Similarity measurement on human mobility data with spatially weighted structural similarity index (SpSSIM)     

Chanwoo Jin  Atsushi Nara  Jiue‐An Yang  Ming‐Hsiang Tsou 《Transactions in GIS》2020,24(1):104-122

Understanding diverse characteristics of human mobility provides profound knowledge of urban dynamics and complexity. Human movements are recorded in a variety of data sources and each describes unique mobility characteristics. Revealing similarity and difference in mobility data sources facilitates grasping comprehensive human mobility patterns. This study introduces a new method to measure similarities on two origin–destination (OD) matrices by spatially extending an image‐assessment tool, the structural similarity index (SSIM). The new measurement, spatially weighted SSIM (SpSSIM), utilizes weight matrices to overcome the SSIM sensitivity issue due to the ordering of OD pairs by explicitly defining spatial adjacency. To evaluate SpSSIM, we compared performances between SSIM and SpSSIM with resampling the orders of OD pairs and conducted bootstrapping to test the statistical significance of SpSSIM. As a case study, we compared OD matrices generated from three data sources in San Diego County, CA: U.S. Census‐based Longitudinal Employer–Household Dynamics Origin–Destination employment statistics, Twitter, and Instagram. The case study demonstrated that SpSSIM was able to capture similarities of mobility patterns between datasets that varied by distance. Some regions showed local dissimilarity while the global index indicated they were similar. The results enhance the understanding of complex mobility patterns from various datasets, including social media.  相似文献   

Characterization of Frequency and Aggregation of the Antarctic Krill (<Emphasis Type="Italic">Euphausia superba</Emphasis>) Using Acoustics     

Seok-Gwan?Choi  Eun-A?Yoon  Doo-Hae?An  Sangdeuk?Chung  Jaebong?Lee  Kyounghoon?LeeEmail author 《Ocean Science Journal》2018,53(4):667-677

In this study, the dB difference and characteristics of krill swarms inhabiting Subarea 48.1, which includes the west and south of the South Shetland Island and the Elephant Island peripheries, were estimated to distinguish Antarctic krill, using acoustics. From April 13 to 24, 2016, acoustic data were collected along 24 survey lines using the frequencies 38 and 120 kHz, and middle trawling was performed at 7 stations. Using the difference between the dB values of two volume backscattering strength (Sv) frequencies (38 and 120 kHz), a clear acoustic distinction could be made between Antarctic krill (4.9 to 12.0 dB) and fish (?4.0 to ?0.2 dB). The distributions and mean Sv of krill swarms in the Elephant Island peripheries and south of South Shetland Island were higher than those in the west of South Shetland Island. The mean length/ height ratio of krill swarms in the west of the South Shetland Island (64.5) was higher than that in the south (35.9) and the Elephant Island peripheries (33.8), with the length of the aggregations exceeding their height. Most krill swarms were distributed between the surface layer (less than 10 m below sea level) and within 200 m of water depth. These results are expected to serve as baseline data for evaluating krill density and biomass by distinguishing them from fish, using acoustics.  相似文献   

GLDAS_NOAH_M.2.1水文模型在青藏高原的适定性分析     

钱安  易爽  孙广通  王秋玲  苏占东 《大地测量与地球动力学》2018,38(3):254-259

利用2003-01~2016-06共162个月 GLDAS_NOAH_M.2.1、GLDAS_NOAH_M.001新旧水文模型和GRACE卫星重力数据，计算青藏高原区域水储量及总质量变化，说明GLDAS_NOAH_M.2.1水文模型相对于旧模型可提升在青藏高原区域的精度。将研究区域分为6个部分，根据3种数据分别计算6个区域的平均质量变化时间序列，顾及年周期、半年周期对该时间序列进行最小二乘拟合，估计6个区域3种数据的年振幅、年相位及相关性。结果表明，GLDAS_NOAH_M.2.1水储量变化的年振幅、年相位与GRACE总质量变化的年振幅、年相位空间分布大体一致，在青藏高原北部区域与GRACE的相关性尤为明显；GLDAS_NOAH_M.001年振幅、年相位在青藏高原北部区域存在明显异常，与GRACE的相关性很低。从长趋势质量变化来看， GLDAS新、旧模型在不同区域的差异为-6.4~4.5 Gt/a量级，而在青藏高原主体区域，新模型的质量趋势偏低10.4 Gt/a。  相似文献   

Why the twenty-first century tropical Pacific trend pattern cannot significantly influence ENSO amplitude?     

Soon-Il An  Jung Choi 《Climate Dynamics》2015,44(1-2):133-146

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Estimation from Soil Temperature of Soil Thermal Diffusivity and Heat Flux in Sub-surface Layers   总被引：3，自引：0，他引：3  

Kedong An  Wenke Wang  Yaqian Zhao  Wenfeng Huang  Li Chen  Zaiyong Zhang  Qiangmin Wang  Wanxin Li 《Boundary-Layer Meteorology》2016,158(3):473-488

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An algorithm to retrieve precipitation with synthetic aperture radar     

谢亚楠  刘志坤  安大伟 《Acta Meteorologica Sinica》2016,30(3):401-411

This paper presents a new type of rainfall retrieval algorithm, called the model-oriented statistical and Volterra integration. It is a combination of the model-oriented statistical (MOS) and Volterra integral equation (VIE) approaches. The steps involved in this new algorithm can be briefly illustrated as follows. Firstly, information such as the start point and width of the rain is obtained through pre-analysis of the data received by synthetic aperture radar (SAR). Secondly, the VIE retrieval algorithm is employed over a short distance to obtain information on the shape of the rain. Finally, the rain rate can be calculated by using the MOS retrieval algorithm. Simulation results show that the proposed algorithm is effective and simple, and can lead to time savings of nearly 50% compared with MOS. An example of application of SAR data is also discussed, involving the retrieval of precipitation information over the South China Sea.  相似文献   

强台风海鸥登陆期间近地层风特性分析   总被引：2，自引：2，他引：0  

赵小平  朱晶晶  樊晶  贵志成 《气象》2016,42(4):415-423

利用位于海南文昌市的90 m测风塔观测的强台风海鸥多层测风数据,分析了台风海鸥登陆期间近地层风场时空特征、湍流强度、垂直风切变及阵风因子等风场特性,分析结果表明:台风海鸥登陆期间,近地层各高度风速呈现"M"型双峰特征,最大风速出现在台风后风圈;台风过境前后,风向旋转了180°;近地层风速随高度升高而增大,各高度风速垂直切变符合对数和指数规律;粗糙度长度、风廓线幂指数、湍流强度、阵风系数等风场特性与风速呈负相关关系,随着风速的增加而降低;从台风外围至台风眼,粗糙度长度随风速呈现"增大-减小-增大"特征;台风眼内部风速垂直切变剧烈,前后风圈的风速垂直切变较弱;强风区湍流强度较弱,弱风区湍流强度较强;台风风圈的湍流强度随高度增加而减小,台风眼内湍流强度随高度先减小再增加;台风影响各阶段阵风系数随高度升高而减小,各高度层阵风系数遵循指数定律;阵风系数随风速的增大而减小,当风速达到一定强度时,阵风系数随风速变化不明显。  相似文献   

顾及位置关系的网络POI地址信息标准化处理方法     

王勇  刘纪平  郭庆胜  罗安 《测绘学报》2016,45(5):623-630

针对互联网POI(兴趣点)地址信息中广泛存在的地址要素不完整、文字表达不一致等不规范现象,提出一种顾及位置关系的网络POI地址信息标准化处理方法,首先对POI信息进行切分提取并逐层匹配地址树模型;然后基于4种位置关系从标准POI库中选出相应集合,作为丰富和修正非标准POI地址要素的候选;最后通过最小粒度地址要素的回溯,实现POI地址信息的快速标准化处理。试验表明该方法可以获得较高的准确率,尤其适用于在互联网数据环境中的POI地址信息标准化。  相似文献   

部分变量误差模型的整体抗差最小二乘估计     

赵俊  归庆明 《测绘学报》2016,45(5):552-559

部分变量误差模型(partial EIV model)的加权整体最小二乘(weighted total least-squares,WTLS)估计不具备抵御粗差的能力。鉴于粗差可能同时出现在观测值和系数矩阵中,本文在提出部分变量误差模型WTLS估计的两步迭代解法的基础上,运用抗差M估计的等价权方法,发展了一种整体抗差最小二乘(TRLS)估计方法,并采用一致最大功效统计量确定降权因子。针对WTLS估计两步迭代解法的特点,设计了两个不同的降权方案:第1个方案是在估计系数矩阵元素时,不对观测值降权,仅对系数矩阵降权;第2个方案是在估计系数矩阵元素时,既对系数矩阵降权,同时也对观测值降权。通过对模拟2D仿射变换和线性拟合实例进行计算和分析,结果表明第1方案优于第2方案,并且优于基于残差和验后单位权方差的抗差估计和现有的变量误差模型抗差估计。  相似文献   

面向移动终端的专题热图实时绘制方法     

罗安  蔡地  李一  王勇 《测绘科学》2016,41(12):179-183

针对传统基于Flash、Slivelight的移动终端热图绘制中存在的数据表现单一、绘制效率低、用户体验差等问题,以及HTML5的渲染效率差、数据复用率低等性能缺点,该文提出一种改进的HTML5专题热图实时绘制方法。引入四叉树结构进行专题数据组织,大幅度提升热图实时绘制中服务器端数据汇聚效率;采用网格化数据缓存调度方法,有效降低客户端与服务器端的数据请求,实现移动终端数据缓存最大限度的重复利用;以异步I/O消息机制,解决了热图绘制过程中的消息通道堵塞、客户端假死等问题。实验证明,该方法符合移动终端对专题热图的绘制要求,能够在提高数据利用率和系统整体性能的同时,降低移动终端的计算量,提高系统的运行效率。  相似文献