比较电动滑板车和电动自行车的振动特性。来自意大利的证据

IF 4.3 Q2 TRANSPORTATION
Roberto Ventura , Andrea Ghirardi , David Vetturi , Giulio Maternini , Benedetto Barabino
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引用次数: 0

摘要

电动滑板车是目前最受欢迎的新兴电动个人微型移动交通工具(e- pmv)之一,最近被等同于电动自行车。然而,即使对电动自行车的动态行为进行了很好的研究,对电动踏板车的行为的了解也少得多。此外,两种车辆之间的比较很少被调查,只是基于机械模型。这项研究通过提出一个新的框架来弥补这一差距,该框架使用真实和模拟数据来评估两种车辆在由不同用户驾驶和暴露于路面不平整时的振动行为。在电动踏板车和电动自行车上安装惯性测量装置,采集实验数据,并采用ISO 2631-1方法对实验数据进行处理,获得对电动踏板车和电动自行车舒适性的客观评价。其次,应用基于两层前馈人工神经网络的蒙特卡罗模拟将实验数据扩展到包含不确定性。之后,进行了一些统计分析,以了解影响每辆车振动幅度(及其程度)的关键因素。这个框架在意大利城市布雷西亚沿着五种不同路面的城市道路进行了测试。结果表明,就振动幅度而言,电动滑板车似乎比电动自行车在全球范围内更受欢迎。此外,路面表面、传感器位置、用户性别、用户身高和行驶速度被认为是解释两种车辆振动幅度的关键因素。总体调查结果挑战了最近欧洲将电动滑板车与自行车等同起来的规定。这些发现可能有助于公共管理部门规划电动自行车和电动踏板车在城市的流通,并建议制造商改进电动踏板车的设计,包括减震器,以增加舒适性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparing the vibrational behavior of e-kick scooters and e-bikes: Evidence from Italy
E-kick scooters are currently among the most popular emerging electric-powered personal micro-mobility vehicles (e-PMVs), and have recently been equated to e-bikes. However, even if the dynamic behavior of e-bikes is well studied, much less has been done to understand the behavior of e-kick scooters. Furthermore, comparisons between the two vehicles have rarely been investigated and only based on mechanical models. This study addresses this gap by proposing a novel framework that evaluates the vibrational behaviors of both vehicles when driven by different users and exposed to the pavement irregularities, using both real and simulated data. The experimental data are collected equipping an e-kick scooter and an e-bike with inertial measurement units (IMUs), and then processed by the ISO 2631–1 method to obtain an objective evaluation of the comfort. Next, the experimental data are expanded to include uncertainty applying a Monte Carlo simulation based on a two-layer feed-forward artificial neural network (ANN). Afterwards, several statistical analyses are performed to understand the key factors affecting the vibrational magnitude (and their extent) for each vehicle. This framework was tested in an Italian city (Brescia) along urban paths with five different pavement surfaces. The results showed that the e-kick scooter appears to be globally more solicited than the e-bike in terms of vibrational magnitude. Moreover, the pavement surface, sensor position, user gender, user height, and travel speed are identified as crucial factors explaining the vibrational magnitude for both vehicles. The overall findings challenge the recent European regulations that equated e-kick scooters with bikes. These findings can assist public administrations in planning the urban circulation of e-bikes and e-kick scooters, and suggest that manufacturers incorporate shock absorbers into e-kick scooter designs to enhance rider comfort.
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来源期刊
International Journal of Transportation Science and Technology
International Journal of Transportation Science and Technology Engineering-Civil and Structural Engineering
CiteScore
7.20
自引率
0.00%
发文量
105
审稿时长
88 days
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