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Geometric Characterization of the Mateur Plain in Northern Tunisia Using Vertical Electrical Sounding and Remote Sensing Techniques 利用垂直电探测和遥感技术确定突尼斯北部马ateur 平原的几何特征
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-18 DOI: 10.3390/ijgi13090333
Wissal Issaoui, Imen Hamdi Nasr, Dimitrios D. Alexakis, Wafa Bejaoui, Ismael M. Ibraheem, Ahmed Ezzine, Dhouha Ben Othman, Mohamed Hédi Inoubli
The Mateur aquifer system in Northern Tunisia was examined using data from 19 water boreholes, 69 vertical electrical sounding (VES) stations, and a Sentinel-2 satellite image. Available boreholes and their corresponding logs were compared to define precisely the multi-layer aquifer system, including the Quaternary and Campanian aquifers of the Mateur plain. Quantitative interpretation and qualitative evaluation of VES data were conducted to define the geometry of these reservoirs. These interpretations were enhanced by remote sensing imagery processing, which enabled the identification of the Mateur plain’s superficial lineaments. Based on well log information, the lithological columns show that the Quaternary series in the Ras El Ain region contains a layer of clayey, pebbly, and gravelly limestone. Additionally, in the Oued El Tine area, a clayey lithological unit has been identified as a multi-layer aquifer. The study area, exhibiting apparent resistivity values ranging between 20 and 170 Ohm·m, appears to be rich in groundwater resources. The correlation between the lithological columns and the interpreted VES data, presented as geoelectrical cross-sections, revealed variations in depth (8–106 m), thickness (10 to 55 m), and resistivity (20–98 Ohm·m) of a coarse unit corresponding to the Mateur aquifer. Twenty-three superficial lineaments were extracted from the Sentinel-2 image. Their common superposition indicated that both of them are in a good coincidence; these could be the result of normal faults, creating an aquifer system divided into raised and sunken blocks.
利用来自 19 个水井、69 个垂直电测站(VES)和一张哨兵-2 卫星图像的数据,对突尼斯北部的马特尔含水层系统进行了研究。对现有钻孔及其相应的测井记录进行了比较,以精确界定多层含水层系统,包括马特尔平原的第四纪含水层和坎帕尼亚含水层。对 VES 数据进行了定量解释和定性评估,以确定这些蓄水层的几何形状。通过遥感图像处理,这些解释得到了加强,从而确定了业余平原的表层线形。根据测井资料,岩性柱显示 Ras El Ain 地区的第四系包含一层粘土质、卵石质和砾石质石灰岩。此外,在 Oued El Tine 地区,粘土岩性单元被确定为多层含水层。研究区域的表观电阻率值在 20 到 170 欧姆-米之间,似乎蕴藏着丰富的地下水资源。岩性柱与解释的 VES 数据之间的相关性(以地质断面图的形式呈现)显示了与 Mateur 含水层相对应的粗单元在深度(8-106 米)、厚度(10-55 米)和电阻率(20-98 欧姆-米)方面的变化。从哨兵-2 号图像中提取了 23 条表层线状物。它们的共同叠加表明,这两条线的重合度很高;这可能是正断层的结果,形成了一个分为隆起块和下沉块的含水层系统。
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引用次数: 0
Urban Internal Network Structure and Resilience Characteristics from the Perspective of Population Mobility: A Case Study of Nanjing, China 人口流动视角下的城市内部网络结构与弹性特征:中国南京案例研究
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-17 DOI: 10.3390/ijgi13090331
Zherui Li, Wen Chen, Wei Liu, Zhe Cui
In the face of diverse chronic pressures and increased factor mobility, the resilience of urban internal network structures has become a cutting-edge research topic. This study utilizes 2019 mobile signaling big data to construct employment and recreational flow networks among 101 townships and streets within Nanjing City. Based on the characteristics of these network structures, the resilience of the network structure is measured from the perspectives of density, symmetry, and transmissibility through interruption simulation techniques. The results show that the intensity of population mobility within Nanjing presents a general decay from the central urban area to the outer layers. In the employment scenario, cross-river population mobility is more frequent, while in the recreational scenario, the natural barrier effect of the Yangtze River is prominent. Due to the concentration of employment centers and high spatial heterogeneity, the employment flow network exhibits greater vulnerability to sudden shocks. Townships and streets with weighted degree values ranking around 60 and 80 are of great importance for maintaining the normal operation of both employment and recreational flow networks. Strengthening the construction of resilient parks and village planning within resilient cities can enhance the risk resistance of employment and recreational flow networks.
面对多样化的长期压力和要素流动性的增强,城市内部网络结构的弹性已成为一个前沿研究课题。本研究利用2019手机认证送彩金大数据,构建了南京市101个乡镇街道之间的就业流和休闲流网络。根据这些网络结构的特点,通过中断模拟技术,从密度、对称性、可传递性等角度对网络结构的弹性进行了测度。结果表明,南京市人口流动强度呈现出从中心城区向外围递减的总体趋势。在就业情景下,跨江人口流动更为频繁,而在休闲情景下,长江的天然屏障效应更为突出。由于就业中心集中,空间异质性高,就业流网络更容易受到突发性冲击的影响。加权度值在 60 和 80 左右的乡镇和街道,对维持就业流和娱乐流网络的正常运行具有重要意义。加强弹性城市内的弹性园区建设和村庄规划,可以增强就业流和娱乐流网络的抗风险能力。
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引用次数: 0
Potentials in Using VR for Facilitating Geography Teaching in Classrooms: A Systematic Review 利用虚拟现实技术促进课堂地理教学的潜力:系统回顾
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-17 DOI: 10.3390/ijgi13090332
Klára Czimre, Károly Teperics, Ernő Molnár, János Kapusi, Ikram Saidi, Deddy Gusman, Gyöngyi Bujdosó
The application of virtual reality (VR) in geography education is regarded as a progressive and proactive method that has still not gained sufficient attention in the educational policy in Hungary. The aim of our review is to find the ways and means to make it happen. We selected 47 works that are closely linked to geography teaching and analyzed their bibliometric (authorship and journal characteristics, types of works and applied methods, keywords, referencing, and co-citation networks) and contextual characteristics (research objectives, demographic, gender and social background, hardware and software specifications, advantages and disadvantages, conclusions, and predictions) which we expected to help us to understand the slow implementation and undeserved marginalization of VR in the curricular geography education. We used a mixed-method research analysis combining elements of quantitative and qualitative analysis using inductive reasoning. Our preliminary assumption that the application of VR technology is an effective and useful way of teaching geography was proved by our findings. The methods used by the authors of the reviewed empirical works, together with the recommended future research topics and strategies, can be applied to future empirical research on the use of VR in geography education.
虚拟现实(VR)在地理教育中的应用被认为是一种进步和积极的方法,但在匈牙利的教育政策中仍未得到足够的重视。我们回顾的目的是找到实现这一目标的方法和途径。我们选取了 47 篇与地理教学密切相关的作品,分析了它们的文献计量(作者和期刊特征、作品类型和应用方法、关键词、参考文献和共同引用网络)和背景特征(研究目标、人口、性别和社会背景、硬件和软件规格、优缺点、结论和预测),我们希望这些特征能帮助我们理解 VR 在地理课程教育中的缓慢实施和不应有的边缘化。我们采用归纳推理法,结合定量和定性分析要素,进行了混合方法研究分析。我们的研究结果证明了我们的初步假设,即应用 VR 技术是一种有效和有用的地理教学方式。综述实证著作的作者所使用的方法,以及所建议的未来研究课题和策略,可应用于未来有关在地理教育中使用虚拟现实技术的实证研究。
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引用次数: 0
Investigating Spatial Effects through Machine Learning and Leveraging Explainable AI for Child Malnutrition in Pakistan 通过机器学习和可解释人工智能调查空间效应,解决巴基斯坦儿童营养不良问题
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-16 DOI: 10.3390/ijgi13090330
Xiaoyi Zhang, Muhammad Usman, Ateeq ur Rehman Irshad, Mudassar Rashid, Amira Khattak
While socioeconomic gradients in regional health inequalities are firmly established, the synergistic interactions between socioeconomic deprivation and climate vulnerability within convenient proximity and neighbourhood locations with health disparities remain poorly explored and thus require deep understanding within a regional context. Furthermore, disregarding the importance of spatial spillover effects and nonlinear effects of covariates on childhood stunting are inevitable in dealing with an enduring issue of regional health inequalities. The present study aims to investigate the spatial inequalities in childhood stunting at the district level in Pakistan and validate the importance of spatial lag in predicting childhood stunting. Furthermore, it examines the presence of any nonlinear relationships among the selected independent features with childhood stunting. The study utilized data related to socioeconomic features from MICS 2017–2018 and climatic data from Integrated Contextual Analysis. A multi-model approach was employed to address the research questions, which included Ordinary Least Squares Regression (OLS), various Spatial Models, Machine Learning Algorithms and Explainable Artificial Intelligence methods. Firstly, OLS was used to analyse and test the linear relationships among selected variables. Secondly, Spatial Durbin Error Model (SDEM) was used to detect and capture the impact of spatial spillover on childhood stunting. Third, XGBoost and Random Forest machine learning algorithms were employed to examine and validate the importance of the spatial lag component. Finally, EXAI methods such as SHapley were utilized to identify potential nonlinear relationships. The study found a clear pattern of spatial clustering and geographical disparities in childhood stunting, with multidimensional poverty, high climate vulnerability and early marriage worsening childhood stunting. In contrast, low climate vulnerability, high exposure to mass media and high women’s literacy were found to reduce childhood stunting. The use of machine learning algorithms, specifically XGBoost and Random Forest, highlighted the significant role played by the average value in the neighbourhood in predicting childhood stunting in nearby districts, confirming that the spatial spillover effect is not bounded by geographical boundaries. Furthermore, EXAI methods such as partial dependency plot reveal the existence of a nonlinear relationship between multidimensional poverty and childhood stunting. The study’s findings provide valuable insights into the spatial distribution of childhood stunting in Pakistan, emphasizing the importance of considering spatial effects in predicting childhood stunting. Individual and household-level factors such as exposure to mass media and women’s literacy have shown positive implications for childhood stunting. It further provides a justification for the usage of EXAI methods to draw better insights and propose customised interventio
虽然区域健康不平等中的社会经济梯度已得到牢固确立,但社会经济贫困与气候脆弱性之间的协同互动在便利的邻近地区和邻里位置与健康差异之间的关系仍未得到充分探讨,因此需要在区域背景下进行深入了解。此外,在处理区域健康不平等这一持久问题时,不可避免地会忽视空间溢出效应的重要性以及协变量对儿童发育迟缓的非线性影响。本研究旨在调查巴基斯坦地区一级儿童发育迟缓的空间不平等现象,并验证空间滞后在预测儿童发育迟缓方面的重要性。此外,本研究还探讨了所选独立特征与儿童发育迟缓之间是否存在非线性关系。研究利用了 2017-2018 年多指标类集调查中与社会经济特征相关的数据和综合背景分析中的气候数据。研究采用了多模型方法来解决研究问题,其中包括普通最小二乘法回归(OLS)、各种空间模型、机器学习算法和可解释人工智能方法。首先,使用 OLS 分析和检验选定变量之间的线性关系。其次,使用空间杜宾误差模型(SDEM)来检测和捕捉空间溢出对儿童发育迟缓的影响。第三,采用 XGBoost 和随机森林机器学习算法来检查和验证空间滞后成分的重要性。最后,利用 EXAI 方法(如 SHapley)来识别潜在的非线性关系。研究发现,在儿童发育迟缓方面存在明显的空间聚类和地域差异,多维贫困、高气候脆弱性和早婚会加剧儿童发育迟缓。相比之下,气候脆弱性低、接触大众媒体多和妇女识字率高则会降低儿童发育迟缓的程度。机器学习算法,特别是 XGBoost 和随机森林的使用,突出了邻近地区的平均值在预测附近地区儿童发育迟缓方面的重要作用,证实了空间溢出效应不受地理边界的限制。此外,部分依存图等 EXAI 方法揭示了多维贫困与儿童发育迟缓之间存在非线性关系。研究结果为了解巴基斯坦儿童发育迟缓的空间分布提供了有价值的见解,强调了在预测儿童发育迟缓时考虑空间效应的重要性。接触大众媒体和妇女识字率等个人和家庭层面的因素对儿童发育迟缓有积极影响。这进一步说明了使用 EXAI 方法的合理性,以获得更好的见解并提出相应的定制干预政策。
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引用次数: 0
Mapping Localization Preferences for Residential Buildings 绘制住宅建筑的定位偏好图
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-15 DOI: 10.3390/ijgi13090329
Jacek Jabłoński, Łukasz Wielebski, Beata Medyńska-Gulij
In this study, we tried to gauge the trends of localization preferences for residential buildings among young adults. The pragmatic dimension of these studies is important in the process of real estate investment, where a location can be expressed using indicators and statistical data and then, using maps, indicate preferred areas for living in a small town. The aim of our research was to examine and visualize the preferences of young people for living locations in relation to access to services. We conducted an online survey using a Likert scale to determine which services and amenities are most important for young residents. Using multi-criteria evaluation (MCE) methods and their formulas, we calculated the attractiveness coefficient of the location of residential buildings, which we propose to call the RBLAF (Residential Building’s Localization Attractiveness Factor). The results of this research are maps: qualitative–quantitative with point symbols for the structure of services and quantitative isochromatics showing the preferences of potential future investors in real estate.
在这项研究中,我们试图衡量年轻人对住宅建筑本地化偏好的趋势。在房地产投资过程中,这些研究的实用性非常重要,可以利用指标和统计数据来表达一个地点,然后利用地图来表明在小城镇居住的首选区域。我们的研究目的是考察和直观展示年轻人对居住地点与获得服务相关性的偏好。我们使用李克特量表进行了在线调查,以确定哪些服务和设施对年轻居民来说最重要。我们使用多重标准评价(MCE)方法及其公式,计算了住宅楼位置的吸引力系数,我们建议将其称为 RBLAF(住宅楼定位吸引力系数)。这项研究的成果是地图:用点符号表示服务结构的定性-定量地图和显示未来潜在房地产投资者偏好的定量等色地图。
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引用次数: 0
A Review of Pakistan’s National Spatial Data Infrastructure Using Multiple Assessment Frameworks 利用多重评估框架审查巴基斯坦国家空间数据基础设施
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-14 DOI: 10.3390/ijgi13090328
Munir Ahmad, Asmat Ali, Muhammad Nawaz, Farha Sattar, Hammad Hussain
Efforts to establish Pakistan’s National Spatial Data Infrastructure (NSDI) have been underway for the past 15 years, and therefore it is necessary to gauge the current progress to channelize efforts into areas that need improvement. This article assessed Pakistan’s NSDI implementation efforts through well-established approaches, including the SDI readiness model, organizational aspects, and state of play. The data were collected from Spatial Data Infrastructure (SDI) and Geographic Information System (GIS) experts. The findings underscored challenges related to human resources, SDI education/culture, long-term vision, lack of awareness of geoinformation (GI), sustainable funding, metadata availability, online geospatial services, and geospatial standards hindering NSDI development in Pakistan. However, certain factors exhibit favorable standings, such as the legal framework for NSDI establishment, web connectivity, geospatial software availability, the unavailability of core spatial datasets, and institutional leadership. Thus, to enhance the development of NSDI in Pakistan, recommendations include bolstering financial and human resources, improving online geospatial presence, and fostering a long-term vision for NSDI.
建立巴基斯坦国家空间数据基础设施(NSDI)的工作在过去 15 年中一直在进行,因此有必要衡量当前的进展情况,以便将工作引向需要改进的领域。本文通过成熟的方法对巴基斯坦的国家空间数据基础设施实施工作进行了评估,包括空间数据基础设施准备模型、组织方面和运行状况。数据收集自空间数据基础设施 (SDI) 和地理信息系统 (GIS) 专家。研究结果表明,人力资源、SDI 教育/文化、长期愿景、缺乏地理信息(GI)意识、可持续供资、元数据可用性、在线地理空间服务和地理空间标准等方面的挑战阻碍了巴基斯坦国家空间数据基础设施的发展。不过,也有一些有利因素,如建立国家空间数据基础设施的法律框架、网络连接、地理空间软件的可用性、核心空间数据集的不可用性以及机构领导力。因此,为加强巴基斯坦国家空间数据基础设施的发展,建议包括加强财政和人力资源,改善在线地理空间存在,以及促进国家空间数据基础设施的长期愿景。
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引用次数: 0
Construction and Inference Method of Semantic-Driven, Spatio-Temporal Derivation Relationship Network for Place Names 语义驱动的地名时空衍生关系网络的构建与推理方法
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-13 DOI: 10.3390/ijgi13090327
Wenjie Dong, Xi Mao, Wenjuan Lu, Jizhou Wang, Yao Cheng
As the proper noun for geographical entities, place names provide an intuitive way to identify and access specific geographic locations, playing a key role in semantic expression and spatial retrieval. However, existing research has insufficiently explored the spatio-temporal derivation relationships of place names, failing to fully utilize these relationships to enhance the connectivity between place names and improve spatial retrieval capabilities. Therefore, this paper conducts research on the spatio-temporal derivation relationships of place names, defines them in a standardized manner, clarifies the boundary conditions and identification methods, and then constructs a spatio-temporal derivation network of place names for expression and uses this network to carry out reasoning research on spatial adjacency relationships. Experiments and results showed that using the theory and methods of this paper to identify the spatio-temporal derivation relationships of Canadian place names achieves an accuracy rate of 98.5% and a recall rate of 93.4%, and the reasoning results can effectively improve the accuracy of query results. The research enriches the theoretical framework of spatio-temporal derivation relationships of place names, solves the current problems of unclear definition and inability to automatically identify spatio-temporal derivation relationships, and provides new perspectives and tools for the application practice in the field of geographical information science.
作为地理实体的专有名词,地名提供了一种识别和访问特定地理位置的直观方式,在语义表达和空间检索中发挥着关键作用。然而,现有研究对地名的时空衍生关系探讨不足,未能充分利用这些关系来增强地名之间的关联性,提高空间检索能力。因此,本文对地名的时空衍生关系进行了研究,对地名的时空衍生关系进行了规范定义,明确了边界条件和识别方法,然后构建了地名时空衍生网络进行表达,并利用该网络进行空间邻接关系的推理研究。实验和结果表明,利用本文的理论和方法识别加拿大地名的时空衍生关系,准确率达到98.5%,召回率达到93.4%,推理结果能有效提高查询结果的准确性。该研究丰富了地名时空派生关系的理论框架,解决了目前地名时空派生关系定义不清、无法自动识别等问题,为地理信息科学领域的应用实践提供了新的视角和工具。
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引用次数: 0
Evaluation of the Monitoring Capabilities of Remote Sensing Satellites for Maritime Moving Targets 评估遥感卫星对海上移动目标的监测能力
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-11 DOI: 10.3390/ijgi13090325
Weiming Li, Zhiqiang Du, Li Wang, Tiancheng Zhou
Although an Automatic Identification System (AIS) can be used to monitor trajectories, it has become a reality for remote sensing satellite clusters to monitor maritime moving targets. The increasing demand for monitoring poses challenges for the construction of satellites, the monitoring capabilities of which urgently need to be evaluated. Conventional evaluation methods focus on the spatial characteristics of monitoring; however, the temporal characteristics and the target’s kinematic characteristics are neglected. In this study, an evaluation method that integrates the spatial and temporal characteristics of monitoring along with the target’s kinematic characteristics is proposed. Firstly, a target motion prediction model for calculating the transfer probability and a satellite observation information calculation model for obtaining observation strips and time windows are established. Secondly, an index system is established, including the target detection capability, observation coverage capability, proportion of empty window, dispersion of observation window, and deviation of observation window. Thirdly, a comprehensive evaluation is completed through combining the analytic hierarchy process and entropy weight method to obtain the monitoring capability score. Finally, simulation experiments are conducted to evaluate the monitoring capabilities of satellites for ship trajectories. The results show that the method is effective when the grid size is between 1.6 and 1.8 times the target size and the task duration is approximately twice the time interval between trajectory points. Furthermore, the method is proven to be usable in various environments.
虽然自动识别系统(AIS)可用于监测轨迹,但遥感卫星群监测海上移动目标已成为现实。日益增长的监测需求对卫星建造提出了挑战,迫切需要对卫星的监测能力进行评估。传统的评估方法侧重于监测的空间特性,但忽略了时间特性和目标的运动特性。本研究提出了一种将监测的时空特征与目标运动学特征相结合的评估方法。首先,建立了用于计算转移概率的目标运动预测模型和用于获取观测条带和时间窗口的卫星观测信息计算模型。其次,建立了一套指标体系,包括目标探测能力、观测覆盖能力、空窗比例、观测窗口离散度和观测窗口偏差。第三,结合层次分析法和熵权法完成综合评价,得出监测能力得分。最后,通过模拟实验评估卫星对船舶轨迹的监测能力。结果表明,当网格大小为目标大小的 1.6 至 1.8 倍,任务持续时间约为轨迹点之间时间间隔的两倍时,该方法是有效的。此外,该方法还被证明适用于各种环境。
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引用次数: 0
Determinants of Intra-City Residential Migration Patterns of Older Adults: A GIS and Decision Tree Analysis of Yancheng City, China 老年人城市内居住迁移模式的决定因素:中国盐城市的地理信息系统和决策树分析
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-07 DOI: 10.3390/ijgi13090324
Zhulin Hou, Xiangfeng Li, Xiaoming Li
This study investigates the spatial patterns of residential migration among older adults in the city center of Yancheng and the influencing factors using data on the home purchases of individuals aged 65 and older from 2016 to 2018, along with peripheral point of interest (POI) data, analyzed with ArcGIS and a decision tree model. The results indicated that persons aged 60–65 accounted for 42.8% of the total sample and primarily chose to migrate in the early stages of retirement. The intra-city migration of older adults exhibits both centripetal and centrifugal patterns, with a greater tendency toward the city center. House prices, floor levels, and commercial facilities significantly impact their choice of migration destinations. Among these, house prices were the most critical determinant, with the majority of older adults migrating to neighborhoods with lower house prices. This study contributes by integrating residential migration and location choice research and constructing an analytical framework based on facility accessibility. The findings provide insights into the key determinants of location choice for intra-city residential migration among older adults and the construction of livable neighborhoods for them.
本研究利用2016年至2018年盐城市中心城区65岁及以上老年人购房数据以及周边兴趣点(POI)数据,通过ArcGIS和决策树模型分析,研究盐城市中心城区老年人居住迁移的空间模式及其影响因素。结果表明,60-65 岁的老年人占样本总数的 42.8%,主要在退休初期选择迁移。老年人在城市内部的迁移呈现出向心和离心两种模式,更倾向于向城市中心迁移。房价、楼层和商业设施对他们选择迁移目的地有很大影响。其中,房价是最关键的决定因素,大多数老年人会迁移到房价较低的社区。本研究通过整合住宅迁移和地点选择研究,构建了一个基于设施可达性的分析框架。研究结果为老年人城市内居住迁移的区位选择的关键决定因素以及为老年人建设宜居社区提供了见解。
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引用次数: 0
Mapping Geospatial AI Flood Risk in National Road Networks 绘制国家公路网的地理空间人工智能洪水风险图
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-07 DOI: 10.3390/ijgi13090323
Seyed M. H. S. Rezvani, Maria João Falcão Silva, Nuno Marques de Almeida
Previous studies have utilized machine learning algorithms that incorporate topographic and geological characteristics to model flood susceptibility, resulting in comprehensive flood maps. This study introduces an innovative integration of geospatial artificial intelligence for hazard mapping to assess flood risks on road networks within Portuguese municipalities. Additionally, it incorporates OpenStreetMap’s road network data to study vulnerability, offering a descriptive statistical interpretation. Through spatial overlay techniques, road segments are evaluated for flood risk based on their proximity to identified hazard zones. This method facilitates the detailed mapping of flood-impacted road networks, providing essential insights for infrastructure planning, emergency preparedness, and mitigation strategies. The study emphasizes the importance of integrating geospatial analysis tools with open data to enhance the resilience of critical infrastructure against natural hazards. The resulting maps are instrumental for understanding the impact of floods on transportation infrastructures and aiding informed decision-making for policymakers, the insurance industry, and road infrastructure asset managers.
以往的研究利用机器学习算法,结合地形和地质特征对洪水易发性进行建模,从而绘制出全面的洪水地图。本研究创新性地将地理空间人工智能整合到危害测绘中,以评估葡萄牙各市道路网络的洪水风险。此外,它还结合 OpenStreetMap 的道路网络数据来研究脆弱性,并提供描述性统计解释。通过空间叠加技术,可根据路段与已识别危险区的距离对其洪水风险进行评估。这种方法有助于详细绘制受洪水影响的道路网络图,为基础设施规划、应急准备和减灾战略提供重要见解。这项研究强调了将地理空间分析工具与开放数据相结合以提高关键基础设施抵御自然灾害能力的重要性。所绘制的地图有助于了解洪水对交通基础设施的影响,并帮助决策者、保险业和道路基础设施资产管理者做出明智的决策。
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引用次数: 0
期刊
ISPRS International Journal of Geo-Information
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