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Data-mining, GIS and multicriteria analysis in a comprehensive method for bicycle network planning and design

机译:自行车网络规划和设计的综合方法中的数据挖掘,GIS和多准则分析

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摘要

In many Brazilian cities, the most common procedure for planning cycling networks is using aggregated population data in census tracts, which may not take into account the true origin and destination of trips. It may also not identify potential users of a particular mode of transport. This is particularly important considering that implementing cycling infrastructures should be based on the assumption that they are able to meet the users' needs. Therefore, the aim of this study is to develop and adopt an objective method to design and compare cycling networks based on data-mining of disaggregated origin-destination data, GIS resources, and multicriteria analysis techniques. The method follows three steps: 1) identifying potential users based on real user profiles, 2) designing proposed cycling networks and 3) a comparison between the networks proposed in this study and those developed by the municipality selected as a case study, considering real and potential users, as well as cost and benefit criteria. As a positive outcome, using disaggregated data allows for a reasonable estimate of the number of people served by the networks, a detailed analysis of their proximity to the infrastructure, as well as identifying potential users. Comparing cycling networks considering cost and benefit criteria shows that the chosen criteria were effective. It was also determined that the cycling network of the studied city poorly serves bicycle transport users, if compared to the proposed networks. These findings indicate that appropriate methods for planning cycling networks are still needed.
机译:在许多巴西城市中,规划自行车网络的最常用程序是在人口普查区域中使用汇总的人口数据,而这些数据可能没有考虑旅行的真实起点和终点。它还可能无法识别特定运输方式的潜在用户。考虑到骑行基础设施的实施应基于能够满足用户需求的假设,这一点尤其重要。因此,本研究的目的是开发和采用一种客观的方法来设计和比较基于分类原始来源数据的数据挖掘,GIS资源和多准则分析技术的自行车网络。该方法分为三个步骤:1)根据实际用户资料确定潜在用户; 2)设计拟议的自行车网络; 3)在本研究中提出的网络与作为案例研究选择的市政当局开发的网络之间进行比较,同时考虑实际和实际情况。潜在用户以及成本和收益标准。作为积极的结果,使用分类数据可以合理估计网络所服务的人数,并对其与基础设施的距离进行详细分析,并确定潜在的用户。比较考虑成本和收益标准的自行车网络表明,所选择的标准是有效的。还确定,与建议的网络相比,所研究城市的自行车网络不能很好地服务于自行车运输用户。这些发现表明,仍然需要用于规划自行车网络的适当方法。

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