公共交通中的被动Wi-Fi监控：马德拉岛的案例研究
Passive Wi-Fi Monitoring in Public Transport: A case study in the Madeira Island
摘要：
近年来，交通变得越来越重要，影响人们的满意度，并显著影响他们的生活质量。在本文中，我们提出了一种低成本的基础设施来收集被动Wi-Fi探头，目的是监控，优化和个性化公共交通，实现更可持续的移动性。我们开发了一个嵌入式系统，部署在19辆公共交通工具上，使用被动Wi-Fi数据。这些数据在每辆车和每一站的基础上进行分析，并与地面实况数据（票务）进行比较，同时还使用估计乘客出口，检测车辆上的峰值负载和起点目的地习惯的方法。因此，我们认为，这些数据可以优化路线，并为地方当局和旅游局提供一种工具，用于监测和优化路线和交通管理，识别和预防无障碍问题，旨在改善为公民和游客提供的服务，实现更可持续的流动性。
英文摘要：
Transportation has become of evermore importance in the last years, affecting people's satisfaction and significantly impacting their quality of life. In this paper we present a low-cost infrastructure to collect passive Wi-Fi probes with the aim of monitoring, optimizing and personalizing public transport, towards a more sustainable mobility. We developed an embedded system deployed in 19 public transportation vehicles using passive Wi-Fi data. This data is analyzed on a per-vehicle and per-stop basis and compared against ground truth data (ticketing), while also using a method of estimating passenger exits, detecting peak loads on vehicles, and origin destination habits. As such, we argue that this data enables route optimization and provides local authorities and tourism boards with a tool to monitor and optimize the management of routes and transportation, identify and prevent accessibility issues, with the aim of improving the services offered to citizens and tourists, towards a more sustainable mobility.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
