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Regional allocation of EV chargers’ grid load 电动汽车充电桩电网负荷的区域分配
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-29 DOI: 10.1080/19475683.2023.2166111
B. Mashhoodi, Pablo Muñoz Unceta
ABSTRACT This study develops a multiscale model for allocation of EV infrastructure to accommodate residents’ demand during nights and that of residents and visitors during days under two scenarios: maximum 40% or 80% increase in load on the electricity grid. Developing a mixed-integer linear optimization model including regional traffic flow, local electricity demand and parking availability in Amsterdam Metropolitan Area (AMA), the scenarios’ optimal solutions offer different spatial strategies. This study shows that multiscale allocation of EV chargers substantially improves the efficiency of use: in both scenarios, more than 53% of EVs can charge at their daily destination. However, in the 40% scenario, the extra electricity load is homogeneously allocated across the towns and villages around the AMA centre. In an 80% scenario, in contrast, the load is concentrated in a few areas (1) accessible for substantial numbers of EVs at the regional scale, (2) with relatively low annual consumption, (3) reasonably high number of registered EVs to use chargers in the nights. The manuscript ends with a discussion of the results and their policy implications and offers further studies.
本研究建立了一个多尺度模型,用于在电网负荷最大增加40%或80%两种情况下,为满足居民夜间和居民及游客白天的需求而配置电动汽车基础设施。开发一个混合整数线性优化模型,包括阿姆斯特丹大都会区(AMA)的区域交通流量、当地电力需求和停车可用性,场景的最优解决方案提供了不同的空间策略。本研究表明,电动汽车充电器的多尺度配置大大提高了使用效率:在两种情况下,超过53%的电动汽车可以在其日常目的地充电。然而,在40%的情况下,额外的电力负荷均匀地分配到AMA中心周围的城镇和村庄。相比之下,在80%的情况下,负荷集中在几个区域(1)在区域范围内可供大量电动汽车使用,(2)年消耗量相对较低,(3)在夜间使用充电器的注册电动汽车数量相当高。手稿以讨论结果及其政策含义结束,并提供进一步的研究。
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引用次数: 1
Socio-hydrology and vulnerability of levee systems along the lower Illinois River 伊利诺斯河下游堤防系统的社会水文和脆弱性
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-23 DOI: 10.1080/19475683.2023.2166113
Ali Rashed Alruzuq, J. Remo, J. Mossa, Kevin D. Ash
ABSTRACT The maintenance of flood mitigation levees in the U.S. and elsewhere, has often found to be insufficient. Recent U.S. levee safety inspections have discovered substantial deficiencies in many federally monitored levees resulting in some of them being assigned an ‘unacceptable’ safety rating. Most levees in the U.S. were constructed using federal money but then were turned over to local government entities to maintain, thus socioeconomic characteristics of these communities may impact their ability to maintain their levee(s). We used dasymetric mapping to assign socioeconomic parameters to levee protected areas along the lower Illinois River to explore differences in these characteristics between communities with an unacceptable levee safety rating to those with an acceptable rating. Principal components analysis was used to determine which socioeconomic parameters explained the majority of variance between levee protected communities and the Mann-Whitney-Wilcoxon U-Test for significance testing. These analyses revealed that differences in total population , race, average per-capita income, and number of residential homes were influential indicators for explaining differences between comunities with levees with acceptable versus unacceptable ratings. These results suggest populations who inhabit levee systems with unacceptable safety ratings are white and relatively wealthier than communities located within levee systems with acceptable ratings. This finding is counter to research that shows that the poor and poorer minorities live in areas with higher flood risk. This is perhaps wealthier floodplain property owners inhabitating unacceptable levee systems may be foregoing necessary levee maintenance, inastead relying on other government programs to pay for flood damages.
在美国和其他地方,防洪堤坝的维护经常被发现是不够的。美国最近对堤坝进行的安全检查发现,许多由联邦政府监控的堤坝存在重大缺陷,导致其中一些堤坝被评为“不可接受”的安全等级。美国的大多数堤坝都是用联邦政府的钱建造的,但后来被移交给地方政府实体进行维护,因此这些社区的社会经济特征可能会影响他们维护堤坝的能力。我们使用非对称映射将社会经济参数分配给伊利诺伊河下游的堤坝保护区,以探索具有不可接受的堤坝安全等级的社区与具有可接受等级的社区之间这些特征的差异。使用主成分分析来确定哪些社会经济参数解释了堤防保护社区之间的大部分差异,并使用Mann-Whitney-Wilcoxon u检验进行显著性检验。这些分析表明,总人口、种族、平均人均收入和住宅数量的差异是解释堤防等级可接受与不可接受社区之间差异的有影响力的指标。这些结果表明,居住在安全等级不可接受的大堤系统中的人口是白人,比位于安全等级可接受的大堤系统中的社区相对富裕。这一发现与表明穷人和较贫穷的少数民族生活在洪水风险较高的地区的研究相反。这可能是居住在不可接受的堤坝系统中的较富裕的洪泛区财产所有者可能会放弃必要的堤坝维护,而不是依靠其他政府项目来支付洪水损失。
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引用次数: 0
A method for finding a least-cost corridor on an ordinal-scaled raster cost surface 一种在有序尺度栅格代价曲面上寻找最小代价廊道的方法
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-20 DOI: 10.1080/19475683.2023.2166585
L. Seegmiller, T. Shirabe
ABSTRACT The least-cost path problem is a widely studied problems in geographic information science. In raster space, the problem is to find a path that accumulates the least amount of cost between two locations based on the assumptions that the path is a one-dimensional object (represented by a string of cells) and that the cost (per unit length) is measured on a quantitative scale. Efficient methods are available for solution of this problem when at least one of these assumptions is upheld. This is not the case when the path has a width and is a two-dimensional object called a corridor (represented by a swath of cells) and the cost (per unit area) is measured on an ordinal scale. In this paper, we propose one additional model that characterizes a least-cost corridor on an ordinal-scaled raster cost surface – or a least ordinal-scaled cost corridor for short – and show that it can be transformed into an instance of a multiobjective optimization problem known as the preferred path problem with a lexicographic preference relation and solved accordingly. The model is tested through computational experiments with artificial landscape data as well as real-world data. Results show that least ordinal-scaled cost corridors are guaranteed to contain smaller areas of higher cost than conventional least-cost corridors at the expense of more elongated and winding forms. The least ordinal-scaled cost corridor problem has computational complexity of O(n 2.5) in the worst case, resulting in a longer computational time than least-cost corridors. However, this difference is smaller in practice.
最小代价路径问题是地理信息科学中一个被广泛研究的问题。在栅格空间中,问题是根据路径是一维对象(由一串单元表示)和成本(每单位长度)是定量测量的假设,找到两个位置之间累积成本最少的路径。当这些假设中至少有一个成立时,解决这个问题的有效方法是可用的。当路径具有宽度并且是称为走廊的二维对象(由一条状单元格表示)并且成本(每单位面积)以序数尺度测量时,情况就不是这样了。在本文中,我们提出了一个额外的模型,该模型表征了有序尺度栅格成本曲面上的最小成本走廊-或简称为最小有序尺度成本走廊-并表明它可以转化为一个多目标优化问题的实例,即具有字典顺序偏好关系的首选路径问题,并相应地求解。通过人工景观数据和实际数据的计算实验对模型进行了验证。结果表明,与传统的最低成本走廊相比,最小序数尺度成本走廊保证包含更小的高成本区域,而代价是更长的和蜿蜒的形式。在最坏情况下,最小有序尺度成本走廊问题的计算复杂度为0 (n 2.5),导致其计算时间比最小成本走廊问题长。然而,在实践中,这种差异较小。
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引用次数: 0
Monitoring the population change and urban growth of four major Pakistan cities through spatial analysis of open source data 通过开放源代码数据的空间分析监测巴基斯坦四个主要城市的人口变化和城市增长
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-17 DOI: 10.1080/19475683.2023.2166989
Rana Waqar Aslam, H. Shu, Andaleeb Yaseen
ABSTRACT Cities are complex and dynamic entities in close proximity of people, implying multi temporal observations to analyse and understand the urban context. At present, open-source data and geospatial intelligence are becoming the important means of exploring, monitoring and predicting urban status of area growth and population increase. In last few decades, unemployment and absence of infrastructures in the rural areas promoted the unplanned and haphazard urbanization across the urban centres in Pakistan. This study focuses on exploring the potential of open-source/freely available datasets for city mapping and monitoring spatially. The study gives a spatial perspective of rapidly growing cities of Pakistan using Google Earth Engine to classify Landsat images over last four decades, and discovers sprawl patterns across cities. The study works out that the built-up area is significantly increasing with population growth over four decades and there is a strong positive correlation between population growth and built-up expansion. Using Open-Source Data (Landsat images and LandScan data), this study has offered a technical solution of Google Earth Engine-supported analysis of statistics and machine learning to spatially monitoring the population change and urban growth of four major Pakistan cities. It is undoubted that our working results will provide the timely and cost-effective information to policymakers, Govt Officials and citizens for more sustainable urbanization.
城市是一个复杂而动态的实体,与人类密切相关,这意味着需要进行多时间观测来分析和理解城市背景。目前,开源数据和地理空间智能正在成为探索、监测和预测城市面积增长和人口增长状况的重要手段。在过去几十年里,农村地区的失业和缺乏基础设施促进了巴基斯坦各城市中心无计划和随意的城市化。本研究的重点是探索开放源代码/免费提供的数据集在城市制图和空间监测方面的潜力。该研究利用谷歌地球引擎对过去40年的陆地卫星图像进行分类,给出了巴基斯坦快速发展城市的空间视角,并发现了城市之间的扩张模式。研究发现,近40年来,随着人口的增长,建成区面积显著增加,人口增长与建成区扩张之间存在较强的正相关关系。利用开源数据(Landsat图像和LandScan数据),本研究提供了一个谷歌地球引擎支持的统计分析和机器学习的技术解决方案,以空间监测巴基斯坦四个主要城市的人口变化和城市增长。毫无疑问,我们的工作成果将为政策制定者、政府官员和市民提供及时和具有成本效益的信息,以实现更可持续的城市化。
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引用次数: 5
Bridge deck surface distress evaluation using S-UAS acquired high-spatial resolution aerial imagery 基于S-UAS获取的高空间分辨率航空图像的桥面损伤评估
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-12 DOI: 10.1080/19475683.2023.2166112
Su Zhang, S. Bogus, Shirley V. Baros, P. Neville, H. Barrett, Tyler Eshelman
ABSTRACT Bridge decks need to be routinely inspected to ensure their serviceability, capacity, and safety under current traffic conditions. Traditionally, bridge deck inspection is performed on the ground by having inspectors either visually inspect surface conditions or interpret the acoustic feedback from hammer sounding or chain dragging to determine subsurface conditions. These traditional methods have many limitations, including but not limited to, expensive, labour-intensive, time-consuming, subjective, can exhibit a high degree of variability, requiring specialized staff on a regular basis, and unsafe. Recent advancements in remote sensing, especially small-uncrewed aircraft systems (S-UAS) based airborne imaging techniques and advanced image analysis techniques, have shown promise in improving current bridge deck inspection practices by providing an above-ground inspection method. This research explored the utility of S-UAS-based airborne imaging techniques and image processing techniques to develop a complete aerial data acquisition and analysis system to accurately detect and assess bridge deck wearing surface distresses in a timely and cost-effective manner. As part of the research project, a robust tool was also developed with the aim of being able to detect, extract, and map bridge deck wearing surface distresses with an adequate degree of accuracy while maximizing the ability to assist bridge inspectors with varying expertise. Research results revealed that the developed tool is able to effectively detect and map bridge deck wearing surface distresses at a high accuracy.
桥梁甲板需要定期检查,以确保其在当前交通条件下的可用性、容量和安全性。传统上,桥面板检查是在地面进行的,检查员要么目视检查表面状况,要么解释锤击测深或拖链产生的声波反馈,以确定地下状况。这些传统方法有许多局限性,包括但不限于,昂贵、劳动密集、耗时、主观、可能表现出高度的可变性、需要定期的专业人员、不安全。遥感技术的最新进展,特别是基于小型无人飞机系统(S-UAS)的机载成像技术和先进的图像分析技术,通过提供一种地面检测方法,显示出改善当前桥面检测实践的希望。本研究探索利用基于s -无人机的机载成像技术和图像处理技术,开发完整的航空数据采集和分析系统,及时、经济地准确检测和评估桥面磨损表面损伤。作为研究项目的一部分,还开发了一种强大的工具,目的是能够以足够的精度检测、提取和绘制桥面磨损表面的损伤,同时最大限度地帮助具有不同专业知识的桥梁检查员。研究结果表明,该工具能够有效、高精度地检测和绘制桥面磨损损伤。
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引用次数: 0
A cyclically adjusted spatio-temporal kernel density estimation method for predictive crime hotspot analysis 基于周期调整时空核密度估计的预测犯罪热点分析方法
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-11 DOI: 10.1080/19475683.2023.2166584
Ya Han, Yujie Hu, Haojie Zhu, Fahui Wang
ABSTRACT This paper presents a new method for predictive crime hotspot analysis that further improves the kernel density estimation (KDE) method and the spatio-temporal kernel density estimation (STKDE) method by accounting for temporal crime cycles and is therefore termed the ‘cyclically adjusted STKDE (cSTKDE) method’. The case study on robbery incidents in Baton Rouge, Louisiana, shows a temporal cycle with a 6-month period of statistical significance from January 2010 to May 2018. This identified period is incorporated into the temporal kernel function of the new cSTKDE method. For validation, the Forecast Accuracy Index (FAI) and Forecast Precision Index (FPI) are used to evaluate the performance across 52 weeks in 2013. For 11 consecutive weeks since the beginning of 2013, the cSTKDE method outperforms the STKDE by 89% lower average abs(1-FAI) and 17% higher average FPI, and outperforms the KDE by 90% lower average abs(1-FAI) and 8% higher average FPI. Overall, the scenario with the best predictive accuracy by the cSTKDE is recommended over the traditional KDE or STKDE method as most feasible and effective in implementation of hotspot policing in practice.
本文提出了一种新的预测犯罪热点分析方法,该方法是对核密度估计(KDE)方法和时空核密度估计(STKDE)方法的进一步改进,考虑了时间犯罪周期,因此被称为“周期调整的核密度估计(cSTKDE)方法”。以路易斯安那州巴吞鲁日市的抢劫事件为例,分析了2010年1月至2018年5月6个月的时间周期,具有统计学意义。这个确定的周期被合并到新的cSTKDE方法的时间核函数中。为了验证,我们使用预测准确度指数(FAI)和预测精度指数(FPI)来评估2013年52周的绩效。自2013年初以来连续11周,cSTKDE方法的平均资产(1-FAI)比STKDE低89%,平均FPI比STKDE高17%,平均资产(1-FAI)比KDE低90%,平均FPI高8%。综上所述,在实践中,cSTKDE预测精度最好的场景比传统的KDE或STKDE方法更可行、更有效地实现热点监管。
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引用次数: 2
A Levenshtein distance-based method for word segmentation in corpus augmentation of geoscience texts 基于Levenshtein距离的地学文本语料库扩充分词方法
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-10 DOI: 10.1080/19475683.2023.2165543
Jinqu Zhang, Lang Qian, Shu Wang, Yunqiang Zhu, Zhenji Gao, Hailong Yu, Weirong Li
ABSTRACT For geoscience text, rich domain corpora have become the basis of improving the model performance in word segmentation. However, the lack of domain-specific corpus with annotation labelled has become a major obstacle to professional information mining in geoscience fields. In this paper, we propose a corpus augmentation method based on Levenshtein distance. According to the technique, a geoscience dictionary of 20,137 words was collected and constructed by crawling the keywords from published papers in China National Knowledge Infrastructure (CNKI). The dictionary was further used as the main source of synonyms to enrich the geoscience corpus according to the Levenshtein distance between words. Finally, a Chinese word segmentation model combining the BERT, Bi-gated recurrent neural network (Bi-GRU), and conditional random fields (CRF) was implemented. Geoscience corpus composed of complex long specific vocabularies has been selected to test the proposed word segmentation framework. CNN-LSTM, Bi-LSTM-CRF, and Bi-GRU-CRF models were all selected to evaluate the effects of Levenshtein data augmentation technique. Experiments results prove that the proposed methods achieve a significant performance improvement of more than 10%. It has great potential for natural languages processing tasks like named entity recognition and relation extraction.
摘要对于地学文本,富领域语料库已成为提高模型分词性能的基础。然而,缺乏带有标注的领域特定语料库已成为地球科学领域专业信息挖掘的主要障碍。本文提出了一种基于Levenshtein距离的语料库增强方法。根据该技术,通过从中国知网(CNKI)的已发表论文中抓取关键词,收集并构建了一个包含20,137个单词的地球科学词典。根据Levenshtein距离,进一步将该词典作为同义词的主要来源来丰富地学语料库。最后,实现了BERT、双门递归神经网络(Bi-GRU)和条件随机场(CRF)相结合的中文分词模型。选择由复杂长特定词汇组成的地球科学语料库来测试所提出的分词框架。选择CNN-LSTM、Bi-LSTM-CRF和Bi-GRU-CRF模型来评估Levenshtein数据增强技术的效果。实验结果表明,该方法的性能提高了10%以上。它在命名实体识别和关系提取等自然语言处理任务中具有巨大的潜力。
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引用次数: 0
Spatial access to Emergency General Surgery (EGS) services and EGS bypass behaviours in California 加州急诊普通外科(EGS)服务的空间获取和EGS旁路行为
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-02 DOI: 10.1080/19475683.2023.2165546
Jiuying Han, Neng Wan, Simon C. Brewer, M. McCrum
ABSTRACT Hospital bypass behaviours (i.e. people go to faraway hospitals instead of close ones) of Emergency General Surgery (EGS) patients may cause treatment delays and worsened health outcomes. This study aimed to find the associations between EGS bypass behaviours and spatial access to EGS services as well as other factors at the individual level and ZIP Code Tabulation Area (ZCTA) level in California. We used a gravity model to calculate spatial access to EGS services at the ZCTA level. A Bayesian hierarchical spatial model was used to access associated variables of EGS bypass while accounting for spatial autocorrelation. Results show that better spatial access to EGS hospitals was associated with lower likelihood of EGS bypass. Other factors such as rural–urban status, health insurance type and race/ethnicity were also related to EGS bypass behaviours. Besides, people with similar EGS bypass behaviours seemed to cluster together due to spatial effect. Our results have important implications for EGS resource allocation, utilization and EGS disparity alleviation.
急诊普通外科(EGS)患者的医院分流行为(即人们去遥远的医院而不是近的医院)可能导致治疗延误和健康状况恶化。本研究旨在发现加州EGS旁路行为与EGS服务空间可及性之间的关系,以及其他因素在个人水平和邮政编码制表区(ZCTA)水平。我们使用重力模型来计算ZCTA级别的EGS服务的空间访问。在考虑空间自相关的情况下,采用贝叶斯层次空间模型获取EGS旁路相关变量。结果表明,进入EGS医院的空间通道越好,EGS旁路的可能性越低。城乡状况、医疗保险类型和种族/民族等其他因素也与EGS旁路行为有关。此外,由于空间效应,具有相似EGS旁路行为的人群似乎聚集在一起。本文的研究结果对改善城乡结合部资源配置、利用和城乡结合部差距具有重要的指导意义。
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引用次数: 0
Modelling full-colour images of Earth: simulation of radiation brightness field of Earth’s atmosphere and underlying surface 模拟地球的全彩图像:模拟地球大气和下垫面的辐射亮度场
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-02 DOI: 10.1080/19475683.2022.2064911
V. Khokhlov, V.Ye. Lukin, Sergey Khokhlov
ABSTRACT This article is dedicated to the problem of realistic colour rendering of space object images using the tools of computer graphics. In the form of a short essay, the authors describe the essence, sources and functionality of modern graphics applications. Particular attention is paid to the application of modern graphics in space science. The specific purpose of the study is the use of computer graphics in the field of remote sensing of the Earth’s surface. This article describes a method for synthesizing images to develop realistic 3D models of colour Earth images in the visible spectral range, observed from geostationary orbits. The method is based on the improved model of atmospheric radiation for arbitrary sighting conditions in an inhomogeneous spherical atmosphere. Physical models of horizontally inhomogeneous distributions of atmospheric density, temperature and albedo of the Earth were improved. All calculations were performed in accordance with the model of molecular scattering of radiation in a spherical atmosphere, taking into account sunlight forward-scattering and reflection from the planet’s surface. This allows us to obtain images of the Earth in its various phases, observed from arbitrary heights. The obtained theoretical colour images of the Earth were compared with black and white images from modern geostationary satellites.
本文致力于利用计算机图形学的工具对空间物体图像进行逼真的色彩渲染问题。以短文的形式,作者描述了现代图形应用程序的本质、来源和功能。特别注意现代图形学在空间科学中的应用。研究的具体目的是利用计算机图形学在地球表面遥感领域的应用。本文描述了一种合成图像的方法,以开发从地球静止轨道观测到的可见光谱范围内的彩色地球图像的逼真三维模型。该方法基于改进的非均匀球形大气中任意瞄准条件下的大气辐射模型。改进了地球大气密度、温度和反照率水平非均匀分布的物理模型。所有的计算都是根据球形大气中辐射的分子散射模型进行的,同时考虑了来自行星表面的阳光前向散射和反射。这使我们能够从任意高度观测到地球不同阶段的图像。得到的地球理论彩色图像与现代地球静止卫星的黑白图像进行了比较。
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引用次数: 1
Explore urban interactions based on floating car data – a case study of Chengdu, China 基于浮动汽车数据探索城市互动——以中国成都为例
IF 5 Q1 GEOGRAPHY Pub Date : 2023-01-02 DOI: 10.1080/19475683.2023.2166109
Mei Yang, Yihong Yuan, Benjamin Zhan
ABSTRACT Transport data are important for understanding human mobility and urban interactions within a city. As China’s transportation infrastructure continues to grow, more research is needed to analyse the spatial patterns of travel flows and to understand how these patterns change over time. With the development of online car-hailing and ride sharing services, floating car data have become a new resource to facilitate the analysis of human mobility patterns and the interactions of urban mobility within a city. The detection of urban communities based on urban networks is a helpful way to represent urban interactions. However, understanding community changes using online car-hailing data remains an underexplored topic. To this end, this study applies a community detection method to explore community changes over time based on the newly available floating car data (DiDi Chuxing (‘DiDi’)) in Chengdu, China. We applied undirected graphs to examine the spatial distribution of DiDi usage and the spatial patterns of travel distance. In addition, we explored the spatial-temporal variations of the communities at the taxi zone level using Blondel’s iterative algorithm, a modularity optimization approach. Results suggest that: 1) taxi zones on the south and west sides of Chengdu have more average daily trips compared to those in other areas; 2) residential taxi zones in the northeast area have a long median travel distance, indicating people living in those areas travel longer distances; and 3) the detected community structures change at different times. These findings provide valuable information for urban planning and location-based services in Chengdu.
交通数据对于理解城市内的人类流动性和城市互动非常重要。随着中国交通基础设施的不断发展,需要更多的研究来分析交通流量的空间格局,并了解这些格局如何随时间变化。随着网约车和拼车服务的发展,浮车数据已成为分析人类出行模式和城市内城市出行互动的新资源。基于城市网络的城市社区检测是表征城市相互作用的有效方法。然而,利用在线叫车数据了解社区变化仍然是一个未被充分探索的话题。为此,本研究采用社区检测方法,基于中国成都新获得的流动汽车数据(滴滴出行),探索社区随时间的变化。我们应用无向图分析了滴滴出行的空间分布和出行距离的空间格局。此外,我们还利用Blondel迭代算法(一种模块化优化方法)在出租车区水平上探索了群落的时空变化。结果表明:1)成都市南侧和西侧出租车区日均出行量高于其他区域;(2)东北地区住宅出租区域的出行距离中位数较长,说明居住在该区域的居民出行距离较长;3)群落结构随时间的变化而变化。这些发现为成都城市规划和基于位置的服务提供了有价值的信息。
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引用次数: 1
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