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Do users' characteristics really influence the perceived service quality of Multimodal Transportation Hub (MMTH)? An association rules mining approach 用户的特征真的会影响多式联运枢纽(MMTH)的感知服务质量吗?一种关联规则挖掘方法
Pub Date : 2023-06-01 DOI: 10.1016/j.multra.2023.100069
Vivek Chauhan, Akshay Gupta, Manoranjan Parida

Exploring approaches for improving the service quality (SQ) of the urban multimodal transportation hub (MMTH) and alluring new passengers for providing seamless and sustainable mobility are the major concerns and objectives for transport planners and operating agencies in the contemporary world. Considering the fact, the present study endeavours to identify the association of users’ socio-demographics and travel characteristics with different service quality levels developed for a MMTH. The data was collected from 515 users of Anand Vihar MMTH, Delhi. K-means clustering categorized SQ in three levels: low, medium, and high. Association Rules Mining approach was used to generate various interesting rules, which also highlighted the disparity among users’ perceptions on the basis of three different SQ levels. Results demonstrated that the ‘passengers travelling 3 to 5 times per week’, ‘those who were having the availability of driving license’, ‘users with more than 15 minutes of transfer time’, and ‘the female users’ were the least satisfied with the SQ of MMTH. Interestingly, ‘the graduates with high-income travelling for work purpose’ and ‘users who were retired from their jobs’ were highly convinced with SQ. The research outcomes will be advantageous to the transport policy makers while implementing the user-based policies in the MMTH for embellishing the public transport infrastructure and to make the urban cities inclusive, resilient, safe and sustainable.

探索提高城市多式联运枢纽(MMTH)服务质量的方法,吸引新乘客提供无缝和可持续的出行,是当代世界交通规划者和运营机构的主要关注点和目标。考虑到这一事实,本研究试图确定用户的社会人口统计和旅行特征与为MMTH开发的不同服务质量水平之间的关联。该数据来自德里Anand Vihar MMTH的515名用户。K-means聚类将SQ分为三个层次:低、中、高。关联规则挖掘方法被用来生成各种有趣的规则,这也突出了用户在三个不同的SQ级别上的感知差异。结果表明,“每周出行3至5次的乘客”、“有驾驶执照的人”、“换乘时间超过15分钟的用户”和“女性用户”对MMTH的SQ最不满意。有趣的是,“高收入工作出行的毕业生”和“退休用户”对SQ非常信服。研究结果将有利于交通政策制定者,同时在MMTH中实施基于用户的政策,以美化公共交通基础设施,使城市具有包容性、弹性,安全和可持续。
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引用次数: 0
Which transport modes do people use to travel to coworking spaces (CWSs)? 人们使用哪些交通方式前往共同工作空间(CWS)?
Pub Date : 2023-06-01 DOI: 10.1016/j.multra.2023.100078
Stéphanie Souche-Le Corvec

There are many different ways of practicing coworking, and many different forms of CoWorking Spaces (CWSs). In this paper, we define CWSs in economic and spatial terms, and we provide some explanations on the transport mode used to travel to. Is the transport mode used to get to CWSs the same as that which is usually used for travel for work purposes? Does the spatial location of the CWS (in large city - medium-sized town - rural community) have an impact on the transport mode choice? The key issue is determining whether these new working spaces favor a shift in travel behavior toward practices less centered on the car. We use a survey of coworkers conducted in 2019 in the Auvergne-Rhône-Alpes Region (AURA), from which data is processed using a binomial logit model. The estimation results show that the mode choice for traveling to CWSs does not allow us to identify a characteristic that is fundamentally different from mode choice for work purpose. However, the availability of a parking place in CWSs is identified as a possible public policy level.

有许多不同的方式来练习共同工作,也有许多不同形式的共同工作空间。在本文中,我们从经济和空间角度对CWS进行了定义,并对前往CWS的交通方式进行了一些解释。前往CWS所使用的交通方式与通常用于工作目的的交通方式相同吗?CWS(大城市-中等城镇-农村社区)的空间位置是否对交通方式的选择有影响?关键问题是确定这些新的工作空间是否有利于旅行行为向不那么以汽车为中心的实践转变。我们使用了2019年在奥弗涅-罗纳-阿尔卑斯地区(AURA)对同事进行的一项调查,其中的数据使用二项式logit模型进行处理。估计结果表明,前往CWS的模式选择不允许我们识别与工作目的的模式选择根本不同的特征。然而,CWS停车位的可用性被确定为一个可能的公共政策层面。
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引用次数: 1
Are facilities to support alternative modes effective in reducing congestion?: Modeling the effect of heterogeneous traffic conditions on vehicle delay at intersections 支持替代模式的设施是否能有效减少拥堵?:异质交通条件对交叉口车辆延误影响的建模
Pub Date : 2023-03-01 DOI: 10.1016/j.multra.2022.100050
Swapneel R. Kodupuganti , Srinivas S. Pulugurtha

Multimodal facilities are being built in a majority of urban areas to accommodate both motorized and non-motorized traffic. The resulting transportation system is susceptible to complex interactions between different modes and users. These complex interactions are hard to quantify and capture on a regular basis. There is a need to rely on a microsimulation platform to replicate such real-world scenarios and forecast future conditions. This study focuses on assessing the effect of heterogeneous traffic conditions involving multiple modes like light rail transit (LRT), walking, bicycling, and motorized traffic on vehicle delay at intersections using Vissim traffic simulation software. A 2.5-mile urban arterial corridor comprising of seven at-grade and two grade-separated signalized intersections along US-29 route in the city of Charlotte, NC, USA was chosen for analysis and modeling. Base simulation model was developed by replicating the traffic scenario for the year 2018 (without LRT and non-motorized traffic). External controllers like VisVAP and Viswalk were used to assign signal priority and model heterogenous traffic conditions. The vehicle operational performance of the corridor improved along the major street after the addition of the LRT. An increase in vehicle delay on the major street was observed with an increase in the non-motorized traffic. Contrarily, the operational performance of the cross-streets at at-grade intersections did not see any significant change due to the addition of non-motorized traffic. The proposed framework assists planners to assess the impact of adding a new transit system like LRT and associated non-motorized traffic on the urban corridor.

大多数城市地区正在建设多式联运设施,以容纳机动和非机动交通。由此产生的运输系统容易受到不同模式和用户之间复杂互动的影响。这些复杂的相互作用很难定期量化和捕捉。需要依靠微观模拟平台来复制这种真实世界的场景并预测未来的情况。本研究的重点是使用Vissim交通模拟软件评估涉及轻轨交通(LRT)、步行、骑自行车和机动交通等多种模式的异质交通条件对交叉口车辆延误的影响。选择美国北卡罗来纳州夏洛特市的一条2.5英里长的城市主干道进行分析和建模,该走廊由US-29路线上的七个平面和两个平面分离的信号交叉口组成。基础模拟模型是通过复制2018年的交通场景(没有轻轨和非机动交通)而开发的。VisVAP和Viswalk等外部控制器用于分配信号优先级并对异质交通条件进行建模。在增加轻铁后,沿主要街道的走廊的车辆运行性能有所改善。主要街道上的车辆延误随着非机动交通的增加而增加。相反,由于非机动交通的增加,平面交叉口交叉街道的运营性能没有出现任何显著变化。拟议的框架有助于规划者评估增加轻轨等新交通系统和相关非机动交通对城市走廊的影响。
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引用次数: 4
A method for evaluating the balance of land use and multimodal transport system of new towns/cities using an integrated modeling framework 一种使用综合建模框架评估新城/城市土地利用和多式联运系统平衡的方法
Pub Date : 2023-03-01 DOI: 10.1016/j.multra.2022.100063
Raymond Akuh , Ming Zhong , Asif Raza , Yiming Dong

The majority of cities in both developed and developing countries are confronted with negative externalities from imbalanced land-use and transportation systems. This is mainly due to fast urbanization process as well as the separated planning of the land use and transportation systems. In most of these countries, new towns and cities are being built in the suburban areas to meet the growing demands. However, there are limited methods in the literature detailing how the balance of land use and the transportation system can be examined, especially those involving new town developments. In this study, a framework is proposed. Within the proposed framework, an integrated land-use transport model is developed (using the Production, Exchange, and Consumption Allocation System (PECAS)) and calibrated to forecast land-use activities, which includes a land-use sub-model for estimating future land use patterns and a multimodal transport sub-model to predict travel demand. Furthermore, a method for evaluating the balance between land use activities and the transportation system is adopted and modified at both the local level – traffic analysis zone (TAZs) and system-level – region connecting the new city and main city. The proposed balance evaluation framework is applied to the Yangtze River New City (YRNC) of the City of Wuhan as a case study. The results from the case study show that the proposed framework can be used to examine the balance of land use and transportation system of new towns and cities at both local and regional levels as a versatile decision-support system (DSS) for sustainable planning and development of new towns and cities.

发达国家和发展中国家的大多数城市都面临着土地利用和交通系统失衡带来的负外部性。这主要是由于快速的城市化进程以及土地利用和交通系统的分离规划。在这些国家中,大多数国家都在郊区建造新城,以满足日益增长的需求。然而,文献中详细说明如何检查土地利用和交通系统的平衡的方法有限,尤其是涉及新城开发的方法。在本研究中,提出了一个框架。在拟议框架内,开发了一个综合土地利用运输模型(使用生产、交换和消费分配系统),并进行了校准,以预测土地利用活动,其中包括一个用于估计未来土地利用模式的土地利用子模型和一个用于预测出行需求的多式联运子模型。此外,在地方层面——交通分析区(TAZ)和系统层面——连接新城和主城的区域,采用并修改了一种评估土地利用活动与交通系统之间平衡的方法。以武汉市长江新城为例,运用所提出的平衡评价框架进行了实证分析。案例研究的结果表明,该框架可用于考察地方和区域层面的新市镇土地利用和交通系统的平衡,作为新市镇可持续规划和发展的多功能决策支持系统。
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引用次数: 1
Investigation of the drivers of logistics outsourcing in the United Kingdom's pharmaceutical manufacturing industry 英国医药制造业物流外包驱动因素调查
Pub Date : 2023-03-01 DOI: 10.1016/j.multra.2022.100064
Altahir Ali , Mengqiu Cao , Julian Allen , Qihao Liu , Yantao Ling , Long Cheng

Logistics outsourcing is a practice commonly used by firms to allow them to access capabilities that they lack internally. Although the main drivers of outsourcing in general are fairly well known, the question of what explains logistics outsourcing decisions within the UK pharmaceutical manufacturing industry, in particular, remains under-researched. Therefore, this study aims to bridge the aforementioned gap in the literature. We surveyed 49 drug manufacturers located in the UK using a web-based questionnaire. The data collected were analysed using logistics regression, exploratory factor analysis, and t-tests. We found that UK drug manufacturers regard improving quality and reliability and reducing logistics costs as the most significant reasons for outsourcing logistics services. We also found a direct positive relationship between the service provider's techno-commercial offerings and delivery performance, and the likelihood of being selected to provide these services. We further explored materials transportation, product delivery, research and development, and clinical trials, which are among the most frequently outsourced logistics activities in the UK pharmaceutical manufacturing industry. The study contributes to the wider literature on logistics outsourcing, and more specifically to that on the UK pharmaceutical manufacturing industry. Findings from this research can also be used to guide outsourcing practitioners’ decisions about the selection of logistics service providers. In addition, the study can help to enhance the service providers' understanding of why firms buy logistics services and which services they are likely to buy.

物流外包是企业通常使用的一种做法,允许他们获得内部缺乏的能力。尽管外包的主要驱动因素是众所周知的,但如何解释英国制药制造业的物流外包决策,尤其是这个问题仍有待研究。因此,本研究旨在填补上述文献中的空白。我们使用基于网络的问卷调查了位于英国的49家药品制造商。使用物流回归、探索性因素分析和t检验对收集的数据进行分析。我们发现,英国药品制造商将提高质量和可靠性以及降低物流成本视为外包物流服务的最重要原因。我们还发现,服务提供商的技术商业产品与交付绩效以及被选中提供这些服务的可能性之间存在直接的正相关关系。我们进一步探索了材料运输、产品交付、研发和临床试验,这些都是英国制药行业最频繁的外包物流活动。这项研究有助于更广泛的物流外包文献,更具体地说,有助于英国制药制造业的文献。这项研究的结果也可以用来指导外包从业者选择物流服务提供商的决策。此外,这项研究有助于提高服务提供商对企业为什么购买物流服务以及他们可能购买哪些服务的理解。
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引用次数: 10
Investigating pedestrian behaviour in urban environments: A Wi-Fi tracking and machine learning approach 调查城市环境中的行人行为:Wi-Fi跟踪和机器学习方法
Pub Date : 2023-03-01 DOI: 10.1016/j.multra.2022.100049
Avgousta Stanitsa, Stephen H Hallett, Simon Jude

Urban geometry plays a critical role in determining paths for pedestrian flow in urban areas. To improve the urban planning processes and to enhance quality of life for end-users in urban spaces, a better understanding of the factors influencing pedestrian movement is required by decision-makers within the urban design and planning industry. The aim of this study is to present a novel means to assess pedestrian routing in urban environments. As a unique contribution to knowledge and practice, this study: (a) enhances the body of knowledge by developing a conceptual model to assess and classify pedestrian movement behaviours, utilising machine learning algorithms and location data in conjunction with spatial attributes, and (b) extends previous research by revealing spatial visibility as a driver for pedestrian movement in urban environments. The importance of the findings lies in the perspective of revealing novel insights concerning individual preferences and behaviours of end-users and the utilisation of urban spaces. The approaches developed can be utilised for observations in large-scale contexts, as an addition to traditional methods. Application of the model in a high pedestrian traffic-dense retail urban area in London reveals clear and consistent relationships amongst spatial visibility, individuals’ motivation, and knowledge of the area. Key behaviours established in the study area are grouped into two activity categories: (i) Utilitarian walking (with motivation - expert and novice striders) and (ii) Leisure walking (no motivation - expert and novice strollers). The approach offers an insightful and automated means to understand pedestrian flow in urban contexts and informs wider wayfinding, walkability, and transportation knowledge.

城市几何形状在确定城市地区行人流动路径方面发挥着关键作用。为了改进城市规划流程,提高城市空间最终用户的生活质量,城市设计和规划行业的决策者需要更好地了解影响行人流动的因素。本研究的目的是提出一种新的方法来评估城市环境中的行人路线。作为对知识和实践的独特贡献,本研究:(a)通过开发一个概念模型来评估和分类行人运动行为,利用机器学习算法和位置数据以及空间属性,增强知识体系,(b)通过揭示空间能见度作为城市环境中行人运动的驱动因素,扩展了先前的研究。研究结果的重要性在于揭示关于最终用户的个人偏好和行为以及城市空间利用的新见解。所开发的方法可用于大规模环境中的观测,作为传统方法的补充。该模型在伦敦一个行人流量高、零售密集的城市地区的应用揭示了空间可见性、个人动机和对该地区的了解之间清晰一致的关系。研究区域内确定的关键行为分为两类活动:(i)实用步行(有动机-专家和新手大步行走)和(ii)休闲步行(无动机-专家或新手推车行走)。该方法提供了一种深入而自动化的方法来理解城市环境中的行人流动,并为更广泛的寻路、步行性和交通知识提供了信息。
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引用次数: 6
Hybrid deep learning models for traffic stream variables prediction during rainfall 降雨期间交通流变量预测的混合深度学习模型
Pub Date : 2023-03-01 DOI: 10.1016/j.multra.2022.100052
Archana Nigam , Sanjay Srivastava

Adverse weather conditions like fog, rainfall, and snowfall affect the driver’s visibility, mobility of vehicle, and road capacity. Accurate prediction of the macroscopic traffic stream variables such as speed and flow is essential for traffic operation and management in an Intelligent Transportation System (ITS). The accurate prediction of these variables is challenging because of the traffic stream’s non-linear and complex characteristics. Deep learning models are proven to be more accurate for predicting traffic stream variables than shallow learning models because it extracts hidden abstract representation using layerwise architecture.

The impact of weather conditions on traffic is dependent on various hidden features. The rainfall effect on traffic is not directly proportional to the distance between the weather station and the road because of terrain feature constraints. The prolonged rainfall weakens the drainage system, affects soil absorption capability, which causes waterlogging. Therefore, to capture the spatial and prolonged impact of weather conditions, we proposed a soft spatial and temporal threshold mechanism. To fill out the missing weather data spatial interpolation techniques are used.

The traffic condition on a target road depends on the surrounding area’s traffic and weather conditions and relies on its own traffic characteristics. We designed the hybrid deep learning models, CNN-LSTM and LSTM-LSTM. The former model in the hybrid model extracts the spatiotemporal features and the latter model uses these features as memory. The latter model predicts the traffic stream variables depending upon the passed features and temporal input.

We perform multiple experiments to validate the deep learning model’s performance. The experiments show that a deep learning model trained with traffic and rainfall data gives better prediction accuracy than the model trained without rainfall data. The performance of the LSTM-LSTM model is better than other models in extracting long-term dependency between the traffic and weather data.

雾、降雨和降雪等恶劣天气条件会影响驾驶员的能见度、车辆机动性和道路通行能力。准确预测宏观交通流变量(如速度和流量)对于智能交通系统(ITS)中的交通运营和管理至关重要。由于交通流的非线性和复杂特性,这些变量的准确预测具有挑战性。深度学习模型被证明比浅层学习模型更准确地预测交通流变量,因为它使用分层架构提取隐藏的抽象表示。天气条件对交通的影响取决于各种隐藏的特征。由于地形特征的限制,降雨对交通的影响与气象站和道路之间的距离不成正比。长时间的降雨削弱了排水系统,影响了土壤的吸收能力,从而导致内涝。因此,为了捕捉天气条件的空间和长期影响,我们提出了一种软时空阈值机制。为了填补缺失的天气数据,使用了空间插值技术。目标道路上的交通状况取决于周围地区的交通和天气状况,并取决于其自身的交通特征。我们设计了混合深度学习模型CNN-LSTM和LSTM-LSTM。混合模型中的前一个模型提取时空特征,后一个模型使用这些特征作为记忆。后一种模型根据传递的特征和时间输入来预测交通流变量。我们进行了多个实验来验证深度学习模型的性能。实验表明,使用交通和降雨数据训练的深度学习模型比不使用降雨数据训练模型具有更好的预测精度。LSTM-LSTM模型在提取交通和天气数据之间的长期相关性方面优于其他模型。
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引用次数: 8
Factors influencing choice riders for using park-and-ride facilities: A case of Delhi 影响选择骑车人使用停车换乘设施的因素:以德里为例
Pub Date : 2023-03-01 DOI: 10.1016/j.multra.2022.100065
Aditya Manish Pitale , Manoranjan Parida , Shubhajit Sadhukhan

An uninterrupted growth of vehicles on road has been a major concern in the urban areas of developing countries, leading to congestion and delay in travel time. Public transport provides accessibility and addresses the adverse effects of using private vehicles to some extent but fails to attract private vehicle users. Park-and-Ride (P&R) is one such facility that not only reduces the number of vehicles on road but also attracts private vehicle users towards using public transport and to do so, the P&R should also be supported by the services that are important for users. This paper aims to determine the importance of different service factors to encourage choice riders towards using P&R as a reliable and sustainable mode of travel compared to drive along. Three analysis methods (GRA, RIDIT, and TOPSIS) were used to identify the influencing factors and the outcomes were further compared to determine the variation (if any). The results show factor of cleanliness as most important to choice riders, followed by the safety at the P&R. Choice riders preferred to have a better quality of service while the cost of using a P&R was of least importance. The procedure explained in this study can assist the decision making authorities to prioritise and offer services that are actually required to attract choice riders.

道路上车辆的不间断增长一直是发展中国家城市地区的一个主要问题,导致交通拥堵和出行时间延误。公共交通提供了无障碍性,并在一定程度上解决了使用私家车的不利影响,但未能吸引私家车用户。停车换乘(P&;R)就是这样一种设施,它不仅减少了道路上的车辆数量,而且吸引了私家车用户使用公共交通工具;R还应该得到对用户很重要的服务的支持。本文旨在确定不同服务因素对鼓励选择乘客使用P&;与自驾游相比,R是一种可靠且可持续的旅行方式。使用三种分析方法(GRA、RIDIT和TOPSIS)来确定影响因素,并进一步比较结果以确定变异(如果有的话)。结果表明,清洁因素是选择骑手最重要的因素,其次是P&;R.选择骑手更喜欢有更好的服务质量,而使用P&;R是最不重要的。本研究中解释的程序可以帮助决策当局优先考虑并提供吸引选择骑手所需的服务。
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引用次数: 3
An advanced intermodal service network model for a practical transition to synchromodal transport in the US Freight System: A case study 美国货运系统向同步运输过渡的先进多式联运服务网络模型:一个案例研究
Pub Date : 2023-03-01 DOI: 10.1016/j.multra.2022.100051
Nasibeh Zanjirani Farahani , James S. Noble , Ronald G. McGarvey , Moein Enayati

Free mode choice, termed “synchromodality,” is an extension of intermodal service network design and is still in the early stages of modeling development. European countries have already started moving toward realizing this innovative transportation system. However, advancement in global transport with longer distances is rare and needs more infrastructural preparation and studies to clarify the steps for such a transition. In this paper, an advanced intermodal service network model (AI-SNM) is proposed to support the development of synchromodal transportation systems. This mixed-integer programming (MIP) model finds the optimal path between O/D pairs while considering horizontal integration of variant transport modes in a supply chain network along with resource constraints and time windows. It minimizes the total transportation cost, transshipment cost, and tardiness with a penalty for delays at intermodal terminals and overdue costs at the destination that accounts for the opening and closing times of the terminals. In order to solve the model for large problem instances, an efficient multiobjective genetic algorithm using a novel coding approach is developed. The algorithm is tested on two US-based case studies, showing the capability of the model to provide cost- and time-saving advantages in long-haul freight. The results of this study can be applied to long-distance global transportation with similar geography and scale.

自由模式选择,称为“同步模式”,是多式联运服务网络设计的延伸,目前仍处于建模开发的早期阶段。欧洲国家已经开始着手实现这种创新的交通系统。然而,在长途运输方面取得进展是罕见的,需要更多的基础设施准备和研究来阐明这种过渡的步骤。本文提出了一种先进的多式联运服务网络模型(AI-SNM),以支持同步运输系统的发展。该混合整数规划(MIP)模型在考虑供应链网络中各种运输模式的水平集成以及资源约束和时间窗口的同时,找到了O/D对之间的最佳路径。它最大限度地减少了总运输成本、转运成本和延误,并对多式联运码头的延误和目的地的逾期成本进行了处罚,这说明了码头的开启和关闭时间。为了求解大型问题实例的模型,采用一种新的编码方法,开发了一种高效的多目标遗传算法。该算法在两个美国案例研究中进行了测试,表明该模型在长途货运中具有节省成本和时间的优势。该研究结果可应用于地理和规模相似的全球长途运输。
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引用次数: 2
Market competition oriented air-rail ticket fare optimization 面向市场竞争的空铁票价优化
Pub Date : 2023-03-01 DOI: 10.1016/j.multra.2022.100053
Rongyao Liu , Xinkai Gui , Dingjun Chen , Shaoquan Ni

In the business of intermodal passenger transport, fare optimization of intermodal products has significant effects on corporate revenue and passenger travel convenience. This study takes the competitive relationship between high-speed rail (HSR) and airlines as well as carrier connectivity as the starting point, analyzes the advantages and disadvantages of different carriers in the different markets, and researches the optimization of fares. The stochastic user equilibrium model based on elastic demand is used to establish a bi-level programming model for the optimization of fares; the upper and lower models are solved using the particle swarm algorithm and method of successive averages, respectively. The results suggest that airlines are willing to cooperate with the HSR sector and improve the connectivity between aviation and HSR, and a reasonable pricing strategy is more likely to motivate cooperation between aviation and HSR.

在多式联运业务中,多式联运产品的票价优化对企业收入和旅客出行便利性有显著影响。本研究以高铁与航空公司的竞争关系以及运营商的互联互通为出发点,分析不同运营商在不同市场的优缺点,并研究票价的优化。利用基于弹性需求的随机用户均衡模型建立了票价优化的双层规划模型;分别使用粒子群算法和逐次平均法求解上下模型。研究结果表明,航空公司愿意与高铁部门合作,改善航空与高铁之间的连通性,合理的定价策略更有可能激励航空与高铁路之间的合作。
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引用次数: 2
期刊
Multimodal Transportation
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