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Detection of Turbulence Anomalies Using a Symbolic Classifier Algorithm in Airborne Quick Access Record(QAR)Data Analysis 被引量:1
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作者 Zibo ZHUANG Kunyun LIN +1 位作者 Hongying ZHANG Pak-Wai CHAN 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第7期1438-1449,共12页
As the risks associated with air turbulence are intensified by climate change and the growth of the aviation industry,it has become imperative to monitor and mitigate these threats to ensure civil aviation safety.The ... As the risks associated with air turbulence are intensified by climate change and the growth of the aviation industry,it has become imperative to monitor and mitigate these threats to ensure civil aviation safety.The eddy dissipation rate(EDR)has been established as the standard metric for quantifying turbulence in civil aviation.This study aims to explore a universally applicable symbolic classification approach based on genetic programming to detect turbulence anomalies using quick access recorder(QAR)data.The detection of atmospheric turbulence is approached as an anomaly detection problem.Comparative evaluations demonstrate that this approach performs on par with direct EDR calculation methods in identifying turbulence events.Moreover,comparisons with alternative machine learning techniques indicate that the proposed technique is the optimal methodology currently available.In summary,the use of symbolic classification via genetic programming enables accurate turbulence detection from QAR data,comparable to that with established EDR approaches and surpassing that achieved with machine learning algorithms.This finding highlights the potential of integrating symbolic classifiers into turbulence monitoring systems to enhance civil aviation safety amidst rising environmental and operational hazards. 展开更多
关键词 turbulence detection symbolic classifier quick access recorder data
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基于Quick BI融合看板的数字化供电所管理系统
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作者 朱利忠 张展 +1 位作者 窦瑜 焦益军 《农村电气化》 2024年第7期58-61,共4页
针对客户功率因数异常偏低、客户停电次数无法感知等疑难问题量身打造了Quick BI融合看板。看板依托Quick BI平台灵活接入多源数据,基于数据中台完成大数据分析,打通营销、配电等专业间数据壁垒,具备功率因数调整电费过高提醒、光伏发... 针对客户功率因数异常偏低、客户停电次数无法感知等疑难问题量身打造了Quick BI融合看板。看板依托Quick BI平台灵活接入多源数据,基于数据中台完成大数据分析,打通营销、配电等专业间数据壁垒,具备功率因数调整电费过高提醒、光伏发电量为0监测、客户实时掉电监测次数等7大功能,以解决过去供电所存在的客户信息掌握不及时不全面、台区隐患排查成本高、隐蔽问题发现难度大等工作痛点、难点。有效推动了基层供电所赋能减负,助力供电所实现了客户零感知服务。 展开更多
关键词 quick BI融合看板 主动服务 数字化 供电所管理
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Influence of quick release valve on braking performance and coupler force of heavy haul train 被引量:1
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作者 Wei Wei Yuan Zhang +1 位作者 Jun Zhang Xubao Zhao 《Railway Engineering Science》 2023年第2期153-161,共9页
We establish a simulation model based on the theory of air flow to analyze the accelerated release effect of the quick release valve inside the air brake control valve.In addition, the combined simulation system of tr... We establish a simulation model based on the theory of air flow to analyze the accelerated release effect of the quick release valve inside the air brake control valve.In addition, the combined simulation system of train air brake system and longitudinal train dynamics is used to analyze how the parameters of the quick release valve in the 120/120–1 brake control valve affect the propagation characteristics of the train brake pipe pressure wave, the release action range of the accelerated brake, and the longitudinal coupler force for a 20,000-ton heavy haul train on the section of the Datong–Qinhuangdao Railway. The results show that the quick release valve can effectively accelerate the rising speed of the train brake pipe pressure during the initial release, as the accelerated release effect is evident before the train brake pipe pressure reaches582 k Pa. The quick release valve can effectively accelerate the release of the rear cars, reducing the longitudinal coupler force impact due to time delay of the release process. The quick release valve can effectively reduce the tensile coupler force in the train by as much as 20% in certain cases. 展开更多
关键词 Brake system Release characteristics quick release valve Coupler force Heavy haul train
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After Artificial Intelligence Breaks Longstanding Matrix Multiplication Records,Humans Quickly Do Better
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作者 Dana Mackenzie 《Engineering》 SCIE EI CAS CSCD 2023年第9期1-3,共3页
In October 2022,machine learning experts at Deep Mind(London,UK),a subsidiary of Google(Mountain View,CA,USA),reported a“breakthrough”on an extremely common mathematical algorithm called matrix multiplication[1].In ... In October 2022,machine learning experts at Deep Mind(London,UK),a subsidiary of Google(Mountain View,CA,USA),reported a“breakthrough”on an extremely common mathematical algorithm called matrix multiplication[1].In previous years,DeepMind has made headlines with its successes in using deep learning to master various games,such as Go[2],chess,and even the strategic board game Diplomacy,and,in a more recent and clearly practical application with its Alpha Fold program[3]. 展开更多
关键词 BREAKTHROUGH quick DEEP
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Quality Control of YFOSC Data I. The On-site Quick Analysis System
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作者 Jian-Guo Wang Jin-Ming Bai +5 位作者 Ying-He Zhao Xiao-Bo Dong Kai-Xing Lu Chuan-Jun Wang Ju-Jia Zhang Yu-Xin Xin 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2023年第3期119-127,共9页
The Lijiang 2.4 m Telescope(LJT)is one of the most important telescopes for general astronomical observations in China.Yunnan Faint Object Spectrograph and Camera(YFOSC)is a widely used instrument mounted on the LJT,w... The Lijiang 2.4 m Telescope(LJT)is one of the most important telescopes for general astronomical observations in China.Yunnan Faint Object Spectrograph and Camera(YFOSC)is a widely used instrument mounted on the LJT,which occupies for~80%of the observing time of the LJT,and thus instrument health and data quality of the YFOSC are very important for both the telescope maintenance team and users of the LJT.So we develop an automated data analysis system for the quality control(QC)of YFOSC data.This system is also a new function of the observing support of the YFOSC.Based on the system,YFOSC data can be reduced quickly as they are acquired and QC parameters are extracted.Observers can assess the quality of their data and make a possible revision of their observing plan in time.These parameters can also be used to check the health of the YFOSC,which is helpful for the telescope maintenance team to find potential problems.All of these aim at improving the productivity of the LJT. 展开更多
关键词 quick OBSERVER YFOSC
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The role of quick Sepsis-related Organ Failure Assessment score as simple scoring system to predict Fournier gangrene mortality and the correlation with Fournier’s Gangrene Severity Index: Analysis of 69 patients
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作者 Bambang S.Noegroho Kuncoro Adi +3 位作者 Akhmad Mustafa Rais Syaeful Haq Zola Wijayanti Jason Liarto 《Asian Journal of Urology》 CSCD 2023年第2期201-207,共7页
Objective:Fournier’s gangrene is a rare but life-threatening infection disease with high mortality rate.The quick Sepsis-related Organ Failure Assessment(qSOFA)is a new and simpler scoring system that may identify pa... Objective:Fournier’s gangrene is a rare but life-threatening infection disease with high mortality rate.The quick Sepsis-related Organ Failure Assessment(qSOFA)is a new and simpler scoring system that may identify patients with suspected infection who are at greater risk for a poor outcome.The purpose of this study was to find out role of qSOFA in determining prognosis of Fournier’s gangrene patients.Methods:This study is a case control with retrospective review of Fournier’s gangrene patients treated at Hasan Sadikin Hospital from January 2013 to December 2017 who met inclusion criteria.Participants were divided into two groups according to qSOFA score as high qSOFA(2-3)and low qSOFA(0-1).Results:From 69 patients,the mortality rate was 24.6%.The sensitivity of qSOFA score to predict mortality was 88.2%;the specificity was 94.2%;positive predictive value was 83.3%;negative predictive value was 96.1%;positive likelihood ratio was 15.2;negative likelihood ratio was 0.12;and the area under the receiver operating characteristic curve of qSOFA was 94.2%.There was significant association between qSOFA scale and mortality with p-value of 0.0001.The qSOFA score has strong positive correlation with Fournier’s Gangrene Severity Index(p<0.0001,r=0.704).Conclusion:qSOFA scoring system has a high prognostic value and can be used to determine prognosis of Fournier’s gangrene patients. 展开更多
关键词 Fournier gangrene quick Sepsis-related Organ Failure Assessment Prognosis Organ failure Severity index
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Robot Positioning Based on Multiple Quick Response Code Landmarks
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作者 李锋 余彦君 盛守祥 《Journal of Donghua University(English Edition)》 CAS 2023年第6期667-675,共9页
The scheme of robot positioning based on multiple quick response(QR)code landmarks is proposed.Firstly,the pose of the robot relative to the QR code landmarks is obtained by extracting the feature points of the QR cod... The scheme of robot positioning based on multiple quick response(QR)code landmarks is proposed.Firstly,the pose of the robot relative to the QR code landmarks is obtained by extracting the feature points of the QR code,combined with the visual computing technology.Then,the conversion of the absolute pose of the robot is completed based on the absolute position of the QR code landmark,and thus the real-time position of the robot is obtained.The proposed scheme makes full use of the QR code fault tolerance and multiple QR code landmarks to improve the calculation accuracy.It has good robustness and versatility,and it is easy to implement.It can help the robot to complete the positioning in the actual work,making robot navigation more accurate. 展开更多
关键词 computer vision quick response(QR)code robot positioning robot orientation
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Quick Trickle Permutation Based on Quick Trickle Characteristic Sequence
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作者 WangLi-na FeiRu-chun LiuZhu 《Wuhan University Journal of Natural Sciences》 CAS 2003年第04A期1065-1069,共5页
The concept of quick trickle characteristic sequence is presented, the properties and count of quick trickle characteristic sequence are researched, the mapping relationship between quick trickle characteristic sequen... The concept of quick trickle characteristic sequence is presented, the properties and count of quick trickle characteristic sequence are researched, the mapping relationship between quick trickle characteristic sequence and quick trickle permutation is discussed. Finally, an efficient construction of quick trickle permutation based on quick trickle characteristic sequence is given, by which quick trickle permutation can be figured out after constructing quick trickle characteristic sequence. Quick trickle permutation has good cryptographic properties. 展开更多
关键词 quick trickle characteristic sequence quick trickle characteristic mapping quick trickle permutation
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对流扩散方程QUICK格式的数值摄动高精度重构格式 被引量:2
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作者 朱可 李明军 《力学学报》 EI CSCD 北大核心 2011年第1期55-62,共8页
利用高智提出的数值摄动算法,把对流扩散方程的常用QUICK格式(黏性和对流项分别用二阶中心和QUICK格式离散)进行了高精度重构,包括利用离散单元内所有结点的全域重构和分别利用离散单元内上下游结点的上下游重构,得到两类新的更高阶精... 利用高智提出的数值摄动算法,把对流扩散方程的常用QUICK格式(黏性和对流项分别用二阶中心和QUICK格式离散)进行了高精度重构,包括利用离散单元内所有结点的全域重构和分别利用离散单元内上下游结点的上下游重构,得到两类新的更高阶精度的数值摄动重构格式,称为高的QUICK格式(G-QUICK格式).G-QUICK格式与QUICK格式相比简单性相当,但精度更高;全域重构G-QUICK格式和QUICK格式均为条件稳定,上下游重构得到一些绝对稳定的G-QUICK格式.解析分析和数值算例均证实了G-QUICK格式的优良性能,上下游重构的G-QUICK格式为在对流扩散方程的QUICK格式中避免使用人工黏性提供了新途径. 展开更多
关键词 计算流体力学 对流扩散方程 quick格式 数值摄动高精度重构 G-quick格式
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QUICK与多种差分方案的比较和计算 被引量:22
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作者 杨茉 李学恒 +1 位作者 陶文铨 OZOEHiroyuki 《工程热物理学报》 EI CAS CSCD 北大核心 1999年第5期593-597,共5页
本文用QUICK和多种差分方案计算了四个流动与换热问题.计算结果表明。对于强制流动问题,QUICK用较粗网格就能得到其他差分方案用较细网格才能得到的结果。对稳态自然对流,QUICK与其他差分方案的计算结果相近,但QUICK方案能预测出所... 本文用QUICK和多种差分方案计算了四个流动与换热问题.计算结果表明。对于强制流动问题,QUICK用较粗网格就能得到其他差分方案用较细网格才能得到的结果。对稳态自然对流,QUICK与其他差分方案的计算结果相近,但QUICK方案能预测出所计算的低Pr数流体自然对流的物理振荡,而其他几种方案不能. 展开更多
关键词 差分方案 数值传热 流动传热 quick 传热
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Google Earth影像与同源Quick Bird影像在城市土地利用分类上的对比研究 被引量:5
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作者 胡琼 张建 +1 位作者 徐保东 李宗南 《华中师范大学学报(自然科学版)》 CAS 北大核心 2013年第2期287-291,共5页
Quick Bird(QB)、IKONOS等高分辨率遥感影像是Google Earth(GE)影像中的重要来源,经过图形化处理后,免费提供给公众浏览和使用.通过对相同区域、同期QB及其GE影像分别采取基于像素和面向对象的分类方法实施土地利用分类,对比分析两类影... Quick Bird(QB)、IKONOS等高分辨率遥感影像是Google Earth(GE)影像中的重要来源,经过图形化处理后,免费提供给公众浏览和使用.通过对相同区域、同期QB及其GE影像分别采取基于像素和面向对象的分类方法实施土地利用分类,对比分析两类影像在不同土地利用类型、不同分类方法上的分类效果,阐明GE影像进行土地利用分类的可行性,并就其在不同分类方法、不同分类类型情况下的适应性进行评价和建议. 展开更多
关键词 quick Bird影像 Google Earth影像 土地利用分类 面向对象分类 基于像素分类
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采用延时修正法实施QUICK格式模拟提拉单晶体的生长 被引量:4
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作者 宇慧平 隋允康 +1 位作者 张峰翊 王学锋 《人工晶体学报》 EI CAS CSCD 北大核心 2003年第6期648-656,共9页
为了数值模拟提拉(又名Czochralski)法获得单晶体的生长过程,本文采用有限容积法离散控制方程,采用非均匀的交错网格避免不合理的振荡压力场,采用三阶精度QUICK(Quadratic Upwind Interpolation of Convective Kinematics)格式离散对流... 为了数值模拟提拉(又名Czochralski)法获得单晶体的生长过程,本文采用有限容积法离散控制方程,采用非均匀的交错网格避免不合理的振荡压力场,采用三阶精度QUICK(Quadratic Upwind Interpolation of Convective Kinematics)格式离散对流项,采用延时修正来实施QUICK格式获得满足主对角占优的代数方程组,采用SIMPLE(Semi-implicit Method for Pressure Linked Equations)算法耦合压力和速度场,给出了基于上述方法的方程、算法,并发展了程序,计算了Wheeler标准问题,计算结果与文献相当一致,同时本算法能模拟计算高葛拉晓夫数时的流动,显示出非均匀网格QUICK格式模拟晶体生长的优越性;另外本文将这一算法运用到单晶硅的数值模拟中,计算结果令人满意。 展开更多
关键词 quick格式 提拉法 单晶体 晶体生长 延时修正法 数值模拟
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基于Quick Bird遥感影像的铜仁市城市绿地景观结构特征分析 被引量:6
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作者 王志泰 王志杰 包玉 《西北林学院学报》 CSCD 北大核心 2010年第1期166-170,共5页
以2004年9月4日Quick Bird遥感影像,辅以实时动态差分GPS RTK技术高精度定位,运用GIS技术和景观斑块谱分析方法,对铜仁市城市绿地景观结构特征进行分析。结果表明:(1)铜仁市城市绿地斑块面积5 857.96 hm2,斑块数量6 503块,规划区绿地斑... 以2004年9月4日Quick Bird遥感影像,辅以实时动态差分GPS RTK技术高精度定位,运用GIS技术和景观斑块谱分析方法,对铜仁市城市绿地景观结构特征进行分析。结果表明:(1)铜仁市城市绿地斑块面积5 857.96 hm2,斑块数量6 503块,规划区绿地斑块面积和斑块数量均大于中心城区;(2)在各种绿地类型中,其他绿地在斑块面积上占绝对优势,其次为农业用地和生产防护绿地,道路绿地面积最小。在斑块数量上,居住区绿地>农业用地>其他绿地>生产防护绿地>道路绿地>单位附属绿地>公园绿地;(3)按绿地斑块面积统计,大于10 000 m2的大型绿地占绝对优势,占整个绿地面积的92.44%,按斑块数量统计,小于500 m2的小型斑块占优势,占整个绿地斑块的69.72%;(4)小型斑块以居住区绿地最多,其次为农业用地和其他绿地等,公园绿地最少;中型斑块和大中型斑块以农业用地最多,大型斑块在面积上以其他绿地最多,数量上以农业用地最多;公园绿地和居住区绿地在各等级绿地斑块中,面积和斑块数量相对较小。综合分析,铜仁市在今后的城市绿地建设中,中心城区内应加强绿化力度,适当将现有的绿地扩大连片,规划区内应合理调整和规划绿地性质,丰富绿地功能特性,注重绿地结构的合理规划,将小型、中型绿地尽可能有效地连片,增加大中型绿地斑块,特别是在与人居密切相关的居住区、单位和街道等周围,增加大中型绿地、大型绿地,以满足人们生产生活对绿地的需求,同时,保护生物多样性,优化城市生态环境。 展开更多
关键词 城市绿地 景观结构 quick BIRD 景观斑块谱 铜仁市
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非均匀网格下的QUICK格式应用于强分离湍流计算 被引量:3
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作者 陈勇 金钢 +1 位作者 王开春 朱国林 《空气动力学学报》 CSCD 北大核心 2004年第4期499-503,共5页
本文从湍流模型和数值格式两方面出发,研究了对绕方形柱体的强分离低速湍流的数值模拟。比较了标准k ε两方程模型和J B模型,将QUICK格式推广应用于非均匀网格,采用LU分解的强隐式求解技术(LU SIP)保证了求解的稳定性和效率。计算表明J ... 本文从湍流模型和数值格式两方面出发,研究了对绕方形柱体的强分离低速湍流的数值模拟。比较了标准k ε两方程模型和J B模型,将QUICK格式推广应用于非均匀网格,采用LU分解的强隐式求解技术(LU SIP)保证了求解的稳定性和效率。计算表明J B模型具有明显的优越性,与QUICK格式联合应用可十分显著地改善计算结果。 展开更多
关键词 quick格式 非均匀网格 湍流 数值格式 隐式 柱体 LU分解 推广应用 分离 方形
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基于Quick Bird数据的胡杨、柽柳种群格局分析 被引量:4
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作者 张绘芳 李霞 高亚琪 《新疆农业科学》 CAS CSCD 北大核心 2012年第11期2029-2034,共6页
[目的]对塔里木河下游主要木本植物胡杨、柽柳的树冠进行解译。根据解译结果,使用修正后最近邻体法分析胡杨、柽柳的格局分布。[方法]基于Quick bird数据,采用人机对话目视解译方法。[结果]胡杨和柽柳在不同离河距离均为聚集分布,格局... [目的]对塔里木河下游主要木本植物胡杨、柽柳的树冠进行解译。根据解译结果,使用修正后最近邻体法分析胡杨、柽柳的格局分布。[方法]基于Quick bird数据,采用人机对话目视解译方法。[结果]胡杨和柽柳在不同离河距离均为聚集分布,格局强度胡杨随离河距离加大(地下水埋深降低)而增加,到离河1500 m又减小;柽柳灌丛格局强度总体上呈随离河距离增加而降低的趋势。运用高分辨遥感数据确定胡杨、柽柳群落分布格局,取得了与传统地面调查相同的结果,用遥感方法从定量角度验证了干旱区荒漠区胡杨、柽柳群落大都为聚集分布的定性结论。[结论]在植被稀疏的干旱荒漠区使用高分辨遥感数据可以定量分析木本植物建群种的分布格局特征。 展开更多
关键词 胡杨 柽柳 分布格局 quick Bird数据 塔里木河下游
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基于Quick Bird数据的遥感图像融合方法研究 被引量:5
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作者 侯志华 张宁玉 +2 位作者 赵燕 吴泉源 周爱仙 《山东师范大学学报(自然科学版)》 CAS 2005年第3期62-64,共3页
在分析了图像融合原理和计算方法的基础上,以QuickBird全色与多光谱遥感图像为数据源,运用HIS变换、主成分分析(PCA)和乘积变换(Brovey)3种算法,对QuickBird遥感图像进行了融合实验研究,并从光谱的真实性和空间纹理信息两个方面对融合... 在分析了图像融合原理和计算方法的基础上,以QuickBird全色与多光谱遥感图像为数据源,运用HIS变换、主成分分析(PCA)和乘积变换(Brovey)3种算法,对QuickBird遥感图像进行了融合实验研究,并从光谱的真实性和空间纹理信息两个方面对融合效果进行测试与分析,比较3种算法用于处理QuickBird遥感图像的效果.研究结果表明:HIS融合的效果最佳,PCA融合的效果次之,Brovey融合的效果最差. 展开更多
关键词 quick BIRD 图像融合 遥感
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QUICK和乘方格式在顶盖驱动方腔流动数值计算中的比较 被引量:5
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作者 陈庆光 张永建 钱宝光 《山东科技大学学报(自然科学版)》 CAS 2002年第1期8-11,共4页
推导了非均分网格系统中QUICK格式附加源项的表达式 ,并用QUICK和乘方两种差分格式 ,分别对不同网格数下的二维、三维顶盖驱动方腔流动进行了数值计算。通过与文献中基准解的比较 。
关键词 quick格式 乘方格式 顶盖驱动方腔流动 数值计算 差分格式 计算流体动力学
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基于Quick Bird影像的城市绿地景观信息提取研究 被引量:6
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作者 黄树春 李书 薛重生 《安徽农业科学》 CAS 北大核心 2007年第2期396-397,共2页
以武汉鲁巷快鸟影像为主要数据源,结合地形图及相关社会统计资料,利用多尺度影像分割与监督分类方法、植被指数方法相结合来提取城市绿地景观信息。结果表明:该方法交叉结合能大大地提高提取绿地景观信息的精度,更好地反映城市微观信息... 以武汉鲁巷快鸟影像为主要数据源,结合地形图及相关社会统计资料,利用多尺度影像分割与监督分类方法、植被指数方法相结合来提取城市绿地景观信息。结果表明:该方法交叉结合能大大地提高提取绿地景观信息的精度,更好地反映城市微观信息,满足现代城市发展的要求。 展开更多
关键词 quick Bird影像 绿地景观 多尺度影像分割
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A Simple and Quick Method of Extracting Genomic DNA from Wheat Leaves 被引量:12
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作者 王敏 那冬晨 +1 位作者 姬虎太 张定一 《Agricultural Science & Technology》 CAS 2009年第5期34-35,75,共3页
[ Objective] The aim was to seek a simple and quick method of extracting genomic DNA from wheat leaves. [ Method] Taking tender leaves of wheat as test materials, total DNA of transgenic wheat was extracted by using m... [ Objective] The aim was to seek a simple and quick method of extracting genomic DNA from wheat leaves. [ Method] Taking tender leaves of wheat as test materials, total DNA of transgenic wheat was extracted by using modified CTAB method. The extracted DNA was detected by 0.8% agarose gel electrophoresis. [ Result] DNA purity of extracted genome DNA from wheat was high and no degradation phenomenon using modified CTAB method, and was suitable for carrying out normal PCR amplification. [ Conclusion] This study provides a simple and quick method for extracting DNA from wheat with a spot of material. 展开更多
关键词 Wheat DNA extraction Simple and quick
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基于Douglas-Peucker和Quick Bundles算法的水上交通模式识别 被引量:4
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作者 陈信强 徐祥龙 +3 位作者 彭静 孙洋 王梓创 阎莹 《上海海事大学学报》 北大核心 2022年第3期1-6,共6页
针对船舶航迹数据量大、数据冗余、航迹特征不明显等问题,提出一种融合道格拉斯-普克(Douglas-Peucker,DP)压缩算法和基于距离的快速捆绑包(Quick Bundles,QB)聚类算法的水上交通模式识别方法。该方法根据航迹数据特征、压缩率和压缩误... 针对船舶航迹数据量大、数据冗余、航迹特征不明显等问题,提出一种融合道格拉斯-普克(Douglas-Peucker,DP)压缩算法和基于距离的快速捆绑包(Quick Bundles,QB)聚类算法的水上交通模式识别方法。该方法根据航迹数据特征、压缩率和压缩误差等指标选择合理的压缩阈值实现大规模船舶自动识别系统(automatic identification system,AIS)数据的压缩。在此基础上,提出一种基于最小直接翻转距离的聚类指标,利用QB算法实现船舶航迹的有效聚类。实验结果表明,提出的方法既可以简化航迹聚类过程,也可准确高效地实现航迹聚类,为水上交通精细化管理与决策提供数据支撑。 展开更多
关键词 船舶航迹聚类 船舶自动识别系统(AIS) DOUGLAS-PEUCKER算法 quick Bundles算法
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