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2021 Smart City Symposium Prague (SCSP)最新文献

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City Simulation Software: Perspective of Mobility Modelling 城市模拟软件:移动建模的视角
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447384
M. Daniel, R. Dostál, S. Kozhevnikov, Aneta Matysková, K. Moudrá, André Maia Pereira, O. Přibyl
The field of smart cities and the latest problems in this area of expertise accent the need for interaction among different areas, such as transportation, energy management, education, buildings and others. New technologies and new methods allow for a fast development of each of the areas and of the city itself. At the same time, there is a need for further involvement of citizens and different stakeholders in the decision-making process within cities. In order to demonstrate the impact of a new policy (e.g., building a new shopping center) on certain city aspect (e.g., transportation), simulation models have been recognized as probably the best approach. Unfortunately, there is still no tool that would allow the stakeholders to evaluate the impact of such a policy on a city as a whole and from multiple perspectives. Dedicated simulation frameworks should be used in cooperation, one for transportation, one for energy grid management, another for its impact on the environment until all important aspects are covered. This paper describes a complex tool aiming on overcoming such complicated demands and giving the policy makers one tool to assess impact on different interconnected fields. It combines existing dedicated simulation frameworks into a complete software suite that can combine even contradictory results into one or more performance indicators. This can be used as a decision support system and help in involving citizens into the city government and planning. This article focuses on the utilization of mobility modelling in such a software.
智慧城市领域和这一专业领域的最新问题强调了不同领域之间互动的必要性,如交通、能源管理、教育、建筑等。新技术和新方法使得每个区域和城市本身都能快速发展。与此同时,还需要市民和不同利益相关者进一步参与城市的决策过程。为了证明一项新政策(例如,建造一个新的购物中心)对城市某些方面(例如,交通)的影响,模拟模型被认为可能是最好的方法。不幸的是,目前还没有工具可以让利益相关者从多个角度评估这种政策对整个城市的影响。应在合作中使用专门的模拟框架,一个用于运输,一个用于能源网管理,另一个用于其对环境的影响,直到涵盖所有重要方面。本文描述了一个复杂的工具,旨在克服这些复杂的需求,并为政策制定者提供一个工具来评估对不同相互关联领域的影响。它将现有的专用仿真框架组合成一个完整的软件套件,可以将甚至相互矛盾的结果组合成一个或多个性能指标。这可以作为一个决策支持系统,帮助市民参与城市政府和规划。本文重点介绍了移动性建模在该软件中的应用。
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引用次数: 2
Synthetic Ride-Requests Generation using WGAN with Location Embeddings 基于位置嵌入的WGAN合成乘车请求生成
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447372
U. Nookala, Sihao Ding, Ebrahim Alareqi, Shanmukesh Vankayala
Ride-hailing services have gained tremendous importance in social life today, and the amount of resources involved have been hiking up. Ride-request data has been crucial in the research of improving ride-hailing efficiency and minimizing the cost. This work aims to model human mobility patterns to generate realistic ride-requests, addressing the prevailing problem of lack of historical training data and realistic synthetic data for different hypothetical scenarios. Synthetic generation also inherently carries anonymity. In particular, our work focuses on modeling both spatial and temporal distributions jointly for ride-hailing services. A Ride-Request Wasserstein Generative Adversarial Network (RR-WGAN) is proposed to generate plausible pick-up and drop-off geolocations. The generated ride-requests are extensively evaluated under a wide range of criteria we design, giving a comprehensive understanding of how the model performs. The proposed approach has achieved better performance than state-of-the-art methods in most scenarios. We believe this approach could provide value for ride-hailing service providers, research communities, and policy-makers.
网约车服务在今天的社会生活中已经变得非常重要,所涉及的资源数量也在不断增加。在提高网约车效率和降低成本的研究中,网约车请求数据是至关重要的。这项工作旨在模拟人类的移动模式,以生成真实的乘车请求,解决缺乏历史训练数据和不同假设场景的真实合成数据的普遍问题。合成生成本身也带有匿名性。特别是,我们的工作重点是为网约车服务建立空间和时间分布的联合模型。提出了一种乘车请求生成对抗网络(RR-WGAN)来生成合理的上下车位置。根据我们设计的各种标准对生成的乘车请求进行广泛评估,从而全面了解模型的执行情况。在大多数情况下,所提出的方法比最先进的方法取得了更好的性能。我们相信,这种方法可以为网约车服务提供商、研究团体和政策制定者提供价值。
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引用次数: 0
Applicability of Existing Public Transport Sustainability Indicators to Norwegian Small Cities and Towns 现有公共交通可持续性指标在挪威小城镇的适用性
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447387
Sinziana I. Rasca, Jonas Høgli Major
World-wide, developed countries tend to have a higher share of transport related emissions. In Norway, approximately one third of transport emissions are connected to passenger cars. With most inhabitants living in small cities and towns that have low population densities and high car dependency, and having made passenger transport decarbonization a national priority, there is a need to account for the success or failure of implemented sustainable transport solutions in Norway.Research on sustainable transport and indicators to measure its development tends to focus on large cities raising the question if indicators defined for large cities fit to the realities of smaller urban settlements?The present research challenges the applicability of transport sustainability indicators, selected from international schemes, to the evaluation of public transport sustainability in small cities and towns. The region of Agder, Norway was chosen as a case study and a workshop involving local transport planners was organized for this purpose. The results of the workshop show that many indicators proposed by international schemes were evaluated as having little applicability in small cities and towns. Therefore, a real need of adapting sustainable transport indicators schemes to the realities and requirements of these urban forms exists.
在世界范围内,发达国家在运输相关排放中所占的份额往往更高。在挪威,大约三分之一的交通排放与乘用车有关。由于大多数居民生活在人口密度低、汽车依赖性高的小城镇,并将客运脱碳作为国家优先事项,因此有必要考虑挪威实施可持续交通解决方案的成功或失败。关于可持续交通和衡量其发展的指标的研究往往侧重于大城市,这就提出了一个问题,即为大城市确定的指标是否适合较小城市住区的现实?本研究对从国际方案中选择的交通可持续性指标在小城镇公共交通可持续性评价中的适用性提出了挑战。挪威阿格德地区被选为个案研究,并为此目的组织了一个由当地运输规划人员参加的讲习班。讲习班的结果表明,国际计划提出的许多指标被评价为在小城镇不太适用。因此,确实需要使可持续交通指标方案适应这些城市形式的现实和要求。
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引用次数: 1
Microsimulation model for assessment of eHMI of autonomous vehicles 自动驾驶汽车eHMI评估的微观仿真模型
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447377
Adam Orlický, A. Mashko, J. Mík
Communication interfaces of autonomous vehicles have extended the human-machine interaction to the streets of the cities. This brings into picture the necessity of efficient infrastructures and cooperative systems and consideration of multiple human agents in the system. For efficiency of interface design process, there is a need of automated assessment tools to deliver part of testing through simulations, based on known parameters – physical, geographical and biological. Diversity of available external interfaces and absence of standardization in them give freedom for creative search of related technologies. This paper suggests a tool for assessment of various types of visual eHMI with the help of graphical method applied in a microsimulation model. The proposed method allows testing of different scenarios and adjustment of parameters for different vehicle design, interfaces and human behavior scenarios. The presented method is demonstrated on several types of visual interfaces. The paper provides introduction to the concept of vehicle external interfaces in the context of autonomous driving with relevant challenges of user communication described in related research. The methodology is then presented on a demonstration scenario with description of measured parameters that define efficiency of communication interface. The results show how placement of an interface affects its visibility to observer.
自动驾驶汽车的通信接口将人机交互扩展到了城市的街道上。这使人们认识到高效的基础设施和合作系统的必要性,以及系统中多个人类主体的考虑。为了提高界面设计过程的效率,需要使用自动化评估工具,根据已知的物理、地理和生物参数,通过模拟来交付部分测试。可用的外部接口的多样性和它们的标准化的缺失给了相关技术创造性搜索的自由。本文提出了一种利用图形化方法在微观仿真模型中对各种类型的可视化eHMI进行评估的工具。该方法允许针对不同的车辆设计、界面和人类行为场景进行不同场景的测试和参数调整。该方法在几种类型的可视化界面上得到了验证。本文介绍了自动驾驶背景下车辆外部接口的概念,以及相关研究中描述的用户通信的相关挑战。然后在演示场景中介绍了该方法,并描述了定义通信接口效率的测量参数。结果显示了接口的位置如何影响其对观察者的可见性。
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引用次数: 0
Assessment of the passenger’s safety in autonomous cars 自动驾驶汽车乘客安全评估
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447397
J. Mík, Premysl Toman, J. Svoboda
Nowadays we are facing the transition from human-driven vehicles to the higher levels of automated driving, where the driver's primary role does not have to be the driving as in its classical meaning. As the driving task would not be the primary, we can expect driver and all passengers to perform new activities while being in the vehicle. In this article we analyse results of four crash tests. One of them has a specific configuration, where the driver crash test dummy is set to the situation of the level four of the automated driving as if were carrying out some activity on the notebook. The research focuses moreover on free objects and the risks that they represent during the accident for passengers. The results of all four tests are mutually compared and discussed to get the idea how the unusual driver position including working activity could influence the impacts on human passengers. Other three configurations represent standard lateral crash test, frontal impact into the rigid barrier and the crash of the motorcycle. The results measured on the rider show extreme situation to which we can compare absolute values of drivers from the rest of analysed crash test. In the assessment we follow the parameters linked to the acting vehicles and of course parameters describing the impacts on drivers.
如今,我们正面临着从人类驾驶的汽车向更高水平的自动驾驶的转变,在这种转变中,驾驶员的主要角色不一定是传统意义上的驾驶。由于驾驶任务不会是主要的,我们可以期望驾驶员和所有乘客在车内进行新的活动。本文分析了四次碰撞试验的结果。其中一个有一个特定的配置,驾驶员碰撞测试假人被设置为自动驾驶的四级情况,就好像在笔记本上进行一些活动一样。此外,研究重点是自由物体及其在事故中给乘客带来的风险。所有四项测试的结果相互比较和讨论,以了解不寻常的驾驶员位置(包括工作活动)如何影响对人类乘客的影响。其他三种配置分别代表标准的横向碰撞测试,正面撞击刚性屏障和摩托车碰撞。在车手身上测量的结果显示了极端情况,我们可以比较其他分析碰撞测试中驾驶员的绝对值。在评估中,我们遵循与车辆相关的参数,当然还有描述对驾驶员影响的参数。
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引用次数: 0
Locations and Length of Entrances and Exits of an Automated Truck Lane on a U.S. Freeway 美国高速公路上自动卡车车道入口和出口的位置和长度
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447398
Ximena Jauregui, J. Weidner, R. Cheu
Automated Truck Lanes (ATLs) are most likely to be constructed in the median of a highway. Among the important design considerations of an ATL are the locations and lengths of the entrances and exits. These decisions are critical for automated trucks that to enter the freeway and join the ATL and for automated trucks to leave the ATL to exit the freeway. This research presents, through VISSIM microscopic traffic simulation, a series of scenarios that tested the possible locations and lengths of entrances and exits for an ATL relative to the locations of on-ramps and off-ramps. The simulation testbed was along a major truck corridor intersected by two closely spaced interchanges. The corridor consisted of an ATL in the median and three general purpose lanes in the same direction. The design year was 2045. Based on the results of the simulation runs, the recommended distance between the on-ramp from an upstream interchange to the ATL entrance was 10,560 ft (3,220 m). A similar distance is also recommended between the exit of the ATL and the downstream off-ramp. The recommended length of the ATL’s entrance or exit was 2,400 ft (730 m).
自动卡车车道(atl)最有可能建在高速公路的中间位置。ATL的重要设计考虑因素之一是出入口的位置和长度。这些决定对于自动卡车进入高速公路并加入ATL以及自动卡车离开ATL退出高速公路至关重要。本研究通过VISSIM微观交通模拟,展示了一系列场景,测试了相对于匝道和匝道位置,ATL的可能出入口位置和长度。模拟试验台沿着由两个紧密间隔的立交相交的主要卡车走廊。走廊由中间的ATL和同一方向的三条通用车道组成。设计年份是2045年。根据模拟运行的结果,建议入口匝道从上游立交到ATL入口之间的距离为10,560英尺(3,220米)。ATL出口与下游匝道之间的距离也建议相似。ATL出入口的推荐长度为2400英尺(730米)。
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引用次数: 0
Zoning and Zone Permit Pricing for Smart Parking Management at a University Campus 大学校园智能停车管理的分区和区域许可定价
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447400
Okan Gurbuz, R. Cheu
Most universities are constantly challenged by not having enough parking spaces for students, faculty (professors), and staff. One common solution used by the universities to manage the access and use of limited parking spaces is "zoning". Zoning is grouping one or several adjacent parking lots into a zone and controlling the zone’s usage by issuing parking permits. This paper introduces a methodology called Zoning and Zone Permit Pricing (Z2P2) to assist University Parking Offices in grouping parking lots into zones and recommending the annual permit price for each zone. This methodology incorporates the concept of the value of time and the last-mile travel time. It has been coded as part of SPARKMAN: A Smart Parking Management Decision Support Tool. The paper reports the application of the Z2P2 methodology to a university campus. The analysis results have suggested ways to improve the current permit prices.
大多数大学经常面临没有足够的停车位给学生、教师(教授)和工作人员的挑战。大学管理有限停车位的通行和使用的一种常见解决方案是“分区”。分区是将一个或几个相邻的停车场划分成一个区域,并通过发放停车许可证来控制该区域的使用。本文介绍了一种称为分区和区域许可定价(Z2P2)的方法,以帮助大学停车场办公室将停车场划分为区域,并建议每个区域的年度许可证价格。这种方法结合了时间价值和最后一英里旅行时间的概念。它已被编码为SPARKMAN的一部分:智能停车管理决策支持工具。本文报道了Z2P2方法在某大学校园中的应用。分析结果提出了改善现行许可价格的方法。
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引用次数: 0
Smartphone-based Taxi Applications as Essential Part of Smart City 基于智能手机的出租车应用是智慧城市的重要组成部分
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447376
A. Kalašová, K. Čulík, M. Poliak
Humanity is on the threshold of a new age where people transform a significant part of reality into the virtual world. Direct face-to-face interaction is converting to communication via social networks. It has many advantages. For example, it is no more necessary to be in the workplace - we can work from home (home-office). Information and communication technologies such as the internet, information transmission, data processing, the rapid development of electronics have allowed us to create a new concept of our cities. These technologies have made the phenomenon of Smart City in recent years. One of the pillars of Smart Cities, without which the project would not work, is the economy of sharing. In our paper, we outline the economics of sharing in road transport as an essential part of smart mobility. This sharing is possible thanks to using digital platforms. We will focus mainly on applications used by taxi services. A significant item of the concept is human. Therefore our research aims to describe the role of people in the system. Without the active support of humans, Smarts Cities could not exist. Finally, we describe the regulatory environment of taxi services at the EU level and in the Slovak Republic.
人类正处在一个新时代的门槛上,人们将现实的很大一部分转化为虚拟世界。直接面对面的交流正在转变为通过社交网络进行的交流。它有很多优点。例如,不再需要在工作场所-我们可以在家工作(家庭办公室)。信息和通信技术,如互联网,信息传输,数据处理,电子的快速发展,使我们能够创造一个新的概念,我们的城市。这些技术造就了近年来智慧城市的现象。智慧城市的支柱之一是共享经济,没有它,这个项目就无法开展。在我们的论文中,我们概述了共享道路交通的经济学作为智能交通的重要组成部分。由于使用了数字平台,这种共享成为可能。我们将主要关注的士服务使用的应用程序。这个概念的一个重要项目是人。因此,我们的研究旨在描述人在系统中的作用。没有人类的积极支持,智慧城市就不可能存在。最后,我们描述了出租车服务在欧盟层面和斯洛伐克共和国的监管环境。
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引用次数: 1
Modelling and Assessment of System Costs and CO2-Emissions for Electrification of Bus Fleets 公交车队电气化系统成本和二氧化碳排放的建模与评估
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447374
M. Dietmannsberger, J. Burkhardt
The transition of mobility from fossil-fuelled to emission-free drives is gaining speed in public transport. Transport companies have to face challenges in increased complexity when identifying an optimum system approach and choosing the most suitable technology. A modelling and evaluation approach is introduced to compare the diesel to several battery-electric bus systems and permits the assessment of the importance of each of the system components. Although the modelling is quite simple, the use of data derived from several years of bus operation provides reliable results that show annualized costs are about 30 percent higher and that the main cost drivers are the high investment costs for buses and batteries. CO2 emissions have been reduced by at least two-thirds whereas the remaining emissions mainly result from the manufacturing of the batteries. Sensitivity analyses show that a carefully thought out matching of bus and battery lifetime is crucial in order to optimize both annual costs and emission savings. Due to the simplicity of the model, it can easily be adopted by other transport companies and yet high quality of results can be ensured while still relying on data derived from bus operation.
在公共交通领域,从化石燃料驱动向零排放驱动的转变正在加速。在确定最佳系统方法和选择最合适的技术时,运输公司必须面对日益复杂的挑战。介绍了一种建模和评估方法来比较柴油和几种电池电动公交车系统,并允许评估每个系统组件的重要性。虽然模型非常简单,但使用来自几年公交车运营的数据提供了可靠的结果,表明年化成本大约高出30%,主要的成本驱动因素是公交车和电池的高投资成本。二氧化碳排放量至少减少了三分之二,而其余的排放主要来自电池的制造。敏感性分析表明,为了优化年度成本和减少排放,仔细考虑公交车和电池寿命的匹配至关重要。由于模型的简单性,它可以很容易地被其他运输公司采用,并且可以保证高质量的结果,同时仍然依赖于公交车运营数据。
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引用次数: 1
Analysis method of customization settings for Mobility as a Service 移动即服务的自定义设置分析方法
Pub Date : 2021-05-27 DOI: 10.1109/SCSP52043.2021.9447389
Yinying He, C. Csiszár
Mobility as a Service (MaaS) is proposed as a user-centric mobility and information service. Accordingly, various manual customization settings are available in MaaS applications. Customization and personalization opportunities of applications have been studied in much research in qualitative way, but quantitative analyses are still missing. Our research objective is to fill this research niche by introduction of quantitative analysis method to evaluate customization settings. The main functions with customization opportunities are summarized, then the scoring evaluation criteria are determined, and finally the coefficient of variation method is applied to calculate the weights of functions. We have evaluated 20 MaaS applications by our method. We found that route setting of journey planning function, functions to provide additional information and services, are assigned with relatively higher weights; Accordingly, the application ‘MyCircero’ from Italy obtain the highest grade. Considering ‘mobility for all’ and personalization tendency, we recommend to involving more precise settings for mobility-impaired in route setting, and to develop various setting options for tourists. Our results facilitate the functional planning and development of MaaS applications.
移动即服务(MaaS)是一种以用户为中心的移动和信息服务。因此,在MaaS应用程序中可以使用各种手动自定义设置。定制化和个性化应用的机会已经有很多定性研究,但定量分析仍然缺失。我们的研究目的是通过引入定量分析方法来评估定制设置来填补这一研究空白。总结了具有定制机会的主要功能,确定了评分评价标准,最后应用变异系数法计算了功能的权重。我们已经用我们的方法评估了20个MaaS应用。研究发现,提供附加信息和服务的行程规划功能的路线设置权重较高;因此,来自意大利的应用程序“MyCircero”获得了最高分。考虑到“人人享有机动性”和个性化趋势,我们建议在路线设置中加入更多针对行动不便者的精确设置,并为游客提供多种设置选项。我们的研究结果促进了MaaS应用程序的功能规划和开发。
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引用次数: 0
期刊
2021 Smart City Symposium Prague (SCSP)
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