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EXPLOITATION OF THE DOMESTIC WASTEWATER TREATMENT PLANT BY ACTIVATED SLUDGE IN THE AIRPORT AREA OF THE CITY BEN SLIMANE (MOROCCO) 摩洛哥本斯里曼机场区活性污泥生活污水处理厂的开发利用
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-303-2020
M. Najy, Fatima Zahra Talbi, H. Ech-Chafay, M. Lachhab, M. El Qreyfi, D. Belghyti
Abstract. Domestic wastewater (toilet water and household water from kitchens) is evacuated in unit or separate networks to the purification station (STEP) in order to eliminate their waste; organic and mineral matter, dissolved and suspended before discharging them into the natural environment or reusing them in irrigation. The main purpose of this work is to operate the wastewater treatment plant in the Ben Slimane Airport area by using activated sludge, this process consists of destroying pollutants and microorganisms by bacteria formed in the clarifier. Moreover, the operation of the station was considered by controlling the sensors installed in each basin to promote their optimization, in addition, the physicochemical analysis was carried out in the STEP laboratory. The results found for the parameters studied showed the very effective reduction of the organic load of the wastewater treatment plant, so these values meet the discharge standards defined by Moroccan legislation.
摘要生活废水(厕所用水和厨房的生活用水)通过单元或单独的管网被抽到净化站(STEP),以消除其废物;有机物和矿物质在排入自然环境或重新用于灌溉之前被溶解和悬浮。本工作的主要目的是利用活性污泥运行本斯理曼机场地区的污水处理厂,该过程包括通过澄清池中形成的细菌来破坏污染物和微生物。此外,通过控制安装在每个盆内的传感器来考虑台站的运行,促进其优化,并在STEP实验室进行理化分析。研究结果表明,这些参数非常有效地降低了废水处理厂的有机负荷,因此这些值符合摩洛哥立法规定的排放标准。
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引用次数: 1
MULTI-LAYER WS2 AND MOS2 BASED PLASMONIC SOLAR CELL FOR SMART ENERGY HARVESTING 用于智能能量收集的多层ws2和mos2等离子体太阳能电池
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-331-2020
Z. Oumekloul, Y. Achaoui, A. Mir, A. Akjouj
Abstract. One of the best challenges regarding the futuristic vision of smart-city technologies is to offer a comfortable self-governance energy, especially when it comes to electricity storage. If one wants to revolutionize a pre-existing way of living, it is inescapable to neglect basic ingredients gathered from basic physics. The topic of Metamaterials represents a key field that might be explored and thus exploited to propose unprecedented ideas for completely no-existing properties and functionalities. Unlike other ambitious techniques, with a simple stratified surface in combination with a suitable choice of materials, it is possible to propose new solar cells operating in a broad range of frequencies. In this paper, we demonstrate a manner to achieve strong coupling interaction between metallic gold nanowires with a WS2 and MoS2 multi-layer. The novelty of this work lies in the drastic stability of the effect of the thickness layer variation on both, absorption performances and the electric field distribution within the visible and near-infrared range. Accordingly, this new design may be considered of prime importance in several areas such as sensing and solar cell efficiency, to cite a few examples.
摘要关于智慧城市技术的未来愿景,最大的挑战之一是提供一种舒适的自我管理能源,特别是在电力存储方面。如果一个人想彻底改变现有的生活方式,就不可避免地会忽视从基础物理学中收集到的基本成分。超材料的主题代表了一个可能被探索的关键领域,并因此被利用来提出前所未有的想法,完全不存在的特性和功能。不像其他雄心勃勃的技术,简单的分层表面与合适的材料选择相结合,有可能提出在宽频率范围内工作的新型太阳能电池。在本文中,我们展示了一种实现金属金纳米线与WS2和MoS2多层之间强耦合相互作用的方法。这项工作的新颖之处在于,在可见光和近红外范围内,厚度层变化对吸收性能和电场分布的影响非常稳定。因此,这种新设计可能被认为在几个领域至关重要,如传感和太阳能电池效率,举几个例子。
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引用次数: 2
A METHOD FOR EXTRACTING SUBSTATION EQUIPMENT BASED ON UAV LASER SCANNING POINT CLOUDS 一种基于无人机激光扫描点云的变电站设备提取方法
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-413-2020
W. Yu, J. Xi, Z. Wu, W. Lei, C. Zhu, T. Tang
Abstract. Smart grid construction puts higher demands on the construction of 3D models of substations. However, duo to the complex and diverse structures of substation facilities, it is still a challenge to extract the fine three-dimensional structure of the substation facilities from the massive laser point clouds. To solve this problem, this paper proposes a method for extracting substation equipment from laser scanning point clouds. Firstly, in order to improve the processing efficiency and reduce the noises, the regular voxel grid sampling method is used to down-sample the input point cloud. Furthermore, the multi-scale morphological filtering algorithm is used to segment the point cloud into ground points and non-ground points. Based on the non-ground point cloud data, the substation region is extracted using plane detection in point clouds. Then, for the filtered substation point cloud data, a three-dimensional polygon prism segmentation algorithm based on point dimension feature is proposed to extract the substation equipment. Finally, the substation LiDAR point cloud data collected by the UAV laser scanning system is used to verify the algorithm, and the qualitative and quantitative comparison analysis between the detected results and the manually extracted results are carried out. The experimental results show that the proposed method can accurately extract the substation equipment structure from the laser point cloud data. The results are consistent with the manually extracted results, which demonstrate the great potential of the proposed method in substation extraction and power system 3D modelling applications.
摘要智能电网建设对变电站三维模型的构建提出了更高的要求。然而,由于变电站设施结构复杂多样,从大量的激光点云中提取变电站设施的精细三维结构仍然是一个挑战。为了解决这一问题,本文提出了一种从激光扫描点云中提取变电设备的方法。首先,为了提高处理效率和降低噪声,采用规则体素网格采样方法对输入点云进行下采样;在此基础上,采用多尺度形态滤波算法将点云分割为地点和非地点。基于非地面点云数据,采用点云平面检测提取变电站区域。然后,针对过滤后的变电站点云数据,提出了一种基于点维特征的变电站设备三维多边形棱柱分割算法。最后,利用无人机激光扫描系统采集的变电站LiDAR点云数据对算法进行验证,并对检测结果与人工提取结果进行定性、定量对比分析。实验结果表明,该方法能够准确地从激光点云数据中提取变电站设备结构。结果与人工提取的结果一致,证明了该方法在变电站提取和电力系统三维建模应用中的巨大潜力。
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引用次数: 0
TOWARDS GREEN SMART CITIES: IMPORTANCE OF URBAN FORESTRY AND URBAN VEGETATION 迈向绿色智慧城市:城市林业和城市植被的重要性
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-399-2020
Z. Uçar, A. Akay, E. Bi̇li̇ci̇
Abstract. More than half of the total world’s population lives in urban areas, and it is expected that 66% of all them will live in urban areas by 2050. The population growth and continuing urbanization in the world cause many social, economic, technical, and organizational problems related to transportation, businesses, communication networks, services, and utilities that can risk the cities’ economic and environmental sustainability. Recently, a smart city concept has been developed to provide a solution to improve citizens’ quality of life in urban areas with the adoption of smart and digital technologies and infrastructure for energy, water, mobility, buildings, and government. The smart city concept considers “zero vision” that refers to the use of smart city technologies, Information and Communication Technologies (ICTs) and Internet of Things (IoT) tools, to minimize negative impacts (i.e., zero traffic accident, zero CO2 emission, zero waste, zero crime) in the cities. However, the research in this zero-vision approach mainly focused on transportation and energy. Urban forestry and urban vegetated areas in the cities inherently provide benefits such as reducing air pollution, urban heat island effects, and flood risk and increasing the water quality, aesthetic value, and value of the property that improve citizens’ quality of life. The smart city concept switched towards to sustainable smart city concept that takes into account the services provided by urban forestry and urban vegetation. In this study, the shifts in the smart city concept towards the sustainable smart city, the role of the urban forestry and urban vegetation in this shift was presented. Also, ICTs and IoT tools specifically designed for monitoring, assessing, and managing urban forestry and urban vegetation was reviewed.
摘要世界上一半以上的人口居住在城市地区,预计到2050年将有66%的人口居住在城市地区。世界人口增长和持续的城市化导致了许多与交通、商业、通信网络、服务和公用事业相关的社会、经济、技术和组织问题,这些问题可能会危及城市的经济和环境可持续性。最近,一个智慧城市概念已经被提出,通过采用智能和数字技术以及能源、水、交通、建筑和政府的基础设施,为改善城市地区公民的生活质量提供解决方案。智慧城市概念考虑了“零愿景”,指的是使用智慧城市技术、信息通信技术(ict)和物联网(IoT)工具,以最大限度地减少城市中的负面影响(即零交通事故、零二氧化碳排放、零浪费、零犯罪)。然而,这种零视觉方法的研究主要集中在交通和能源方面。城市中的城市森林和城市植被区域固有地提供了诸如减少空气污染,城市热岛效应和洪水风险以及提高水质,美学价值和财产价值等好处,从而提高了市民的生活质量。智慧城市概念转向可持续智慧城市概念,考虑到城市林业和城市植被提供的服务。在本研究中,介绍了智慧城市概念向可持续智慧城市的转变,以及城市林业和城市植被在这一转变中的作用。此外,还回顾了专门为监测、评估和管理城市林业和城市植被而设计的信息通信技术和物联网工具。
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引用次数: 6
HUMAN ACTIVITY RECOGNITION BASED ON SMARTPHONE SENSOR DATA USING CNN 基于CNN的智能手机传感器数据的人类活动识别
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-263-2020
K. Ismail, K. Özacar
Abstract. Human activity recognitions have been widely used nowadays by end users thanks to extensive usage of smartphones. Smartphones, by self-containing low-cost sensing technology, can track our daily activities for serving healthcare, sport, interactive AR/VR games and so on. However, smartphone technology is evolving and the techniques of using the data that smartphones go through are also improving. In this study, we used built-in sensing technologies (accelerometer and gyroscope) available in nearly every smartphone to detect the most common 5 daily activities of human by taking the data of these sensors and extract the features for a Convolutional Neural Network (CNN) model. We prepare a dataset and use TensorFlow to train the collected data from the sensors then filtered it to be processed. We also discuss the differences in CNN model accuracy with different optimizers. To demonstrate the model, we developed an android application that successfully predict an activity. We believe that after improving this application, it can be used for especially lonely old people to immediately warn authorities in case of any daily incidents.
摘要由于智能手机的广泛使用,人类活动识别已经被最终用户广泛使用。智能手机通过内置的低成本传感技术,可以跟踪我们的日常活动,为医疗、体育、互动AR/VR游戏等服务。然而,智能手机技术在不断发展,使用智能手机所经历的数据的技术也在不断改进。在本研究中,我们使用了几乎所有智能手机中可用的内置传感技术(加速度计和陀螺仪),通过获取这些传感器的数据并提取卷积神经网络(CNN)模型的特征来检测人类最常见的5种日常活动。我们准备了一个数据集,并使用TensorFlow来训练从传感器收集的数据,然后对其进行过滤以进行处理。我们还讨论了不同优化器在CNN模型精度上的差异。为了演示该模型,我们开发了一个成功预测活动的android应用程序。我们相信,在改进这款应用后,它可以用于特别孤独的老人,在遇到任何日常事件时立即报警。
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引用次数: 0
SMART INTEGRATION OF EVALUATION ACTIVITIES IN THE FRAMEWORK OF PHYSICAL OPTICS MOOC (MOOC UCA-002) OF THE MUN PLATFORM mun平台物理光学mooc (mooc uca-002)框架下评估活动的智能集成
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-273-2020
S. Machwate, I. Alaoui
Abstract. The MOOC of physical optics of the Morocco Digital University platform is intended mainly for students of the Moroccan universities and engineering schools. The first session took place during the period March-June 2019. This MOOC includes the physical optics program of the license in physical sciences. It contains pedagogically scripted videos, documents for integrated reading or download, audiovisual presentations of practical experiences, links to digital simulations, exercises, and evaluations. The proposed assessment is carried out in three stages. A reflexive self-assessment at the end of each video capsule. A formative/summative evaluation at the end of the week. A summative evaluation covering the entire content. Students of the Faculty of Sciences Semlalia, who followed the MOOC completely or in part, were able to improve their results of the final face-to-face exam. Learners, who have obtained an overall grade higher than 60%, can obtain a certificate of success of this MOOC issued by a national entity.
摘要摩洛哥数字大学平台的物理光学MOOC主要面向摩洛哥大学和工程学院的学生。第一届会议于2019年3月至6月期间举行。本MOOC包括物理科学许可的物理光学课程。它包含教学脚本视频、综合阅读或下载的文件、实践经验的视听演示、数字模拟、练习和评估的链接。拟议的评估分三个阶段进行。在每个视频胶囊的最后,有一个反射性的自我评估。一周结束时进行形成性/总结性评估。涵盖全部内容的总结性评价。Semlalia理学院的学生完全或部分参加了MOOC课程,他们在期末面对面考试中的成绩有所提高。综合成绩达到60%以上的学员,可获得由国家单位颁发的本MOOC课程成功证书。
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引用次数: 0
CONCEPTUAL MODEL OF 3D ASSET MANAGEMENT BASED ON MYSPATA TO SUPPORT SMART CITY APPLICATION IN MALAYSIA 基于myspata的3d资产管理概念模型,支持马来西亚的智慧城市应用
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-313-2020
A. A. M. Nasir, S. Azri, U. Ujang, Z. Majid
Abstract. Urbanization is the access to modernization and development around the world. Nowadays, with the current technology development, smart cities are seen as a new approach in urban management and development. 3D asset management is one of the components to support the idea of smart city. 3D asset management is important to assist the monitoring and maintenance of asset in smart city by enabling visualization of 3D models, locating and query in real-time based. In Malaysia, the government is looking seriously at the issues of asset management and maintenance. This is happened because asset management in present day is already moving towards the revolution of smart city but still considered as time consuming and open to human errors as the asset managers or authorities still considering on paper-dependent and manual inspection practise. In the past few years, Malaysia has developing an electronic-based asset management, MySPATA that is made prior to the inefficiency on the asset management system. MySPATA has been introduced as electronic based asset management solution for immovable assets that belong to various department and ministries. However, the creation of MySPATA is considered as bland and time-consuming as its application only storing and displaying asset information. Thus, the implementation of 3D asset management is required for a better and effective management. In this paper, we proposed the conceptual model of 3D asset management by incorporating with the new CityGML standard. The proposed 3D asset management is based on MySPATA module. CityGML plays an important role in demonstrating the 3D asset management for modelling, string and exchanging city models in the international standard. So, the 3D asset management is developed based on MySPATA module that integrated with new CityGML concept. Therefore, with this new approach and concept, the managing of assets will lead for better management and maintenance.
摘要城市化是世界各国现代化和发展的必由之路。如今,随着科技的发展,智慧城市被视为城市管理和发展的新途径。3D资产管理是支持智慧城市理念的组成部分之一。3D资产管理通过实现3D模型的可视化,实时定位和查询,对于协助智能城市资产的监控和维护非常重要。在马来西亚,政府正在认真考虑资产管理和维护问题。发生这种情况是因为当今的资产管理已经走向智慧城市的革命,但仍然被认为是耗时的,容易出现人为错误,因为资产管理公司或当局仍然考虑依赖纸张和人工检查实践。在过去的几年里,马来西亚开发了一个基于电子的资产管理,MySPATA,这是在资产管理系统效率低下之前做出的。MySPATA是一种基于电子的资产管理解决方案,适用于各部门和部委的不动产。然而,MySPATA的创建被认为是乏味和耗时的,因为它的应用程序只存储和显示资产信息。因此,需要实施3D资产管理,以便更好地进行有效的管理。本文结合新的CityGML标准,提出了三维资产管理的概念模型。本文提出的三维资产管理基于MySPATA模块。CityGML在展示3D资产管理建模,字符串和交换在国际标准的城市模型中发挥着重要作用。因此,3D资产管理是基于MySPATA模块开发的,并结合了新的CityGML概念。因此,有了这种新的方法和概念,对资产的管理将导致更好的管理和维护。
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引用次数: 1
UNDERSTANDING OF SMART CITIES, DIGITAL CITIES AND INTELLIGENT CITIES: SIMILARITIES AND DIFFERENCES 对智慧城市、数字城市和智慧城市的理解:异同
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-173-2020
D. Çinar Umdu, E. Alakavuk
Abstract. The modern world is fast in many ways and a place where technological innovations can be adapted immediately. This speed and technological progress can be seen as a kind of development. It has positive as well as negative aspects. Economic and social problems, population growth, consumption of resources, high energy use, environmental pollution and climate change are negative phenomena brought by the modern world. Cities can also be seen as units that work on different strategies and models due to fast living, environmental, social and economic problems. Especially developing urban technology, the increase in the population rate in the cities and environmental problems have led to the development and discussion of many terms and concepts in the architecture and design literature in the urbanization process. The word and concept accumulation they possess is too much to ignore. The concepts of smart city, digital city and intelligent city are the concepts put forward to solve the problems caused by the urban developing world. These three concepts are based on the use of urban technology and they are either confused with each other or their boundaries are not determined too much. In this study, while determining the boundaries of these concepts, which have a lot in common with each other, similarities and differences between the concepts were revealed and suggestions were made regarding the definitions of the concepts.
摘要现代世界在很多方面都是快速发展的,是一个可以立即适应技术创新的地方。这种速度和技术的进步可以看作是一种发展。它既有积极的一面,也有消极的一面。经济和社会问题、人口增长、资源消耗、能源消耗、环境污染和气候变化是现代世界带来的负面现象。城市也可以被看作是由于快速生活、环境、社会和经济问题而采取不同战略和模式的单位。尤其是城市技术的发展、城市人口率的增长和环境问题,导致了城市化进程中建筑和设计文献中许多术语和概念的发展和讨论。他们所拥有的词汇和概念积累太多,不容忽视。智慧城市、数字城市和智慧城市的概念是为了解决城市发展中国家所带来的问题而提出的概念。这三个概念都是基于城市技术的使用,它们要么相互混淆,要么边界不太明确。在本研究中,在确定这些具有许多共同点的概念的边界的同时,揭示了概念之间的异同,并对概念的定义提出了建议。
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引用次数: 3
ACTIVITY RECOGNITION FOR AMBIENT SENSING DATA AND RULE BASED ANOMALY DETECTION 环境传感数据的活动识别和基于规则的异常检测
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-379-2020
E. Ardebili, S. Eken, K. Küçük
Abstract. After a brief look at the smart home, we conclude that to have a smart home, and it is necessary to have an intelligent management center. In this article, We have tried to make it possible for the smart home management center to be able to detect the presence of an abnormal state in the behavior of someone who lives in the house. In the proposed method, the daily algorithm examines the rate of changes of a person and provides a number which is henceforth called NNC (Number of normal changes) based on the person’s behavioral changes. We achieve the NNC number using a machine learning algorithm and performing a series of several simple statistical and mathematical calculations. NNC is a number that shows abnormal changes in residents’ behaviors in a smart home, i.e., this number is a small number for a regular person with constant planning and for a person who may not have any fixed principles and regular in personal life is a big number.To increase our accuracy in calculating NNC, we review all common machine learning algorithms and after tests we choose the decision tree because of its higher accuracy and speed and finally, NNC number is obtained by combining the Decision Tree algorithm with statistical and mathematical methods. In this method, we present a set of states and information obtained from the sensors along with the activities performed by the occupant of the house over a period of several days to the proposed algorithm. and the method ahead generates the main NNC number for those days for anyone living in a smart home. To generate this main NNC, we calculate each person’s daily NNC. That means we have daily NNCs for each person (based on his/her behaviors on that day) and the main NNC is the average of these daily NNC. We chose ARAS dataset (Human Activity Datasets in Multiple Homes with Multiple Residents) to implement our method and after tests and replications on the ARAS dataset, and to find anomalies in each person’s behavior in a day, we compare the main (average) NNC with that person’s daily NNC on that day. Finally, we can say, if the main NNC changes more than 30%, there is a possibility of an abnormality. and if the NNC changes more than 60% percent, we can say that an abnormal state or an uncommon event happened that day, and a declaration of an abnormal state will be issued to the resident of the house.
摘要在对智能家居进行了简单的了解之后,我们得出结论,要拥有智能家居,就必须拥有智能管理中心。在本文中,我们试图使智能家居管理中心能够检测住在房子里的人的行为中是否存在异常状态。在提出的方法中,每日算法检查一个人的变化率,并根据人的行为变化提供一个数字,从此称为NNC(正常变化数)。我们使用机器学习算法并执行一系列简单的统计和数学计算来实现NNC数。NNC是一个显示智能家居中居民行为异常变化的数字,即这个数字对于经常有计划的普通人来说是一个小数字,对于可能没有固定原则的人来说,个人生活的规律性是一个大数字。为了提高我们计算NNC的精度,我们回顾了所有常用的机器学习算法,经过测试,我们选择了决策树算法,因为它具有更高的精度和速度,最后将决策树算法与统计和数学方法相结合,得到了NNC数。在这种方法中,我们将从传感器获得的一组状态和信息以及房屋居住者在几天内执行的活动呈现给所提出的算法。前面的方法为生活在智能家居中的任何人生成了当时的主要NNC数字。为了生成这个主要的NNC,我们计算每个人每天的NNC。这意味着我们有每个人的每日NNC(基于他/她当天的行为),主要NNC是这些每日NNC的平均值。我们选择了ARAS数据集(多个居民的多个家庭的人类活动数据集)来实现我们的方法,并且在ARAS数据集上进行测试和复制后,为了发现每个人在一天中的行为异常,我们将主要(平均)NNC与该人当天的日常NNC进行比较。最后,我们可以说,如果主NNC变化超过30%,就有可能出现异常。如果NNC变化超过60%,我们可以说当天发生了异常状态或不寻常事件,并且将向该房屋的居民发出异常状态声明。
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引用次数: 1
MOBILE-WEB-BASE VOLUNTEERED GEOGRAPHIC INFORMATION APPLICATION AND GEOMETRIC ACCURACY ANALYSIS FOR TRAFFIC ACCIDENTS 基于移动网络的交通事故志愿地理信息应用及几何精度分析
Pub Date : 2020-11-23 DOI: 10.5194/isprs-archives-xliv-4-w3-2020-375-2020
H. Sevinç, I. R. Karas, E. Demiral
Abstract. The users can contribute to geographic information through platforms such as Wikimapia and OpenStreetMap. They can also generate data by themselves with their applications in cyber worlds like Google Earth. This study is primarily designed to be a guide regarding Volunteered Geographical Information (VGI) and to evaluate the geometric accuracy of data collected from volunteers on application. The main purpose of this study is to present basic information about Volunteered Geographical Information (VGI), why users are tending to use VGI, the accuracy of the data entered by the user, to examine the examples of use in various fields, to learn about geographic information systems and to compare this phenomenon and also by developing a VGI application to examine the similarity between the actual data and the data collected from volunteer users. A mobile and web-based application have been developed to collect traffic accident data from volunteer users. The geometric accuracy analysis was performed by comparing the data collected with this application with the data obtained from the General Directorate of Security.
摘要用户可以通过Wikimapia和OpenStreetMap等平台提供地理信息。他们也可以通过自己的应用程序在网络世界中生成数据,比如谷歌地球。本研究的主要目的是对志愿地理信息(VGI)提供指导,并评估志愿地理信息的几何准确性。本研究的主要目的是介绍志愿地理信息(VGI)的基本信息,用户为什么倾向于使用VGI,用户输入的数据的准确性,检查在各个领域使用的例子,了解地理信息系统和比较这种现象,也通过开发一个VGI应用程序来检查实际数据和从志愿用户收集的数据之间的相似性。已经开发了一个移动和基于网络的应用程序,从志愿者用户那里收集交通事故数据。通过将从该应用程序收集的数据与从安全总局获得的数据进行比较,进行了几何精度分析。
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引用次数: 0
期刊
ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
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