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Statistical analysis of CO2emission based on road grade, acceleration and vehicle specific power for public utility vehicles: An IoT application

机译:基于道路坡度,加速度和车辆专用功率的CO 2 排放的统计分析:物联网应用

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In the Philippine transport, the public utility vehicles (PUVs) are one of the top emitters of CO2emissions (CO2e). Moreover, the need of quantifying the CO2e of PUV is important in reducing the emission. Hence, this paper focuses on the statistical evaluation of CO2e of PUV based on the parameters affecting it - road grade, acceleration, and vehicle specific power (VSP). An Internet of Things (IoT) system with onboard CO2sensors, GPS receivers, wireless communication nodes and a base station, online elevation query, cloud server, and an online IoT monitoring dashboard were used to remotely gather, store and visualize the needed measurements. The correlations of CO2e according to these parameters were analyzed using statistical tools - histograms, box plots, and scatter plots. Results have shown that the correlation of PUV CO2e with respect to downhill roads, uphill roads, and acceleration follows a U-shaped curves with the trough from the ranges of -19% to -3% at -16%, 3% to 22% at around 13% to 16%, and from -4m/s2 to 3m/s2 at -2m/s2, respectively. Likewise, significant changes of CO2e were observed at different levels of VSP. Evidently, the mentioned factors have significantly affected the CO2e of the PUVs.
机译:在菲律宾的交通运输中,公共事业车辆(PUV)是二氧化碳排放量最大的排放国之一。 2 排放量(CO 2 e)。此外,需要量化CO 2 PUV的e对减少排放很重要。因此,本文侧重于对CO的统计评估 2 PUV的e基于影响它的参数-道路坡度,加速度和车辆比功率(VSP)。带有车载CO的物联网(IoT)系统 2 传感器,GPS接收器,无线通信节点和基站,在线海拔查询,云服务器以及在线IoT监控仪表板用于远程收集,存储和可视化所需的测量。 CO的相关性 2 根据这些参数,使用统计工具-直方图,箱形图和散点图进行了分析。结果表明,PUV CO的相关性 2 对于下坡道路,上坡道路和加速度,e呈U形曲线,谷值在-16 \%时波谷从-19%至-3%,在13%时从3%至22% \%到16 \%,以及在-2m / s2时分别从-4m / s2到3m / s2。同样,CO的显着变化 2 在不同水平的VSP上观察到e。显然,上述因素严重影响了CO 2 PUV中的e。

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