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Operational performance evaluation of a container terminal using data mining and simulation 利用数据挖掘和模拟对集装箱码头的运营绩效进行评估
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100127
Tiago Novaes Mathias , Hideyo Inutsuka , Takeshi Shinoda , Yoshihisa Sugimura

The efficient operation of container terminals facilitates the seamless flow of goods across borders. New technologies such as big data, data mining, and simulation models, have emerged in the maritime industry, enabling optimization and performance evaluation. This study investigated how data science using operational data can improve container terminal operations, drive efficiency, enhance throughput, and bolster competitiveness in the shipping sector. Decision-making within container terminals, particularly in determining optimal container stacking locations, poses a significant challenge owing to the multitude of factors at play. By analyzing the datasets, new strategies and policies can be simulated to minimize container rehandling operations. This study focuses on the Hakata International Container Terminal in Japan, where daily operational data from rubber-tired gantry equipment are used to investigate container movements. A significant reduction in the total number of movements required to perform container-handling operations was demonstrated by implementing data-driven strategies and simulation modeling.

集装箱码头的高效运作有助于货物跨境无缝流动。海运业出现了大数据、数据挖掘和模拟模型等新技术,使优化和性能评估成为可能。本研究探讨了数据科学如何利用运营数据改善集装箱码头运营、提高效率、增加吞吐量并增强航运业的竞争力。集装箱码头内的决策制定,尤其是确定最佳集装箱堆放位置的决策制定,因涉及众多因素而面临巨大挑战。通过分析数据集,可以模拟出新的策略和政策,从而最大限度地减少集装箱重新装卸作业。本研究以日本博多国际集装箱码头为研究对象,利用橡胶龙门设备的每日运行数据来调查集装箱的移动情况。通过实施数据驱动策略和模拟建模,证明集装箱装卸作业所需的总移动次数大幅减少。
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引用次数: 0
Economic impact analysis of developing the JR Haneda Airport Access Line 开发 JR 羽田机场交通线的经济影响分析
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100128
Tetsuji Sato , Yuta Ito , Yuta Tsuzuki

The East Japan Railway Company is planning a new access railway line to the Tokyo International (Haneda) Airport. This paper proposes an evaluation method for the development of the new airport access line considering the socioeconomic characteristics of the Greater Tokyo Area and indicates what is needed to increase its social value. As the evaluation method, we develop an econometric model that considers commuters’ trip behaviors across prefectures and the relationship between the increased number of Meeting, Incentive Travel, Convention, Exhibition and Event (MICE) visitors and the regional economy. We also conduct a simulation analysis using an empirical econometric model and a cost-effectiveness analysis based on multiple scenarios. The results indicate that a 50% increase in MICE visitors is needed to make the present discounted value of the total increase in the gross regional product larger than the construction cost of the line.

东日本旅客铁道公司正在规划一条通往东京国际(羽田)机场的新铁路线。本文结合大东京地区的社会经济特点,提出了新机场通道线路开发的评估方法,并指出了提高其社会价值所需的条件。作为评估方法,我们建立了一个计量经济学模型,该模型考虑了乘客在各都道府县的出行行为,以及会议、奖励旅游、大会、展览和活动(MICE)游客数量的增加与地区经济之间的关系。我们还使用实证计量经济学模型进行了模拟分析,并根据多种方案进行了成本效益分析。结果表明,会展游客需要增加 50%,才能使地区生产总值总增长的现贴现值大于该线路的建设成本。
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引用次数: 0
Comparative analysis of various pedestrian-crossing facilities on highways and the selection of a cost-effective facility by maximizing the benefit-cost ratio 对高速公路上的各种行人过街设施进行比较分析,并通过效益成本比最大化来选择具有成本效益的设施
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100123
Md Atiqullah Bhuiyan , Mihoko Matsuyuki , Shinji Tanaka

In high-density pedestrian crossflow locations, pedestrians considerably affect the vehicle flow. On arterial roads where speed is the main concern, unanticipated pedestrian crossings generate conflicts between vehicles and pedestrians, thereby creating congestion and increasing the travel time cost. In this study, the viability of various pedestrian crossing facilities is evaluated in terms of the flow characteristics and benefit-cost ratio (BCR). Grade-separated pedestrian crossing facilities offer high mobility and save travel time costs for vehicles; however, these are sometimes discouraged because of high construction costs. The optimal crossing facility is determined by comparing the travel time costs for both the vehicles and pedestrians. This study argues that grade-separated crossings yield a superior BCR in areas with limited pedestrian traffic, whereas in densely pedestrianized areas, pedestrian signals boast the highest BCR among all pedestrian crossing facilities. These findings will improve the planning of cost-effective pedestrian crossing facilities.

在人流密集的交叉路口,行人会对车流产生很大影响。在以车速为主要考虑因素的主干道上,意料之外的人行横道会引发车辆与行人之间的冲突,从而造成拥堵并增加行车时间成本。在本研究中,我们根据人流特征和效益成本比(BCR)对各种行人过街设施的可行性进行了评估。分层行人过街设施具有较高的流动性,可为车辆节省出行时间成本;但由于建设成本较高,这些设施有时并不受欢迎。最佳的过街设施是通过比较车辆和行人的出行时间成本来确定的。本研究认为,在行人流量有限的地区,分层过街设施具有更高的通行时间成本,而在行人密集的地区,行人信号灯是所有行人过街设施中通行时间成本最高的。这些研究结果将改善具有成本效益的行人过街设施的规划。
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引用次数: 0
Effects of physical functional characteristics of older drivers on spatial cognition at unsignalized intersections 老年驾驶员的身体功能特征对无信号交叉路口空间认知的影响
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100140
Yasuhiro Mimura , Keiichi Higuchi , Ryo Tomura , Shinji Yoshida

This study analyzed the relationship between gaze behavior and physical functions of elderly drivers at unsignalized intersections, which have spatial characteristics that make elderly drivers more likely to be on the at-fault side of a collision. Twenty-nine elderly and 14 non-elderly drivers were asked to view 360-degree videos from five different routes of two unsignalized intersections under conditions similar to actual driving. The results were as follows. (1) The eye movement distance (EMD) was shorter for elderly drivers in most of the driving sections, with the section "At slowdown" on non-priority roads being the section where a significant difference was likely to occur. (2) For both elderly and non-elderly drivers, the amount of EMD was significantly related to visual and general physical functions such as flexibility, equilibrium, and agility.

本研究分析了老年驾驶员在无信号灯交叉路口的注视行为与身体机能之间的关系,因为无信号灯交叉路口的空间特征使得老年驾驶员更有可能成为碰撞事故的过错方。研究人员要求 29 名老年驾驶员和 14 名非老年驾驶员在与实际驾驶类似的条件下观看两个无信号交叉路口五条不同路线的 360 度视频。结果如下(1) 在大多数驾驶路段中,老年驾驶者的眼动距离(EMD)都较短,而在非优先道路的 "减速 "路段中,老年驾驶者的眼动距离可能会出现显著差异。(2) 无论是老年驾驶者还是非老年驾驶者,眼动距离的长短都与视觉和一般身体机能(如灵活性、平衡性和敏捷性)有显著关系。
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引用次数: 0
How do fares affect the utilization of ride-hailing services: Evidence from Uber Japan's experiments 票价如何影响打车服务的使用率?优步日本公司的实验证据
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2023.100121
Krittanai Sriwongphanawes, Daisuke Fukuda

Ride-hailing has been introduced and has become popular in many major cities worldwide. The service often relies on the use of dynamic pricing, in which fares are adjusted in real time. Therefore, understanding the impact of fare on demand is necessary for the operation of ride-hailing. The aim of this study is to empirically investigate the impact of fares on demand through price elasticities using the session data of Uber taxis from Uber Japan's experiments in two cities: Nagoya and Kyoto. A mixed logit model with a flexible mixing distribution was estimated to capture the taste heterogeneity among riders, which increased the reliability of the result. The estimation results indicated that most riders were price inelastic, with an average price elasticity of approximately −0.2 to −0.1. These findings are useful for ride-hailing companies and policymakers because they provide valuable information to enable the maximization of profit or benefit to customers.

世界各地的许多大城市都推出并流行打车服务。这种服务通常依赖于动态定价,即实时调整票价。因此,了解票价对需求的影响对打车服务的运营十分必要。本研究的目的是利用 Uber 日本公司在两个城市的实验数据,通过价格弹性来实证研究车费对需求的影响:名古屋和京都。为了捕捉乘客之间的口味异质性,采用了具有灵活混合分布的混合对数模型进行估计,从而提高了结果的可靠性。估计结果表明,大多数乘客缺乏价格弹性,平均价格弹性约为-0.2 至-0.1。这些研究结果对打车公司和政策制定者很有帮助,因为它们提供了有价值的信息,有助于实现利润或客户利益的最大化。
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引用次数: 0
Simultaneous optimization of network and fares for self-financing public transportation system 同时优化自筹资金公共交通系统的网络和票价
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100135
Atsushi Sugama , Makoto Okumura

The public transportation system in densely populated areas is often managed as a self-financing system due to fare passenger revenues. In a self-financing system, the network structure and the monetary fare mutually interact; therefore, it is efficient to design both simultaneously. We developed an optimization model that endogenously determines the bus network and fares to maximize the total social surplus of the region. In this study, we conducted numerical applications of the model to a public transportation system around a railroad station in a metropolitan suburb area. The results showed that the optimal network topology changes with the scale of demand, and network shape significantly alters the optimal fare structure. Three types of virtual regions were examined to illustrate optimal fares.

人口稠密地区的公共交通系统通常是以乘客票价收入为基础的自筹资金系统。在自筹资金系统中,网络结构和货币票价是相互影响的;因此,同时设计两者是有效的。我们建立了一个优化模型,通过内生决定公交网络和票价,使该地区的社会总剩余最大化。在本研究中,我们将该模型应用于大都市郊区铁路车站周围的公共交通系统。结果表明,最佳网络拓扑结构会随着需求规模的变化而变化,网络形状会显著改变最佳票价结构。研究了三种类型的虚拟区域,以说明最优票价。
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引用次数: 0
How transit-oriented development concepts and strategies influenced green transport systems: A meta-analysis approach 以公交为导向的发展概念和战略如何影响绿色交通系统:荟萃分析法
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100136
Barbara T.H. Yen , Corinne Mulley , Maggie Y.J. Chen , Yu-Chiun Chiou

Transit-oriented development (TOD) is a major planning tool to promote green transport mode share. There are many previous studies in this field but with very diverse research focuses and outcomes. This study has classified the research purposes of previous studies into four categories: exploratory; potential and challenges; performance evaluation; and in-depth investigation. To identify critical factors that might influence green transport systems, a systematic literature review is delivered via a meta-analysis. Specifically, green transport mode share was set as the dependent variable and a proxy for TOD outcomes. From the model results, several key factors are identified. For example, built environment planning (e.g., pedestrian sidewalks) plays a critical role in green transport systems. The main findings of this paper can provide clear direction to current TOD, such as how to improve TOD outcomes and providing planning guidance for potential TOD.

公交导向发展(TOD)是促进绿色交通方式共享的主要规划工具。以往在这一领域有许多研究,但研究重点和成果各不相同。本研究将以往研究的目的分为四类:探索;潜力与挑战;绩效评估;深入调查。为了确定可能影响绿色交通系统的关键因素,本研究通过元分析进行了系统的文献综述。具体而言,绿色交通模式份额被设定为因变量,也是交通发展成果的替代变量。根据模型结果,确定了几个关键因素。例如,建筑环境规划(如人行道)在绿色交通系统中起着至关重要的作用。本文的主要结论可为当前的 TOD 提供明确的方向,如如何改善 TOD 的成果,并为潜在的 TOD 提供规划指导。
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引用次数: 0
Tourist excursion model considering trip chain choice and duration of stay 考虑旅行链选择和停留时间的游客游览模式
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100146
Ryuichi Tani , Haruki Shimizu , Kenetsu Uchida , Daisuke Fukuda

This study proposes two tourist excursion behavior models. One is the trip chain-based model, in which the tourist behavior is represented by a trip chain and the duration of stay at each tourist spot in the trip chain. The model is based on the tourist's utility maximization, where a tourist allocates the time budget along the trip chain generated from our proposed algorithm formulated as dynamic programming. The proposed model assumes that travel data obtained from Wi-Fi sensors are available. We also proposed the Trip-based model, which estimates the transition ratio of a tourist trip between tourist spots based on the tourist's utility maximization. The trip-based model only partially captures the excursion behavior but is available when only tip data between two nodes in the network is available. To demonstrate the models presented in the paper, we calibrated parameters and predicted the tourist demand in a test and real networks.

本研究提出了两种游客游览行为模型。一个是基于行程链的模型,游客行为由行程链和行程链中每个景点的停留时间来表示。该模型以游客的效用最大化为基础,游客根据我们提出的动态编程算法生成的行程链分配时间预算。我们提出的模型假设游客可以从 Wi-Fi 传感器获得旅行数据。我们还提出了基于行程的模型,该模型根据游客的效用最大化来估算游客在旅游景点之间的行程转换率。基于行程的模型只能部分捕捉游览行为,但在只有网络中两个节点之间的小费数据时,该模型是可用的。为了证明本文提出的模型,我们校准了参数,并预测了测试网络和真实网络中的游客需求。
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引用次数: 0
An enhanced Modelling approach for warehouse sharing platform system designing problem 仓库共享平台系统设计问题的增强建模方法
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100147
Zeren Xing , Yuehui Wu , Shuangyuan Yu

With the increasing importance of sustainability, warehouse sharing arises as a possible way to improve the logistics system efficiency. This paper studied the warehouse sharing platform systems (WSPS) and proposed an enhanced modelling approach for the WSPS design problem (WSPSDP) using the multi-allocation hub location routing problem framework. New elements, such as inter-warehouse transportation and multi-allocation scheme, were considered compared to the existing WSPS model. Then, an adaptive large neighbourhood decomposition search heuristic was applied to solve our problem. Computational experiments were conducted on different-sized instances to compare the WSPS model without inter-warehouse transportation (WSPSDP-WI) and the WSPS model with single-allocation scheme (WSPSDP-SA). The results suggested that our proposed WSPSDP model is more cost-efficient than the existing WSPS models, reducing 15.38% and 1.43% operation costs compared to the WSPSDP-WI and WSPSDP-SA models. Finally, our proposed WSPSDP model also has the potential to promote the utilisation of existing cheap idle warehouses.

随着可持续发展的重要性日益凸显,仓库共享成为提高物流系统效率的一种可能途径。本文对仓库共享平台系统(WSPS)进行了研究,并利用多分配枢纽位置路由问题框架,提出了一种针对 WSPS 设计问题(WSPSDP)的增强建模方法。与现有的 WSPS 模型相比,考虑了仓库间运输和多分配方案等新元素。然后,应用自适应大邻域分解搜索启发式来解决我们的问题。在不同大小的实例上进行了计算实验,以比较无仓库间运输的 WSPS 模型(WSPSDP-WI)和有单一分配方案的 WSPS 模型(WSPSDP-SA)。结果表明,我们提出的 WSPSDP 模型比现有的 WSPS 模型更具成本效益,与 WSPSDP-WI 和 WSPSDP-SA 模型相比,分别降低了 15.38% 和 1.43% 的运营成本。最后,我们提出的 WSPSDP 模型还有可能促进现有廉价闲置仓库的利用。
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引用次数: 0
Drivers' collision avoidance behavior: Timing of pedestrian detection when turning right at signalized intersections 驾驶员的避撞行为:在信号灯控制的交叉路口右转时检测行人的时机
Pub Date : 2024-01-01 DOI: 10.1016/j.eastsj.2024.100132
Chinami Fukui , Sho Takahashi , Toru Hagiwara

This study evaluated drivers' collision avoidance behavior by focusing on the timing of their visual detection of pedestrians when turning right at signalized intersections. A headset-based virtual reality driving simulator was used to monitor drivers' behavior. The experiment showed that early detection of pedestrians can reduce the potential for severe conflicts. Drivers found it difficult to detect pedestrians early when using a gap between oncoming vehicles to turn right. Based on gaze tracking, we propose and validate a safety level that could potentially evaluate the potential for conflict between pedestrians and a right-turning vehicle. To increase safety level reliability, the speed of the right-turning vehicle should be included in addition to the eye measurements.

本研究通过关注驾驶员在信号灯控制的交叉路口右转时视觉检测到行人的时机,评估了驾驶员的避免碰撞行为。研究使用了基于耳机的虚拟现实驾驶模拟器来监测驾驶员的行为。实验结果表明,及早发现行人可以减少潜在的严重冲突。驾驶员发现,在利用迎面车辆之间的空隙右转时,很难及早发现行人。基于注视跟踪,我们提出并验证了一种安全等级,它可以评估行人与右转车辆之间发生冲突的可能性。为了提高安全等级的可靠性,除了眼动测量之外,还应包括右转车辆的速度。
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引用次数: 0
期刊
Asian Transport Studies
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