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A Smartphone-Based Passenger Assistant for Public Bus Commute in Developing Countries

机译:智能手机乘客助理助理发​​展中国家公共汽车通勤

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Although public transport vehicles such as buses have always been an economical means of commuting in the cities of many developing countries, it is always considered as a secondary mode of transport owing to poor infrastructure, chaotic and reckless driving habits, and absence of any proper information system in buses. Based on rigorous experiments carried out over a period of two years and multiple surveys, we have tried to learn the problems faced by bus commuters. As a solution, in this article, we develop a novel energy-efficient system which would help commuters navigate through their journey safely. Along with making them aware of any upcoming points of concerns (PoCs) such as sudden bumps, sharp turns, and bad roads, we also inform commuters about the expected time of arrival at the destination. The system makes use of several landmarks such as speed breakers, turns, and bus stops on a trail stored in a specialized data structure, the probabilistic timed automata. We conducted extensive experiments using 25 volunteers over 50 trails. The system showed an average localization error of only 50 m and mean estimated time of arrival (ETA) error of 2.5 mins and a fairly high alert prediction accuracy while consuming significantly less energy when compared to GPS.
机译:虽然公共汽车等公共交通工具始终是在许多发展中国家的城市通勤的经济手段,但由于基础设施,混乱和鲁莽的驾驶习惯,并且没有任何适当的信息,它总是被视为次要运输方式。在公共汽车中的系统。基于严谨的实验,在两年内进行的,我们试图了解公交车通勤者面临的问题。作为一个解决方案,在本文中,我们开发了一种新颖的节能系统,帮助通勤者安全地驾驶他们的旅程。除了让他们意识到任何突然颠簸,锋利的转弯和糟糕的道路等令人担忧的任何关注点(POC),我们还向通勤者通知通勤者关于目的地的预计抵达时间。该系统利用多个地标,例如速度断路器,转弯和总线停止存储在专用数据结构中的概率定时自动机中。我们使用50多条小径的25次志愿者进行了广泛的实验。该系统显示平均定位误差仅为50米,平均估计的到达时间(ETA)误差为2.5分钟,并且与GPS相比消耗的能量显着更少。

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