A smart transport application of cyber-physical systems: Road surface monitoring with mobile devices

B. Syed, A. Pal, K. Srinivasarengan, P. Balamuralidhar
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引用次数: 24

Abstract

Cyber-Physical Systems (CPS) refer to systems that integrate physical processes with computation. Exhaustive characterization of such systems offers us insight in the way we interact with our surroundings. CPS can be modeled and simulated for performance (often real-time) using a model-based signature analysis, where models of physical processes, network and computing resources are integrated. Mobile CPS which have inherent mobility in the physical systems are increasingly popular e.g. smartphones, with wide range of applications given the computational power and memory resources along with host of assorted sensors like accelerometer, gyroscope, GPS etc. We present here one such application of CPS where we simulate the acceleration profiles for different type of cars and different road profiles. We then use the synthetic data generated to extract features for detection of anomalies in the road. Comparing the results with accelerometer data recorded on a mobile phone while actually driving on a road shows that the model can be used to test the features on different vehicles and road types which is always not feasible in real world due to limited resources.
网络物理系统的智能交通应用:用移动设备监测路面
信息物理系统(CPS)是指将物理过程与计算相结合的系统。对这类系统的详尽描述,可以让我们深入了解我们与周围环境的互动方式。可以使用基于模型的签名分析对CPS的性能(通常是实时的)进行建模和模拟,其中集成了物理过程、网络和计算资源的模型。在物理系统中具有固有移动性的移动CPS越来越受欢迎,例如智能手机,具有广泛的应用程序,具有计算能力和内存资源,以及各种传感器,如加速度计,陀螺仪,GPS等。我们在这里展示了一个这样的CPS应用,我们模拟了不同类型的汽车和不同的道路轮廓的加速度曲线。然后,我们使用生成的合成数据提取特征,以检测道路中的异常情况。将结果与在实际道路上行驶时在手机上记录的加速度计数据进行比较,表明该模型可以用于测试不同车辆和道路类型的特征,这在现实世界中由于资源有限而始终不可行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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