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Evaluating quality of service for bicyclists on rural highways: insights from a comprehensive user survey and mixed-logit analysis 评估农村高速公路上骑自行车者的服务质量:来自综合用户调查和混合logit分析的见解
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-05-23 DOI: 10.1007/s11116-025-10620-x
Ana Tsui Moreno, Yangqian Cai, Santiago Linares-Ramirez, Scott S. Washburn, Ahmed Al-Kaisy, Jorge Barrios, Bastian Schroeder
{"title":"Evaluating quality of service for bicyclists on rural highways: insights from a comprehensive user survey and mixed-logit analysis","authors":"Ana Tsui Moreno, Yangqian Cai, Santiago Linares-Ramirez, Scott S. Washburn, Ahmed Al-Kaisy, Jorge Barrios, Bastian Schroeder","doi":"10.1007/s11116-025-10620-x","DOIUrl":"https://doi.org/10.1007/s11116-025-10620-x","url":null,"abstract":"<p>Cycling on rural highways presents comfort and safety concerns due to the large speed differentials between bicyclists and automobiles. A shortcoming of the current operational methods for rural highways is the limited consideration of quality of service for non-motorized users. This research aims to determine which variables are most relevant to bicyclists cycling (or not) on rural highways and their operational cycling preferences. An online survey collected 982 responses from individuals who cycle on rural highways in the United States. Eight choice tasks were presented with six factors: pavement quality, automobile traffic level, posted speed limit, roadside design, context class, and grade. These factors were obtained from a preliminary survey targeting highway analysis and design practitioners. The results of a mixed-logit model analysis suggest that the presence of a shoulder and its width are the most critical factors to a cyclist’s perceived quality of service on a rural highway. We found that the difference between rural-town and suburban contexts was minor compared to rural contexts. The results demonstrate how cyclist types influence their overall willingness to cycle and their preferences for scenario-specific attributes. This opens the discussion to include different sets of thresholds to assess service levels as a function of cyclist type, following the level of traffic stress approach, and separate perception models by cyclist type. These results should inform recommendations for future research on improving existing evaluations related to bicycling on rural highways.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"25 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144123023","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modeling weekly representative activity patterns of population groups: a bioinspired multiple sequence alignment approach 人口群体的每周代表性活动模式建模:一种生物启发的多序列比对方法
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-05-16 DOI: 10.1007/s11116-025-10618-5
Md. Rifat Hossain Bhuiyan, Muhammad Ahsanul Habib
{"title":"Modeling weekly representative activity patterns of population groups: a bioinspired multiple sequence alignment approach","authors":"Md. Rifat Hossain Bhuiyan, Muhammad Ahsanul Habib","doi":"10.1007/s11116-025-10618-5","DOIUrl":"https://doi.org/10.1007/s11116-025-10618-5","url":null,"abstract":"<p>This research introduces a multi-module framework to derive weekly representative travel patterns from single-day travel diaries. The methodology first uses hierarchical clustering to group samples with similar activity patterns, followed by progressive multiple sequence alignment to construct day-level representative patterns. These day-level patterns are then merged based on their similarity to create week-level representative activity patterns, ultimately producing archetypal weekly pseudo-diaries. The proposed approach accounts for sequential patterns, activity transitions, and cross-day similarities, providing deeper insights into travel behavior beyond traditional statistical methods. Analyzing weekly activity patterns from this longitudinal data revealed significant insights into travel behavior, including distinct work and non-work patterns across the week. For working groups, shorter work durations on Fridays were observed, and the weekly work duration for teleworkers was found to be lower than that of workplace workers. Although the detailed exploration of weekly activity and time-use patterns provides valuable policy insights, this research primarily focuses on advancing activity-based travel demand modeling by introducing a mathematically robust approach to capturing sequential and temporal activity patterns.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"120 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144066650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
What influences cycling infrastructure preferences? A stated-preference survey 是什么影响了人们对骑行基础设施的偏好?国家偏好调查
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-05-16 DOI: 10.1007/s11116-025-10624-7
Lucas Meyer de Freitas, Kay W. Axhausen
{"title":"What influences cycling infrastructure preferences? A stated-preference survey","authors":"Lucas Meyer de Freitas, Kay W. Axhausen","doi":"10.1007/s11116-025-10624-7","DOIUrl":"https://doi.org/10.1007/s11116-025-10624-7","url":null,"abstract":"<p>We examine the difference in preferences among different cyclist groups, being the first to examine differences in cycling infrastructure preferences among s-pedelec, e-bike and conventional bike riders. We also examine how the cycling frequency of individuals shapes these preferences. To do so we develop a stated-preference choice experiment varying cycling infrastructure and car traffic features impacting cycling for both main and neighborhood streets. We find that while the sign of the preferences is the same for all cyclist types and is consistent with previous findings from the literature on cycling infrastructure preferences, e-bikers and especially s-pedelec riders do have a lower willingness to pay (WTP) for improvements of cycling infrastructure and are more comfortable in sharing the street space with cars. E-bikers do have similar preferences as conventional cyclists for the most important safety-related elements, i.e. for cycling paths instead of cycling lanes on main streets and “cycling-street” designation of neighborhood streets. For these same features, the WTP decreases with cycling frequency, less frequent cyclists valuing such elements more. At the same time, those who cycle less have a lower WTP for car traffic related features. </p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"4 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144066702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
User acceptance of autonomous combined transport systems in Germany: a cross-conceptual view 德国用户对自主联合运输系统的接受度:一个跨概念的观点
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-05-16 DOI: 10.1007/s11116-025-10625-6
Johannes Staritz, Susanne Gillig, Marvin Auf der Landwehr, Hanno Friedrich, André Ludwig, Christoph von Viebahn
{"title":"User acceptance of autonomous combined transport systems in Germany: a cross-conceptual view","authors":"Johannes Staritz, Susanne Gillig, Marvin Auf der Landwehr, Hanno Friedrich, André Ludwig, Christoph von Viebahn","doi":"10.1007/s11116-025-10625-6","DOIUrl":"https://doi.org/10.1007/s11116-025-10625-6","url":null,"abstract":"<p>The concept of autonomous combined transport utilizes autonomous vehicles for simultaneous passenger and goods transportation and is associated with a reduction in road traffic through bundling effects and economies of scale. Yet, its potential benefits particularly hinge on penetration and utilization rates. To date, few studies have explored user acceptance of systems that integrate passenger and freight flows. In this context, a research gap that is particularly evident pertains to the user acceptance of different concepts within autonomous combined transport. Extending the unified theory of acceptance and use of technology (UTAUT2), this paper examines the effects of six psychological constructs on the behavioral intention to use an autonomous combined transport system. Surveying 1040 respondents from Germany, two distinct combined transport concepts—scheduled and on-demand—were examined to identify key acceptance factors and operational peculiarities. Results from structural equation modelling show that the acceptance of autonomous combined transport systems depends on both, the operational concept as well as the purpose of use, with socio-demographic characteristics featuring different indirect effects per concept. Moreover, we find that performance expectancy, effort expectancy, price value, personal attitude, and trust are significant predictors of behavioral intention across both concepts, while the average order frequency of a potential user has a negative indirect impact on behavioral intention. Results show that an extended UTAUT2 model can conceptualize factors influencing autonomous combined transport acceptance, emphasizing the importance of investigating a user’s behavioral intention based on the specific operational concept.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"9 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144066649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-period bus frequency optimization and fleet rebalancing based on equity over time 基于股权的多周期公交频率优化和车队再平衡
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-05-14 DOI: 10.1007/s11116-025-10623-8
Esta Qiu, David Rey, Travis Waller
{"title":"Multi-period bus frequency optimization and fleet rebalancing based on equity over time","authors":"Esta Qiu, David Rey, Travis Waller","doi":"10.1007/s11116-025-10623-8","DOIUrl":"https://doi.org/10.1007/s11116-025-10623-8","url":null,"abstract":"<p>The equity-efficiency tradeoff is a perpetual challenge in public transport planning. There is a strong need to integrate equity considerations into transit planning, while respecting the long-term financial sustainability of the public transport system. We introduce an ‘Equity over Time (EoT)’ multi-period, biobjective, bilevel frequency optimization framework, to integrate fairness metrics into bus allocation, while incorporating practical considerations such as fleet rebalancing costs and transfers. By changing the recipient of benefits or penalties over time, the multi-period allocation perspective allows the model to improve the tradeoff between efficiency and equity. We use Pareto-front analysis to demonstrate the improved tradeoffs between efficiency and equity of the EoT approach, then show through numerical experiments that the EoT framework is able to achieve better or equal solutions than its single period counterpart in all instances. We propose a customized matheuristic combining pattern generation and scheduling to solve larger instances. Numerical experiments show that the heuristic is on average 99.03% faster than the exact method for instances that return a solution. The EoT framework is then applied to the southern suburbs in Canberra, Australia. We introduce an Efficiency-Equity Tradeoff Index to support the selection of a suitable planning horizon duration.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"3 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143945584","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Does easy mean happy? Exploring the impact of ease of travel on travel satisfaction 轻松意味着快乐吗?探索旅行便利度对旅行满意度的影响
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-05-13 DOI: 10.1007/s11116-025-10622-9
Jonas De Vos, Daniel Oviedo, Alireza Ermagun, Ahmed El-Geneidy
{"title":"Does easy mean happy? Exploring the impact of ease of travel on travel satisfaction","authors":"Jonas De Vos, Daniel Oviedo, Alireza Ermagun, Ahmed El-Geneidy","doi":"10.1007/s11116-025-10622-9","DOIUrl":"https://doi.org/10.1007/s11116-025-10622-9","url":null,"abstract":"<p>Many studies have examined the determinants of travel satisfaction. However, how the perceived ability to travel, i.e., ease of travel (EoT), influences travel satisfaction has not been analysed in a comprehensive way. In this study, we will analyse how EoT, which is comprised of travel motivation, travel skills, travel options and travel quality, impacts satisfaction with travel to campus of 2593 students and staff members of University College London (UCL). One-way ANOVAs show that respondents with high levels of EoT are more satisfied with their trips to campus compared to those with lower EoT levels. Based on linear regressions (per mode and all modes combined), we found that all EoT elements seem to positively affect travel satisfaction, even after controlling for socio-demographics and trip characteristics. This indicates that EoT may be regarded as an important predictor of travel satisfaction. Apart from EoT, also age, mode choice, weather conditions and levels of crowding and congestion were found to significantly impact travel satisfaction. Somewhat surprisingly, effects of travelling alone, trip duration, and travel disabilities on travel satisfaction – which were often found in existing studies – were weak, suggesting that these effects may be partly explained/moderated by variations in EoT elements. In order to make public transport and active travel trips more satisfying, we recommend policy makers to focus on (1) improving the quality of public transport services and active travel infrastructure, and (2) helping people to improve their skills required to easily walk, cycle or use public transport.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"123 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143940113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring variabilities of multi-week activity-travel patterns: a deep embedded clustering approach 探索多周活动-旅行模式的可变性:一种深度嵌入聚类方法
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-05-09 DOI: 10.1007/s11116-025-10619-4
Xiao Fu, Zhoujian Yao, Yi Zhang, Zhiyuan Liu
{"title":"Exploring variabilities of multi-week activity-travel patterns: a deep embedded clustering approach","authors":"Xiao Fu, Zhoujian Yao, Yi Zhang, Zhiyuan Liu","doi":"10.1007/s11116-025-10619-4","DOIUrl":"https://doi.org/10.1007/s11116-025-10619-4","url":null,"abstract":"<p>A good understanding of activity-travel pattern (ATP) variabilities in transit networks can help government or transit operators improve the accuracy of travel demand forecasts and adjust transport supply. Previous studies on ATP variabilities are often limited to a short period and cannot comprehensively reflect the interpersonal and intrapersonal variabilities. In addition, the traditional clustering methods lack sufficient learning ability for high-dimensional feature space, and clustering variables are simple aggregated indicators. In this study, we propose an ATP inference algorithm that reconstructs multi-week individuals’ discrete trips into an ATP, and the ATP is modeled as stochastic process. Various indicators regarding the standard deviation (SD) of travel time, the SD of number of trips, and the entropy of ATPs are applied, and the entropy rate of ATPs is explicitly considered to take account of the order of activity/travel choices. The intrapersonal variability of ATPs is obtained through these indicators. The interpersonal variability of ATPs is investigated by dividing people into groups based on their ATPs through a deep embedded clustering approach, which refers to a deep neural network formed by integrating the stacked denoising autoencoder with the basic clustering algorithm. The proposed deep embedded clustering is tested using massive smart card data collected from the metro system in Nanjing, China. Comparative experiments validated that the variabilities of multi-week ATPs investigated by the deep embedded clustering approach can help realize a more accurate ATP prediction.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"107 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143926774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding shared e-scooters from a civic stakeholder perspective 从公民利益相关者的角度理解共享电动滑板车
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-05-07 DOI: 10.1007/s11116-025-10621-w
Yuting Zhang, John D. Nelson, Corinne Mulley, Jennifer Kent
{"title":"Understanding shared e-scooters from a civic stakeholder perspective","authors":"Yuting Zhang, John D. Nelson, Corinne Mulley, Jennifer Kent","doi":"10.1007/s11116-025-10621-w","DOIUrl":"https://doi.org/10.1007/s11116-025-10621-w","url":null,"abstract":"<p>The popularity of e-scooters has introduced both new challenges and opportunities for urban mobility. This paper explores shared e-scooters’ development and regulation internationally through a civic (non-profit-oriented) stakeholder lens. Nine international expert interviews were conducted spanning different types of organisations. Data were analysed using NVivo software. A stakeholder framework was used to identify and examine the needs of stakeholder groups, to aid understanding of behaviours, conflicts, and collaborations within the shared e-scooter ecosystem. The findings suggest that successful partnerships in the e-scooter sector require proactive government leadership, a competitive yet sustainable operator environment, and technological advancements. Clear responsibility distribution in regulation among government bodies and addressing public safety concerns are crucial. This paper also details the interests and interactions among typical stakeholders in a shared e-scooter scheme. By presenting diverse perspectives and experiences from different regions, this paper provides comprehensive insights into the current status and potential future developments of shared e-scooters. The findings offer an evidence base for proposing recommendations to engage stakeholders effectively and foster positive outcomes for shared e-scooter schemes.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"17 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143920698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A bargaining model for dynamic pricing and parking allocation in shared parking systems 共享停车系统动态定价与车位分配的议价模型
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-04-21 DOI: 10.1007/s11116-025-10617-6
Zhuping Zhou, Leyi Sun, Lei Li, Yanjie Ji, Ping Zhang
{"title":"A bargaining model for dynamic pricing and parking allocation in shared parking systems","authors":"Zhuping Zhou, Leyi Sun, Lei Li, Yanjie Ji, Ping Zhang","doi":"10.1007/s11116-025-10617-6","DOIUrl":"https://doi.org/10.1007/s11116-025-10617-6","url":null,"abstract":"<p>Shared parking allocation effectively enhances the utilization of parking resources by implementing a staggered sharing system. The price attached to allocated parking spaces plays a crucial role in determining the interests of both the supply and demand sides, as well as the platform involved. Existing models ignore the lost benefits to demanders after secondary or multiple allocations. This paper constructs a bargaining model for the transaction price of parking spaces between the platform and suppliers in the shared parking system. First, the advantages and disadvantages of existing pricing methods are analyzed in detail. Next, the bargaining process is described, and the model is constructed by the negotiation loss factor, deterrence benefit transfer and platform concession factor. The Harsanyi transformation is applied to solve the model. Finally, the article analyzes the impact of deterrence benefits and platform concessions on three-party benefits in different situations. And Tianyi Square is used as a case study for simulation to realize the shared parking space allocation and pricing process.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"64 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143853315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Freight tour synthesis based on entropy maximization with fuzzy parameters including variability in transportation costs through the Markowitz model 基于Markowitz模型的包含运输成本变化的模糊参数熵最大化货运行程综合
IF 4.3 2区 工程技术
Transportation Pub Date : 2025-04-21 DOI: 10.1007/s11116-025-10614-9
Hector Lopez-Ospina, Fernando Manzano-Ramallo, Carlos A. Gonzalez-Calderon, Diana P. Moreno-Palacio, Paula Penagos
{"title":"Freight tour synthesis based on entropy maximization with fuzzy parameters including variability in transportation costs through the Markowitz model","authors":"Hector Lopez-Ospina, Fernando Manzano-Ramallo, Carlos A. Gonzalez-Calderon, Diana P. Moreno-Palacio, Paula Penagos","doi":"10.1007/s11116-025-10614-9","DOIUrl":"https://doi.org/10.1007/s11116-025-10614-9","url":null,"abstract":"<p>This research develops an optimization model to quantify and minimize the risk associated with the variability of travel costs in freight tour synthesis (FTS) transportation problems. The model integrates objectives of maximizing trip entropy to generate diverse solutions alongside minimizing costs. Demand and supply parameters are modeled using fuzzy logic to incorporate the inherent uncertainty of these data. A recent extension of the Markowitz investment model was adapted to account for cost variability. The primary goal is to equip transportation planners with a decision-making tool that incorporates uncertainty. A comparative analysis of different objectives is conducted to assess the effects of risk on outcomes. The multi-criteria TOPSIS method was utilized as a robust tool to select solutions for this multi-objective problem. Results reveal that solutions with high entropy and variability balance risk and flexibility, while those minimizing variance offer more stable solutions with lower risk. Consistently minimizing total cost resulted in the lowest costs, but at the same time, it led to the highest risk. The membership level showed that maximizing entropy and minimizing variance generated similar compliance levels, with lower variability in the case of entropy. Cost minimization resulted in lower compliance, indicating a trade-off between cost and effectiveness in the transportation network. The research demonstrates that prioritizing risk minimization enhances the average membership level compared to approaches focused on cost minimization or entropy maximization. By effectively managing and reducing uncertainty in transportation networks, the developed model serves as a tool for managing and reducing uncertainty in a transportation network, enhancing resilience. Furthermore, its adaptability offers potential applications across diverse aspects of logistics and industry, providing a framework for designing more robust, adaptive, and effective operational strategies.</p>","PeriodicalId":49419,"journal":{"name":"Transportation","volume":"33 1","pages":""},"PeriodicalIF":4.3,"publicationDate":"2025-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143853296","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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