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首页> 外文期刊>KSCE journal of civil engineering >WiFi Sensing System for Monitoring Public Transportation Ridership: A Case Study
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WiFi Sensing System for Monitoring Public Transportation Ridership: A Case Study

机译:监测公共交通乘客的WiFi传感系统 - 案例研究

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Public transportation system as an essential mode of travel has been investigated by local governments and transportation agencies to capture passengers' travel behaviors. Despite their efforts, agencies especially in small to medium sized cities could not afford to collect such behaviors data due to significant costs associated with the data collection system. In this study, we presented a WiFi sensing system which makes such data collection feasible with low-cost devices. We demonstrated the WiFi sensing system's applicability in estimating passengers' origin-destination (O/D) travel and passengers' bus stop waiting times via video validation. In addition, WiFi signal strength was analyzed to further improve accuracy of the system. To this end, sliding window algorithm was adopted to mitigate the randomness of mobile devices' signals. Our small-scale proof of concept experiment was conducted at four bus stops along the main transit corridor in Charlottesville, Virginia. Results indicated that the system was able to re-identify 91 % of bus passengers and passengers bus stop waiting time error was as small as 7 seconds. It is expected that the system can be a viable low-cost Internet of Things (IoT) solution for monitoring public transit system performance.
机译:作为当地政府和运输机构调查了公共交通系统,以捕捉乘客的旅行行为。尽管努力,由于与数据收集系统相关的重大成本,但特别是小于中等大小城市的机构无法收取此类行为数据。在这项研究中,我们介绍了一种WiFi传感系统,使得这种数据收集可行,具有低成本设备。我们展示了WiFi传感系统在估计乘客的原始目的地(O / D)旅行和乘客的总线停止等待时间通过视频验证的适用性。此外,分析了WiFi信号强度以进一步提高系统的精度。为此,采用滑动窗口算法来减轻移动设备信号的随机性。我们的小型概念实验证明在沿着弗吉尼亚夏洛斯维尔的主要过境走廊沿着四个公共汽车站进行。结果表明,该系统能够重新识别91%的公共汽车乘客,乘客总线停止等待时间误差等于7秒。预计该系统可以是用于监测公共交通系统性能的可行低成本的东西(物联网)解决方案。

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