Modelling active travel accessibility at the micro-scale using multi-source built environment data

IF 7.1 1区 地球科学 Q1 ENVIRONMENTAL STUDIES
Corin Staves , Irena Itova , Belen Zapata-Diomedi , Audrey de Nazelle , Jenna Panter , Lucy Gunn , Alan Both , Yuchen Li , Ismail Saadi , James Woodcock , S.M. Labib
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引用次数: 0

Abstract

Accessibility models explore how land use and transport systems interact to facilitate access to activities and daily needs. Existing applications generally model accessibility based on distance or travel time. For pedestrians and cyclists, the street-level environment (e.g., green visibility, streetside amenities, dedicated infrastructure) significantly influences people's willingness and ability to travel. Incorporating these features into accessibility models can help them to be more representative of active travellers' experienced environment.
This study presents a methodology for incorporating the street-level environment into active mode accessibility. First, micro-scale built environment data from multiple sources are harmonised into a high-resolution digital representation of the land use and transport system. Second, a compute-optimised framework is developed for modelling accessibility at the micro-scale (i.e., each dwelling separately) incorporating the street-level environment. The methods build upon the open geodatabase OpenStreetMap and open-source MATSim project, facilitating expandability and transferability to other contexts. We apply this methodology to develop policy-relevant accessibility indicators for Greater Manchester.
In the results, we observe that the street-level environment can cause accessibility indicators to vary at the micro-scale, especially in less connected neighbourhoods where the choice of routes is limited. We also observed that for cyclists, the accessibility advantage over walking reduces substantially when traffic stress is considered. Our findings support further adoption of micro-scale built environment data and high-resolution analysis methods for active travel accessibility modelling in research and practice.
基于多源建筑环境数据的微尺度主动交通可达性建模
可达性模型探讨土地利用和交通系统如何相互作用,以促进活动和日常需求。现有的应用程序通常基于距离或旅行时间对可访问性进行建模。对于行人和骑自行车的人来说,街道环境(例如,绿色能见度、路边设施、专用基础设施)显著影响人们出行的意愿和能力。将这些功能整合到可访问性模型中,可以帮助它们更能代表活跃旅行者的体验环境。本研究提出了一种将街道环境纳入主动模式可达性的方法。首先,来自多个来源的微尺度建筑环境数据被协调成土地利用和交通系统的高分辨率数字表示。其次,开发了一个计算机优化框架,用于模拟微观尺度(即每个住宅单独)的可达性,并结合街道环境。这些方法建立在开放地理数据库OpenStreetMap和开源MATSim项目的基础上,促进了可扩展性和可移植性。我们运用这种方法为大曼彻斯特制定与政策相关的无障碍指标。在研究结果中,我们观察到街道层面的环境会导致可达性指标在微观尺度上发生变化,特别是在连通性较差的社区,那里的路线选择有限。我们还观察到,当考虑交通压力时,骑自行车的人比步行的可达性优势大大降低。我们的研究结果支持在研究和实践中进一步采用微尺度建筑环境数据和高分辨率分析方法进行主动出行可达性建模。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
13.30
自引率
7.40%
发文量
111
审稿时长
32 days
期刊介绍: Computers, Environment and Urban Systemsis an interdisciplinary journal publishing cutting-edge and innovative computer-based research on environmental and urban systems, that privileges the geospatial perspective. The journal welcomes original high quality scholarship of a theoretical, applied or technological nature, and provides a stimulating presentation of perspectives, research developments, overviews of important new technologies and uses of major computational, information-based, and visualization innovations. Applied and theoretical contributions demonstrate the scope of computer-based analysis fostering a better understanding of environmental and urban systems, their spatial scope and their dynamics.
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