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Travellers’ Perception About Vehicular Emissions’ and its Impact on Pedestrian Travel Behaviour 行人对车辆废气排放的认知及其对行人出行行为的影响
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-06-01 DOI: 10.2478/ttj-2022-0019
Md Zabiulla, B. Kadali
Abstract Vehicular emissions have many impacts on human health and travel behaviour. A lot of evidence on the health effects of vehicular emissions is available but very few studies have looked at the impacts on travel behaviour. The current study attempts to fill this research gap by analysing the factors that influence pedestrian travel behaviour concerning vehicle emissions based on travellers’ perceptions in the Indian context. For this, a stated preference questionnaire survey was conducted and a factor-based regression followed by a mediation analysis was used to analyse the responses. Results showed that a person’s perceived impacts about vehicular emissions had a greater impact on their travel behaviour. Public concern and environmental attitude lead to direct changes in travel behaviour whereas vehicle technology and negligent attitude had significant indirect effects. The present study findings are useful to the urban planning policymakers in reducing the impact of vehicular emissions on pedestrians by implementing strategies that lessen human exposure to transport emissions.
摘要汽车尾气排放对人类健康和出行行为有诸多影响。关于汽车尾气对健康的影响有很多证据,但很少有研究关注其对出行行为的影响。目前的研究试图通过分析影响行人出行行为的因素来填补这一研究空白,这些因素涉及车辆排放,基于旅行者在印度背景下的感知。为此,进行了陈述偏好问卷调查,并使用基于因素的回归和中介分析来分析响应。结果表明,一个人对车辆排放的感知影响对他们的出行行为有更大的影响。公众关注和环境态度对出行行为有直接影响,而交通工具技术和疏忽态度则有显著的间接影响。研究结果有助于城市规划决策者通过实施减少人类暴露于交通排放的策略来减少车辆排放对行人的影响。
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引用次数: 1
Feature Selection Method for Ml/Dl Classification of Network Attacks in Digital Forensics 数字取证中网络攻击Ml/Dl分类的特征选择方法
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-04-01 DOI: 10.2478/ttj-2022-0011
A. Grakovski, Aleksandr Krivchenkov, Boriss Misnevs
Abstract The research is related to machine learning and deep learning (ML/DL) methods for clustering and classification that are compatible with anomaly detection (network attacks detection) in digital forensics. Research is conducted in the field of selecting subsets of features of a dataset useful for constructing a good predictor (classifier). In this study, a new feature selection method for a classifier based on the Analytical Hierarchy Process (AHP) method is presented and tested. The proposed step-by-step algorithm for the iterative selection of these features makes it possible to obtain the minimum required list of features that are associated with attack events and can be used to detect them. For the classification, Artificial Neural Network (ANN) method is used. The accuracy of attack detection by the proposed method has been verified in numerical experiments.
摘要本研究涉及数字取证中与异常检测(网络攻击检测)兼容的聚类和分类的机器学习和深度学习(ML/DL)方法。研究领域是选择数据集的特征子集,用于构建一个好的预测器(分类器)。本文提出了一种基于层次分析法(AHP)的分类器特征选择方法,并对其进行了验证。所提出的用于迭代选择这些特征的分步算法使得获得与攻击事件相关并可用于检测攻击事件的最小所需特征列表成为可能。分类采用人工神经网络(ANN)方法。数值实验验证了该方法检测攻击的准确性。
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引用次数: 0
Predicting Australia’s Domestic Airline Passenger Demand using an Anfis Approach 用Anfis方法预测澳大利亚国内航空客运需求
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-04-01 DOI: 10.2478/ttj-2022-0013
P. Srisaeng, Glenn Baxter
Abstract The forecasting of future airline passenger demand is critical task for airline management. The objective of the present study was to develop an adaptive neuro-fuzzy inference system (ANFIS) for predicting Australia’s domestic airline passenger demand. The ANFIS model was trained, tested, and validated in the study. Sugeno fuzzy rules were used in the ANFIS structure and Gaussian membership function, and linear membership functions were also developed. The hybrid learning algorithm and the subtractive clustering partition method were used to generate the optimum ANFIS models. The results found that the mean absolute percentage error (MAPE) for the overall data set of the ANFIS model was 3.25% demonstrating that the ANFIS model has high predictive capabilities. The ANFIS model could be used in other domestic air travel markets.
摘要未来航空客运需求预测是航空公司管理的重要任务。本研究的目的是开发一个自适应神经模糊推理系统(ANFIS)预测澳大利亚国内航空客运需求。本研究对ANFIS模型进行了训练、测试和验证。在ANFIS结构中采用了Sugeno模糊规则和高斯隶属函数,并建立了线性隶属函数。采用混合学习算法和减法聚类划分方法生成最优的ANFIS模型。结果表明,ANFIS模型对整体数据集的平均绝对百分比误差(MAPE)为3.25%,表明该模型具有较高的预测能力。ANFIS模型可用于其他国内航空旅行市场。
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引用次数: 0
Mapping Undermined Role of Information and Communication Technologies in Floods 信息和通信技术在洪水中的作用被削弱
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-04-01 DOI: 10.2478/ttj-2022-0015
Izza Anwer, M. Yousuf
Abstract This paper reports the undermined potential of broad range of (Information and communication technologies) ICTs that remained effective yet unnoticed in different flood-phases to exchange traffic, travel, and evacuation related information. The objective was to identify convenient ICTs that people found operational in life cycle of a flood. For the purpose, ICTs were tested in relation to 18 different variables based on personal capabilities, demographic, and vehicle-based information etc. Samples of 105 and 102 subjects were recruited from flood-prone communities of developing and developed case-studies respectively, through random sampling and analyzed through Multinomial Logistic Regression. Those categories of independent variables that showed p-value ≥ 0.05 were considered to model the results. The main findings showed that in developed countries TV, mobile phone subscriptions and international news channels were prominent source of information whilst in developing countries multiple messengers, Facebook and contributory websites were impactful for information dissemination. The results are useful for academia, engineers, and policy makers and for future work same variables can be tested for different disaster affected communities.
摘要:本文报道了广泛的信息通信技术(ict)的潜力被削弱,这些技术在不同的洪水阶段仍然有效,但却被忽视,以交换交通、旅行和疏散相关信息。其目的是确定人们发现在洪水生命周期内可用的便利信息通信技术。为此,根据个人能力、人口统计和基于车辆的信息等,对信息通信技术与18个不同变量进行了测试。采用随机抽样的方法,从发展中国家和发达国家的洪水易发社区中分别招募105名和102名受试者,采用多项Logistic回归进行分析。那些显示p值≥0.05的自变量类别被认为对结果进行建模。主要发现表明,在发达国家,电视、手机订阅和国际新闻频道是重要的信息来源,而在发展中国家,多个信使、Facebook和贡献网站对信息传播具有影响力。这些结果对学术界、工程师和政策制定者以及未来的工作都很有用,同样的变量可以在不同的受灾社区进行测试。
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引用次数: 0
Research of an Influence of a Traffic Flow Movement Intensity Change on the Possibility of Nonstop Passage of the Traffic Lights Objects 交通流运动强度变化对红绿灯目标不间断通过可能性的影响研究
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-04-01 DOI: 10.2478/ttj-2022-0012
P. Mazyliuk, O. Sitovskyi, O. Prentkovskis, V. Dembitskyi, I. Murovanyi, Y. Bulik
Abstract There were examined the problems of passage of the regulated parts of a road. There were investigated the changes of a traffic movement intensity in Lutsk (Ukraine) during the spread of Covid-19 pandemic. The graphic dependences of the drivers’ actions estimation while passing the traffic lights objects on a chosen movement route at the beginning of quarantine measures, during the least movement intensity and at the increasing of movement intensity, were obtained. A method of increasing of a possibility of the traffic lights objects nonstop passage was offered.
摘要:研究了道路管制部分的通行问题。调查了新冠肺炎大流行传播期间乌克兰卢茨克市交通运动强度的变化。得到了隔离措施开始时、运动强度最小时和运动强度增加时驾驶员通过交通灯目标时的动作估计在选定运动路线上的图形依赖关系。提出了一种增加红绿灯物体不间断通过可能性的方法。
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引用次数: 0
A Public Value-Based, Multilevel Evaluation Framework to Examine Public Bike-Sharing Systems. Implications for Cities’ Sustainable Transport Policies 基于公共价值的公共自行车共享系统多层次评估框架。城市可持续交通政策的启示
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-04-01 DOI: 10.2478/ttj-2022-0016
Aldona Podgórniak-Krzykacz, Justyna Przywojska, Justyna Trippner-Hrabi
Abstract This article proposes a multilevel bike-sharing assessment framework based on the concept of public value. This approach makes it possible to combine customer satisfaction with the transport service system with determinants of demand for bicycle services in the form of value. The framework aims to evaluate the parameters of public bike systems (PBS) that determine user value, and that co-create user value, system value, and social and ecological value, to identify the characteristics of the bicycle that need improvement in order to meet users’ needs and optimize quality. The framework uses empirical verification through satisfaction surveys of PBS users in Lodz, Poland. The results of the study were subjected to factor analysis, which revealed four groups of factors that satisfy public bike users: (1) impact on the health, environment, mobility and traffic in the city, (2) reliability, and comfort, (3) intramodality, (4) price and technical availability.
摘要本文提出了一个基于公共价值概念的多级共享单车评估框架。这种方法可以将顾客对运输服务系统的满意度与价值形式的自行车服务需求决定因素结合起来。该框架旨在评估公共自行车系统(PBS)决定用户价值的参数,以及共同创造用户价值、系统价值、社会和生态价值的参数,以确定自行车需要改进的特征,以满足用户需求和优化质量。该框架通过对波兰罗兹PBS用户的满意度调查进行实证验证。对研究结果进行因子分析,揭示了满足公共自行车使用者的四组因素:(1)对城市健康、环境、机动性和交通的影响;(2)可靠性和舒适性;(3)模式内性;(4)价格和技术可得性。
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引用次数: 4
Social Distance Evaluation in Transportation Systems and Other Public Spaces using Deep Learning 基于深度学习的交通系统和其他公共空间的社会距离评估
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-04-01 DOI: 10.2478/ttj-2022-0014
M. Guerrieri, G. Parla
Abstract This research put forward an efficacious real-time deep learning-based technique to automate the process of monitoring the social distancing in transportation systems (e.g., bus stops, railway stations, airport terminals, etc.) and other public spaces with the purpose to mitigate the impact of coronavirus pandemic. The proposed technique makes use of the YOLOv3 model to segregate humans from the background of each image of a surveillance video and the linear Kalman filter for tracking the humans’ motion even in case in which another object or person overlaps the trajectory of the person under analysis. The performance of the model in human detection is extremely high as demonstrated by the accuracy of the model that reaches values higher than 95%. The detection algorithm can be applied for alerting people to keep a safe distance from each other when they are in crowded places or in groups.
本研究提出了一种基于深度学习的高效实时监测技术,以自动化监测公交车站、火车站、机场航站楼等交通系统和其他公共场所的社交距离过程,以减轻冠状病毒大流行的影响。该技术利用YOLOv3模型将人从监控视频的每个图像的背景中分离出来,并利用线性卡尔曼滤波器跟踪人的运动,即使在另一个物体或人与被分析的人的轨迹重叠的情况下。该模型在人体检测方面的性能非常高,模型的准确率达到95%以上。该检测算法可用于提醒人们在拥挤的地方或群体中保持安全距离。
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引用次数: 0
Occupancy Estimation at Bus Stops Through Wi-Fi Connectivity Assessment – A Study in Guayaquil City 通过Wi-Fi连接评估估算公交车站的占用率——在瓜亚基尔市的一项研究
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-02-01 DOI: 10.2478/ttj-2022-0009
Viviana Mero Cheme, Martin Herrera Martinez, Rayner Durango, V. S. Padilla
Abstract Guayaquil is one of the most congested cities on the American continent. Several users cannot access on-time transport service according to the demand requested at bus stops. This work presents a simulation of the Wi-Fi technology to determine the number of users present at a bus stop. The objective is to know an estimation of them in different time intervals throughout the day, which could be useful for several actions, e.g., to set up a better distribution of transportation schedules or to place the bus stops in more demanding sites by users. The methodology included simulation scenarios for user counting at the bus stops. The results depicted that Wi-Fi technology performed suitable even in high-level attenuation scenarios.
瓜亚基尔是美洲大陆上最拥挤的城市之一。部分用户在公交站点无法按要求获得准点交通服务。这项工作提出了Wi-Fi技术的模拟,以确定在公交车站出现的用户数量。目标是了解一天中不同时间间隔的估计,这可能对几个行动有用,例如,建立更好的交通时间表分布或将公共汽车站放置在用户要求更高的地点。该方法包括在公交车站点票的模拟场景。结果表明,即使在高衰减情况下,Wi-Fi技术也表现良好。
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引用次数: 0
Efficiency of Ship Operation in Transportation of Oversized and Heavy Cargo by Optimizing the Speed Mode Considering the Impact of Weather Conditions 考虑天气条件影响的航速模式优化对船舶大件重货运输效率的影响
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-02-01 DOI: 10.2478/ttj-2022-0007
S. Onyshchenko, O. Melnyk
Abstract Prior to commencing the voyage planning procedure, the entire navigation area on the forthcoming passage should be divided into several sections, depending on various factors, such as traffic density, restricted depths, availability of ship reporting systems, hydrometeorological conditions, high risk navigation areas in order to outline measures to ensure the safety of ship’s navigation. In addition, these factors have direct impact on the ship’s speed during the voyage. On the other hand, slow steaming can reduce fuel consumption on the same section of the route by 10-15%. Reducing the ship’s speed can significantly minimize its operating costs. However, when choosing economically feasible ship’s speed it should be kept in mind that reducing the speed can lead to a significant decrease in the number of voyages per year and, consequently, to the reduction of annual freight income. Therefore, a practically important and relevant problem is the necessity to find the speed of ship operation, which will provide a balance between economical fuel consumption and profits from ship operation. The classic approach to optimizing the speed mode of ships is based on the cubic dependence of fuel consumption on speed. Therefore, depending on the distance between ports, the duration of the voyage and the conditions for the time of arrival of the ship to the port, in the modern publications were proposed approaches to the optimization of the speed mode, based on the additional income or time-charter equivalent.
摘要在开始航次规划程序之前,应根据交通密度、限制深度、船舶报告系统的可用性、水文气象条件、高风险航区等各种因素,将未来航道上的整个航区划分为若干区段,以便概述保证船舶航行安全的措施。此外,这些因素对船舶航行中的航速也有直接的影响。另一方面,在同一段航线上,慢速蒸汽可以减少10-15%的燃油消耗。降低船速可以显著地减少其操作成本。然而,在选择经济上可行的航速时,应该记住,降低航速会导致每年航次的显著减少,从而减少年运费收入。因此,一个现实中重要而相关的问题是,必须找到船舶运行速度,使其在经济燃油消耗和船舶运行利润之间取得平衡。船舶航速模式优化的经典方法是基于燃油消耗对航速的三次依赖关系。因此,根据港口之间的距离、航程的持续时间和船舶到达港口的时间条件,在现代出版物中提出了基于额外收入或定期租船当量的速度模式优化方法。
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引用次数: 3
A New Method to Boost VoIP Performance Over IPv6 Networks 一种提高IPv6网络VoIP性能的新方法
IF 1.4 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2022-02-01 DOI: 10.2478/ttj-2022-0006
Mosleh M Abualhaj, Sumaya N. Al-Khatib
Abstract The demands on virtual communication have increased noticeably during the COVID-19 pandemic lockdown. As an essential part of virtual communication, VoIP should be promoted to achieve the desired level of performance. One critical area investigated in VoIP is the bandwidth utilization (BWU) of the VoIP over IPv6 networks. Enhancing BWU will impact call capacity and quality; it increases call capacity and boosts call quality. Unfortunately, a considerable amount of bandwidth is wasted when running VoIP over IPv6 networks. This is due to the large size of the IPv6 header and the small size of the speech frame. This paper proposes a new method to handle the inefficient BWU when running VoIP over IPv6 networks. The proposed method combines multiplexing multiple VoIP packets in one IPv6 header and using the superfluous fields to carry a portion of the speech frame. Therefore, the proposed is called packet multiplexing and carrier fields (PMCF). Investigation of the PCMF method has been done using four metrics to measure the promotion in BWU, namely calls capacity, header size, bandwidth saving, and speech frame shortening metrics. With the four metrics, the PMCF method has outperformed the comparable methods. For instance, the call capacity has been promoted by up to 269% compared to the typical IPv6 method in the tested scenarios. Therefore, the PMCF method is a feasible solution to facilitate the BWU of VoIP when running VoIP over IPv6 networks.
新冠肺炎疫情防控期间,虚拟通信需求明显增加。作为虚拟通信的重要组成部分,VoIP应得到推广,以达到预期的性能水平。VoIP研究的一个关键领域是IPv6网络上VoIP的带宽利用率(BWU)。加强BWU会影响通话容量和质素;增加通话容量,提高通话质量。不幸的是,在IPv6网络上运行VoIP时,浪费了相当多的带宽。这是由于IPv6报头的大小和小的语音帧的大小。本文提出了一种新的方法来解决IPv6网络上运行VoIP时低效率的BWU问题。该方法将多个VoIP数据包在一个IPv6报头中进行多路复用,并使用多余的字段来携带部分语音帧。因此,该方案被称为PMCF (packet multiplexing and carrier fields)。采用呼叫容量、报头大小、带宽节省和语音帧缩短四个指标来衡量BWU中的提升,对PCMF方法进行了研究。在这四个指标上,PMCF方法优于其他可比较的方法。例如,在测试场景中,与典型的IPv6方式相比,通话容量提升了269%。因此,在IPv6网络上运行VoIP时,PMCF方法是实现VoIP BWU的可行方案。
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引用次数: 4
期刊
Transport and Telecommunication Journal
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