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Crowdsensing-Based Road Condition Monitoring Service: An Assessment of Its Managerial Implications to Road Authorities

机译:基于人群感知的道路状况监测服务:对道路当局的管理影响的评估

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The ubiquity of smart devices in vehicles, such as smart-phones allows for a crowdsensing-based information gathering of the vehicle's environment. For example, accelerometers can reveal insights into road condition. From a road authorities' perspective, knowing the road condition is essential for scheduling maintenance actions in an efficient and sustainable manner. In Germany, expensive laser-based road inspections are scheduled every four years. In future, they could be extended or completely replaced with a crowd-based monitoring service. This paper determines whether the lower accuracy of crowdsensing-based measurements is redeemed by its potential of near-real time data updates. Partially observable Markov decision processes are applied for determining maintenance policies that minimize roads' life-cycle costs. Our results show that substituting laser-based road condition inspections by a crowdsensing-based monitoring service can decrease total costs by 5.9% while an approach, which combines both monitoring approaches, reduces the costs by 6.98%.
机译:车辆中无处不在的智能设备(例如智能电话)允许基于感知的车辆环境信息收集。例如,加速度计可以揭示对道路状况的洞察力。从道路当局的角度来看,了解道路状况对于以高效,可持续的方式安排维护行动至关重要。在德国,每四年计划进行一次昂贵的基于激光的道路检查。将来,可以将它们扩展或完全替换为基于人群的监视服务。本文确定了基于人群感知的测量的较低准确性是否可以通过其近实时数据更新的潜力来弥补。应用部分可观察到的马尔可夫决策过程来确定维护策略,以最小化道路的生命周期成本。我们的结果表明,用基于人群感知的监视服务代替基于激光的路况检查可以使总成本降低5.9%,而结合了这两种监视方法的方法可以使成本降低6.98%。

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