm of linear genetic programming. “The Straight-Line Programs (slp)”, which uses a data structure which will be useful t... In this paper, we show a clustering method supported on evolutionary algorithms with the paradigm of linear genetic programming. “The Straight-Line Programs (slp)”, which uses a data structure which will be useful to represent collections of documents. This data structure can be seen as a linear representation of programs, as well as representations in the form of graphs. It has been used as a theoretical model in Computer Algebra, and our purpose is to reuse it in a completely different context. In this case, we apply it to the field of grouping library collections through evolutionary algorithms. We show its efficiency with experimental data we got from traditional library collections. 展开更多
关键词 clustering Genetic Algorithm Data Mining STRAIGHT line PROGRAMS
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时频域差分熵增强的多线图稳定聚类
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作者 赵启轩 袁景凌 +2 位作者 张鑫 俞洋 李琳 《控制与决策》 北大核心 2026年第2期505-516,共12页
多线图是科学研究的重要数据,常通过聚类分析挖掘其潜在的特征关系.然而,仅从单一特征视角进行处理,容易忽略波形间相关信息,而多视角聚类有望补充单一视角聚类的不足.简单扩充视角存在视角间干扰导致聚类性能下降的风险,因此稳定多视... 多线图是科学研究的重要数据,常通过聚类分析挖掘其潜在的特征关系.然而,仅从单一特征视角进行处理,容易忽略波形间相关信息,而多视角聚类有望补充单一视角聚类的不足.简单扩充视角存在视角间干扰导致聚类性能下降的风险,因此稳定多视角聚类性能是一项新的挑战.针对上述问题,提出面向多线图的时频域差分熵增强的多视角聚类方法(DE-MCC).DE-MCC的核心思想是在不同时序波形构成的多视角基础上,增加时频域差分熵作为特征强化视角,提升模型获取多视角互补信息的能力,并通过权重控制融合不同视角组合得到的软聚类向量,在保证准确度的同时稳定聚类结果.所提出的方法在脑电图与材料学电子能级图两种复杂的非平稳多线图数据集上均获得了理想结果.相较其他先进多视角聚类方法,脑电图数据的聚类准确率达到79.38%,多次独立实验结果的标准差减小47.9%,验证了所提方法的稳定性. 展开更多
关键词 多视角聚类 多线图 差分熵 软聚类 权重融合
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基于闭环图像矫正和线特征聚类的改进PL-VINS
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作者 张原玮 王祝 +1 位作者 姚万业 王天宁 《仪器仪表学报》 北大核心 2026年第1期340-352,共13页
在光照变化和重复纹理环境中,现有视觉惯性导航系统(VINS)存在特征提取数量不足和特征误匹配率高等问题,导致位姿估计精度和系统鲁棒性难以满足应用需求。对此,提出了一种改进PL-VINS算法,改善光照变化环境下的特征提取性能和重复纹理... 在光照变化和重复纹理环境中,现有视觉惯性导航系统(VINS)存在特征提取数量不足和特征误匹配率高等问题,导致位姿估计精度和系统鲁棒性难以满足应用需求。对此,提出了一种改进PL-VINS算法,改善光照变化环境下的特征提取性能和重复纹理环境下的特征匹配性能。具体地,在图像预处理模块,提出一种闭环伽马矫正方法对图像亮度进行迭代调整,直至图像亮度达到期望值,以提高可提取到的特征数量,从而增强系统在光照变化环境下的鲁棒性;在线特征检测和跟踪模块,先计算空间平行线段对在图像平面的交点,并对交点进行聚类得到交点簇及其加权中心点,再依据线特征与加权中心点的距离和方向实现线特征的聚类,以提升重复纹理环境下线特征匹配的鲁棒性;在后端优化模块,将同簇线特征的交点作为特征加入到优化中,构建点、线和交点特征融合的重投影残差,以提升重复纹理环境下的位姿估计精度。公开数据集上对比测试结果表明,改进PL-VINS在EuRoC数据集上的绝对位姿误差平均值相比PL-VINS算法降低17.4%;在UMA-VI数据集上的绝对位姿误差平均值相比SuperVINS算法降低12.2%。为了进一步验证算法有效性,基于移动机器人搭建试验平台进行实物测试。实物试验结果表明,改进PL-VINS相比对比算法在光照变化和重复纹理环境下表现出更好的准确性和鲁棒性。 展开更多
关键词 视觉定位 图像矫正 线特征聚类 PL-VINS
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基于模型-数据混合驱动的配电网线损异常诊断方法
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作者 艾渊 李家浩 +3 位作者 孙立元 刘兴龙 张益鸣 杨昊 《电测与仪表》 北大核心 2026年第1期115-122,共8页
线损包括技术线损和非技术线损,是电网经济运行的重要技术指标。针对当前线损异常检测中标记样本较少,难以确定异常位置的问题,文中提出了基于数据混合驱动的异常诊断方法,包含三个阶段:异常馈线检测、异常时段检测和异常位置检测。在... 线损包括技术线损和非技术线损,是电网经济运行的重要技术指标。针对当前线损异常检测中标记样本较少,难以确定异常位置的问题,文中提出了基于数据混合驱动的异常诊断方法,包含三个阶段:异常馈线检测、异常时段检测和异常位置检测。在异常馈线检测阶段,先进行异常馈线检测特征提取,当标记样本不足时,采用聚类算法进行检测,积累足够的标记样本后,采用分类算法进行检测,提高准确率;在异常时段检测阶段,引入X-bar控制图理论,将超出控制上下限的时段判定为异常时段;在异常位置检测阶段,构建了三个风险指标,并基于此提出了变压器风险等级判定准则,定位异常位置。最后,基于实际运行数据进行仿真分析,验证了文中方法的正确性和有效性。 展开更多
关键词 线损 异常诊断 数据驱动 聚类算法 X-bar控制图
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考虑电力数据异常值的用户窃电行为预警方法
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作者 余翠兰 甘泽芳 《电工技术》 2026年第2期216-218,共3页
针对用户窃电行为预警实践中存在的误警和漏警问题,提出了考虑电力数据异常值的用户窃电行为预警方法。通过融合线损率分析、改进DBSCAN聚类及时间离散度建模等技术,对电力数据异常值进行估算,并利用阈值识别窃电行为,从而建立完整的用... 针对用户窃电行为预警实践中存在的误警和漏警问题,提出了考虑电力数据异常值的用户窃电行为预警方法。通过融合线损率分析、改进DBSCAN聚类及时间离散度建模等技术,对电力数据异常值进行估算,并利用阈值识别窃电行为,从而建立完整的用户窃电行为预警模型。实验结果表明,在电磁干扰(50~1000 Hz)环境下,该方法的虚警率仅上升0.28个百分点;在通信延迟(10~100 ms)场景中,漏报率的增长斜率(0.08%/ms)较主流方法降低65%以上,为电力企业反窃电工作提供了高效可靠的技术手段。 展开更多
关键词 电力数据 窃电行为预警 线损率 改进DBSCAN聚类 时间离散度
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Cluster-based composition rules for ternary alloy systems 被引量:1
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作者 Chuang Dong Qing Wang +3 位作者 Weirong Chen Qingyu Zhang Jianbing Qiang Yingmin Wang 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2007年第S1期1-3,共3页
The cluster-based composition rule in ternary alloy systems including quasicrystals,bulk metallic glasses,crystalline phases and Lave phases-related body-centered cubic(BCC)solid solution forming systems was summarize... The cluster-based composition rule in ternary alloy systems including quasicrystals,bulk metallic glasses,crystalline phases and Lave phases-related body-centered cubic(BCC)solid solution forming systems was summarized.The so-called cluster line in a ternary phase diagram refers to a straight composition line linking a specific binary cluster to the third element.The compo-sition ranges of quasicrystals and bulk metallic glasses can be determined by the direct use of cluster lines,where two cluster lines intersect at the optimum phase forming composition.Furthermore,the alloys on the cluster line in Laves phase-related BCC solid solution alloy systems have larger hydrogen storage capacities. 展开更多
关键词 cluster line composition design QUASICRYSTALS bulk metallic glasses hydrogen storage alloys
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Line profile studies of hydrodynamical models of cometary compact H II regions
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作者 Feng-Yao Zhu Qing-Feng Zhu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2015年第6期828-848,共21页
We simulate the evolution of cometary H II regions based on several champagne flow models and bow shock models, and calculate the profiles of the [Ne II] fine-structure line at 12.81 μm, the H30α recombination line ... We simulate the evolution of cometary H II regions based on several champagne flow models and bow shock models, and calculate the profiles of the [Ne II] fine-structure line at 12.81 μm, the H30α recombination line and the [Ne III] finestructure line at 15.55 μm for these models at different inclinations of 0°, 30° and 60°. We find that the profiles in the bow shock models are generally different from those in the champagne flow models, but the profiles in the bow shock models with lower stellar velocity (≤ 5 km s^-1) are similar to those in the champagne flow models. In champagne flow models, both the velocity of peak flux and the flux weighted central velocities of all three lines point outward from molecular clouds. In bow shock models, the directions of these velocities depend on the speed of stars. The central velocities of these lines are consistent with the stellar motion in the high stellar speed cases, but they are opposite directions from the stellar motion in the low speed cases. We notice that the line profiles from the slit along the symmetrical axis of the projected 2D image of these models are useful for distinguishing bow shock models from champagne flow models. It is also confirmed by the calculation that the flux weighted central velocity and the line luminosity of the [Ne III] line can be estimated from the [Ne II] line and the H30α line. 展开更多
关键词 H II regions -- ISM kinematics and dynamics clusters -- line profiles
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Sonar Image Detection Algorithm Based on Two-Phase Manifold Partner Clustering 被引量:1
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作者 Xingmei Wang Zhipeng Liu +1 位作者 Jianchuang Sun Shu Liu 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2015年第4期105-114,共10页
According to the characteristics of sonar image data with manifold feature,the sonar image detection method based on two-phase manifold partner clustering algorithm is proposed. Firstly,K-means block clustering based ... According to the characteristics of sonar image data with manifold feature,the sonar image detection method based on two-phase manifold partner clustering algorithm is proposed. Firstly,K-means block clustering based on euclidean distance is proposed to reduce the data set. Mean value,standard deviation,and gray minimum value are considered as three features based on the relatinship between clustering model and data structure. Then K-means clustering algorithm based on manifold distance is utilized clustering again on the reduced data set to improve the detection efficiency. In K-means clustering algorithm based on manifold distance,line segment length on the manifold is analyzed,and a new power function line segment length is proposed to decrease the computational complexity. In order to quickly calculate the manifold distance,new allsource shortest path as the pretreatment of efficient algorithm is proposed. Based on this,the spatial feature of the image block is added in the three features to get the final precise partner clustering algorithm. The comparison with the other typical clustering algorithms demonstrates that the proposed algorithm gets good detection result. And it has better adaptability by experiments of the different real sonar images. 展开更多
关键词 SONAR image K-means clusterING MANIFOLD distance line SEGMENT length
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Chlorophyll Concentration and Morphological Diversity in Corn Lines at Different Vegetative Stages
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作者 Mariano Mendoza Elos Gilberto Rodríguez Pérez +7 位作者 Francisco Cervantes Ortíz Luis Patricio Guevara Acevedo Enrique Andrio Enríquez Ma. Del Carmen Ojeda Zacarías Isabel Presa Figuereo Sergio Alfredo Rodríguez Herrera José Antonio Rangel Lucio José Guadalupe Rivera Reyes 《American Journal of Plant Sciences》 2016年第7期1067-1076,共10页
The objective of this study was to assess the chlorophyll content of corn lines at different vegetative stages and the diversity between them. The study was conducted in the experimental field of the Roque Institute o... The objective of this study was to assess the chlorophyll content of corn lines at different vegetative stages and the diversity between them. The study was conducted in the experimental field of the Roque Institute of Technology (ITR) located in Roque, Celaya, Guanajuato, Mexico. We used 32 corn lines from CIMMYT and four lines from the breeding program of the ITR. The evaluation was conducted in the spring-summer cycle of 2014 at two planting dates. We used a completely randomized block design with three replications. The experimental unit consisted of two rows of five linear meters with a distance of 0.75 meters between rows. Chlorophyll was measured at six different stages: V6, VT, R3, R4, R5 and MF. The agronomic variables recorded were: PH, CH, LAC, LBC, FF, MF, PM, CC, CL, DC, RC, KR and GY. The results of the analysis of variance showed significant differences between lines, dates and their interaction. On average, 18 lines were found with chlorophyll concentrations above 51 SPAD units in the two environments. This indicated that these materials had a high potential for field performance. Using cluster analysis UPGMA method, we identified seven groups for chlorophyll and eight groups for agronomic characteristics for a breeding program. The groups were associated to the homogeneous characteristics of each variable. 展开更多
关键词 Chlorophyll Content Phenological Stages clusters and Corn lines
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Atomic epn(ep) Spin Models and Spectral Lines
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作者 Daekyoum Kim Baik-Hyon Ha 《American Journal of Analytical Chemistry》 2015年第13期1030-1037,共8页
We confirmed that how many kinds of epn spins the atoms have by calculating heat capacity of metals according to energy levels in the previous reference. To know more the spin models of epn of hydrogen and helium are ... We confirmed that how many kinds of epn spins the atoms have by calculating heat capacity of metals according to energy levels in the previous reference. To know more the spin models of epn of hydrogen and helium are imagined and their line spectra are counted. And the explanation of interference is discussed. Gas atoms make line spectra by optical interference. Solid atoms make them by exciting the lowest epns of their cluster first. They all make s, p energy orbit. One axis is composed of two epns. 1s or 2s of atoms except for lithium generally makes the symmetric axis. When each energy level is filled up by epns, these are symmetrically paired first. The atoms which fit the number of line spectra correctly by optical interference are hydrogen and helium. By counting the number of alignments of epns spins within the cluster, the atoms which fit the number of line spectra correctly are lithium, beryllium and phosphorus. The number of line spectra of the rest atoms which we have counted approaches the experimented numbers approximately, not correctly. 展开更多
关键词 ATOMIC Model ATOMIC cluster SPECTRAL lineS RESONANCE
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基于空间特征的机载LiDAR电力线提取与重建方法
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作者 隋德志 《北京测绘》 2026年第3期331-336,共6页
针对机载激光雷达(LiDAR)点云数据中因地表形变不规则性与点云离散化特征导致的电力线提取精度不够问题,本文提出了一种基于空间分布特征的电力线提取方法。本文方法采用递进式处理流程。首先,提出一种改进曲面拟合滤波算法,有效实现了... 针对机载激光雷达(LiDAR)点云数据中因地表形变不规则性与点云离散化特征导致的电力线提取精度不够问题,本文提出了一种基于空间分布特征的电力线提取方法。本文方法采用递进式处理流程。首先,提出一种改进曲面拟合滤波算法,有效实现了非电力目标的多尺度噪声抑制;其次,以去噪后的点云为基础,利用电力线点维度特征粗提取电力线点,并基于密度聚类算法完成电力线的语义分割;最后,在提取单根电力线的基础上,实现电力线三维几何结构的重建。基于点云库(PCL)和激光雷达航空测量库(libLAS)构建了算法体系,并在Visual Studio 2017 C++环境下完成了工程化实现。实验结果表明,本文方法在典型地理场景下的测试表现出色,电力线提取精确率为97.71%,召回率为99.65%,F1值达98.67%。本文方法实现了电力线要素的单流程自动提取,在保障定位精度的同时,处理效率较传统方法也有较大提升,为输电线路智能化巡检提供了有效的技术支撑。 展开更多
关键词 机载激光雷达(LiDAR) 电力线提取 改进滤波算法 维度特征 密度聚类算法
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Resistance Evaluation to Sheath Blight in Transgenic Rice Lines
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作者 LIAi-hong XuXin-ping +4 位作者 DAIZheng-yuan CHENZong-xiang LIBao-jian ZHANGHong-xi PANXue-biao 《Rice science》 SCIE 2004年第3期95-100,共6页
Resistance of forty-one homozygous rice lines transformed with chitinase gene (RC24) and β-1,3 -glucanse gene β-1,3-Glu) to sheath blight was analyzed by inoculation. Among different lines, the resistance had signif... Resistance of forty-one homozygous rice lines transformed with chitinase gene (RC24) and β-1,3 -glucanse gene β-1,3-Glu) to sheath blight was analyzed by inoculation. Among different lines, the resistance had significant differences according to the result by cluster analysis. The lines could be categorized into resistant, moderately resistant, moderately susceptible and susceptible types, while 92.1% of which belonging to moderately resistant or moderately susceptible type. For different resistant or susceptible lines, the resistance to rice sheath blight was remarkable correlated with the chitinase activity of transgenic lines except resistant type lines, in which enzyme activity coded by target gene was lower than moderately resistant type. The chitinase activity of transgenic lines tested at different time after inoculation or different organs of the same plant was uniform, which suggested that the expression of chitinase gene was constitutive in nature. Check varieties chitinase activity would change at different time after inoculation and reach a peak at sometime, but it had no difference at various pans of the same plant. 展开更多
关键词 RICE ttansgenic lines sheath blight resistance cluster analysis chitinase activity
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Comparisons of Several Similarity Coefficients for Cluster Analysis of Hot Pepper Germplasm Resources
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作者 Yu REN Guangsui YANG +2 位作者 Zhiqun ZHANG Xia KONG Junmei YIN 《Agricultural Biotechnology》 CAS 2014年第5期24-28,共5页
An appropriate genetic similarity coefficient is particularly important for accurately estimating the genetic similarity and phylogenetic relationship between individuals and evaluating the genetic diversity of popula... An appropriate genetic similarity coefficient is particularly important for accurately estimating the genetic similarity and phylogenetic relationship between individuals and evaluating the genetic diversity of populations. In this study, five genetic similarity coefficients were compared for analysis of phylogenetic relationship among 31 hot pepper inbred lines based on SRAP. The applicability of different genetic similarity coefficient was investigated by means of SRAP data of hot pepper inbred lines. According to the experimental results, the variation ranges of Nei & Li, Jaceard, Sorensen, Simple matching and Yule coefficients were 0. 598 - 0. 973, 0. 427 - 0. 947, 0. 598 - 0. 973, 0.427 - 0. 947 and 0. 133 - 0. 997, respectively. Results of cluster analysis based on different similarity coefficients varied greatly. To be specific, clustering results based on Nei & Li, Jaccard and Sorensen coefficients were consistent; clustering with Simple matching and Yule coef ficients led to consistent classification of category in different order and slightly different classification of subcategory. Comprehensively comparing the results of cluster analysis and the dendrograms of hot pepper inbred lines, Yule coefficient is suitable for SRAP analysis of hot pepper. 展开更多
关键词 Hot pepper Inbred lines SRAP Genetic similarity coefficient cluster analysis
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Genetic Diversity among Parents of Hybrid Rice Based on Cluster Analysis of Morphological Traits and Simple Sequence Repeat Markers 被引量:3
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作者 WANG Sheng-jun Lu Zuo-mei WAN Jian-min 《Rice science》 SCIE 2006年第3期155-160,共6页
The genetic diversity of 41 parental lines popularized in commercial hybrid rice production in China was studied by using cluster analysis of morphological traits and simple sequence repeat (SSR) markers. Forty-one ... The genetic diversity of 41 parental lines popularized in commercial hybrid rice production in China was studied by using cluster analysis of morphological traits and simple sequence repeat (SSR) markers. Forty-one entries were assigned into two clusters (i.e. early or medium-maturing cluster; medium or late-maturing cluster) and further assigned into six sub-clusters based on morphological trait cluster analysis, The early or medium-maturing cluster was composed of 15 maintainer lines, four early-maturing restorer lines and two thermo-sensitive genic male sterile lines, and the medium or late-maturing cluster included 16 restorer lines and 4 medium or late-maturing maintainer lines. Moreover, the SSR cluster analysis classified 41 entries into two groups (i.e, maintainer line group and restorer line group) and seven sub-groups. The maintainer line group consisted of all 19 maintainer lines, two thermo-sensitive genic male sterile lines, while the restorer line group was composed of all 20 restorer lines. The SSR analysis fitted better with the pedigree information. From the views on hybrid rice breeding, the results suggested that SSR analysis might be a better method to study the diversity of parental lines in indica hybrid rice. 展开更多
关键词 parental lines hybrid rice morphological trait simple sequence repeats clustering analysis genetic diversity PEDIGREE
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High Dimensional Cluster Analysis Using Path Lengths
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作者 Kevin Mcilhany Stephen Wiggins 《Journal of Data Analysis and Information Processing》 2018年第3期93-125,共33页
A hierarchical scheme for clustering data is presented which applies to spaces with a high number of dimensions (). The data set is first reduced to a smaller set of partitions (multi-dimensional bins). Multiple clust... A hierarchical scheme for clustering data is presented which applies to spaces with a high number of dimensions (). The data set is first reduced to a smaller set of partitions (multi-dimensional bins). Multiple clustering techniques are used, including spectral clustering;however, new techniques are also introduced based on the path length between partitions that are connected to one another. A Line-of-Sight algorithm is also developed for clustering. A test bank of 12 data sets with varying properties is used to expose the strengths and weaknesses of each technique. Finally, a robust clustering technique is discussed based on reaching a consensus among the multiple approaches, overcoming the weaknesses found individually. 展开更多
关键词 clusterING PATH LENGTH CONSENSUS N-Dimensional line of SIGHT
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采用方向自适应密度聚类自动检测侧扫声呐图像海底线 被引量:2
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作者 王爱学 金绍华 +2 位作者 刘天阳 查文富 刘畅 《武汉大学学报(信息科学版)》 北大核心 2025年第4期674-683,698,共11页
侧扫声呐是获取海底地貌图像的主要手段之一,海底线是侧扫声呐瀑布图像最显著的特征,准确检测和跟踪海底线是侧扫声呐数据精细处理的基础。受水体环境噪声、船体、水面及水体悬浮目标散射等干扰,传统阈值法及相关图像特征检测算法难以... 侧扫声呐是获取海底地貌图像的主要手段之一,海底线是侧扫声呐瀑布图像最显著的特征,准确检测和跟踪海底线是侧扫声呐数据精细处理的基础。受水体环境噪声、船体、水面及水体悬浮目标散射等干扰,传统阈值法及相关图像特征检测算法难以实现海底线自动、准确、高效提取。充分考虑侧扫声呐海底线的边缘特性及沿航迹向密集分布的空间特点,提出了一种边缘方向适应性密度聚类和聚类链筛选相结合的海底线检测方法。该方法通过高斯一阶导卷积模板及非极大值抑制实现高噪声图像边缘梯度和方向计算以及边缘特征的细化;通过设置窄带状搜索邻域,并依据边缘梯度方向实时调整搜索邻域的长轴,以实现对方向变化的线状特征的密度聚类;通过构建基于边缘特征密度聚类的海底线检测策略,包括设定经验范围、阈值法构建聚类种子集、长链原则、排他原则、对称原则、趋势延伸原则、修复原则等,以实现海底线边缘特征的快速密度聚类成链和海底线的筛选。实验验证和对比分析的结果表明,在持续噪声、复杂悬浮物等常见水体回波干扰下,所提方法在海底线检测的准确性和稳定性上优于传统阈值方法,且单呯平均检测耗时仅为0.661 ms。所提侧扫声呐图像海底线检测方法有较好的稳定性和干扰普适性,可在侧扫声呐数据采集和事后处理中推广应用。 展开更多
关键词 侧扫声呐 海底线跟踪 密度聚类 方向自适应
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Rigidity Symmetry Line for Thermodynamic Fluid Equations-of-State
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作者 Leslie V. Woodcock 《Journal of Modern Physics》 2024年第5期613-633,共21页
We report progress towards a modern scientific description of thermodynamic properties of fluids following the discovery (in 2012) of a coexisting critical density hiatus and a supercritical mesophase defined by perco... We report progress towards a modern scientific description of thermodynamic properties of fluids following the discovery (in 2012) of a coexisting critical density hiatus and a supercritical mesophase defined by percolation transitions. The state functions density ρ(p,T), and Gibbs energy G(p,T), of fluids, e.g. CO<sub>2</sub>, H<sub>2</sub>O and argon exhibit a symmetry characterised by the rigidity, ω = (dp/dρ)<sub>T</sub>, between gaseous and liquid states along any isotherm from critical (T<sub>c</sub>) to Boyle (T<sub>B</sub>) temperatures, on either side of the supercritical mesophase. Here, using experimental data for fluid argon, we investigate the low-density cluster physics description of an ideal dilute gas that obeys Dalton’s partial pressure law. Cluster expansions in powers of density relate to a supercritical liquid-phase rigidity symmetry (RS) line (ω = ρ<sub>rs</sub>(T) = RT) to gas phase virial coefficients. We show that it is continuous in all derivatives, linear within stable fluid phase, and relates analytically to the Boyle-work line (BW) (w = (p/ρ)<sub>T</sub> = RT), and to percolation lines of gas (PB) and liquid (PA) phases by: ρ<sub>BW</sub>(T) = 2ρ<sub>PA</sub>(T) = 3ρ<sub>PB</sub>(T) = 3ρ<sub>RS</sub>(T)/2 for T T<sub>B</sub>. These simple relationships arise, because the higher virial coefficients (b<sub>n</sub>, n ≥ 4) cancel due to clustering equilibria, or become negligible at all temperatures (0 T T<sub>B</sub>)<sub> </sub>within the gas phase. The Boyle-work line (p/ρ<sub>BW</sub>)<sub>T</sub> is related exactly at lower densities as T → T<sub>B</sub>, and accurately for liquid densities, by ρ<sub>BW</sub>(T) = −(b<sub>2</sub>/b<sub>3</sub>)<sub>T</sub>. The RS line, ω(T) = RT, defines a new liquid-density ground-state physical constant (ρ<sub>RS</sub>(0) = (2/3)ρ<sub>BW</sub>(0) for argon). Given the gas-liquid rigidity symmetry, the entire thermodynamic state functions below T<sub>B</sub> are obtainable from b<sub>2</sub>(T). A BW-line ground-state crystal density ρ<sub>BW</sub>(0) can be defined by the pair potential minimum. The Ar<sub>2</sub> pair potential, ∅ij</sub>(r<sub>ij</sub>) determines b<sub>2</sub>(T) analytically for all T. This report, therefore, advances the salient objective of liquid-state theory: an argon p(ρ,T) Equation-of-state is obtained from ∅<sub>ij</sub>(r<sub>ij</sub>) for all fluid states, without any adjustable parameters. 展开更多
关键词 Liquid-State Theory cluster Physics Percolation lines Fluid Thermodynamics Boyle line Rigidity-Symmetry line
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