Transportation Research Interdisciplinary Perspectives最新文献

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Understanding wildfire evacuees’ perceived safety on their evacuation route: A study of the 2018 Camp Fire
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-20 DOI: 10.1016/j.trip.2025.101392
Sarah Grajdura , Dana Rowangould
{"title":"Understanding wildfire evacuees’ perceived safety on their evacuation route: A study of the 2018 Camp Fire","authors":"Sarah Grajdura ,&nbsp;Dana Rowangould","doi":"10.1016/j.trip.2025.101392","DOIUrl":"10.1016/j.trip.2025.101392","url":null,"abstract":"<div><div>Wildfire evacuations are expected to increase, including evacuations from fast-moving wildfires. Risk perception is an important element that determines evacuee decision-making. However, research has not looked at perceptions of safety while evacuees are on their evacuation route. This study addresses safety perceptions while evacuating, and specifically asks what personal, built environment, and evacuation factors contribute to feelings of safety during a wildfire evacuation? Using post-disaster survey data from the 2018 Camp Fire evacuation, we build an ordered logit model which estimates perceived safety as the outcome, accounting for several factors including evacuee proximity to the oncoming wildfire, socio-demographics, evacuation decision-making, and traffic conditions. The results show that later departure timing, shorter travel time, and pre-planning for evacuation routes and destinations to be associated with increased safety while on the evacuation route. These findings have important implications for emergency planning for wildfires, including fast-moving wildfires as well as evacuation modeling for these events. This research is a valuable first step in understanding perceived safety of evacuees while on their evacuation route and modeling evacuee decision-making while on their evacuation route.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101392"},"PeriodicalIF":3.9,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143684955","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Empirical research on car-following and lane-changing: Recent developments, emerging vehicle technologies’ impact, and future research needs
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-20 DOI: 10.1016/j.trip.2025.101368
Yasir Ali , Anshuman Sharma , Zuduo Zheng
{"title":"Empirical research on car-following and lane-changing: Recent developments, emerging vehicle technologies’ impact, and future research needs","authors":"Yasir Ali ,&nbsp;Anshuman Sharma ,&nbsp;Zuduo Zheng","doi":"10.1016/j.trip.2025.101368","DOIUrl":"10.1016/j.trip.2025.101368","url":null,"abstract":"<div><div>A sound understanding of driving behaviour is indispensable for properly modelling and predicting traffic dynamics, and accurately evaluating its impact on efficiency, safety, energy consumption, and the environment. This understanding becomes more critical in the era of emerging vehicle technologies, which are expected to significantly influence driving behaviour. Thus, this paper reviews empirical research efforts dedicated to understanding driving behaviour. Particularly, longitudinal (car-following) and lateral (lane-changing) driving tasks for conventional, connected, and automated vehicles are reviewed. Car-following behaviour is reviewed using different characteristics, like response time, time headway, etc., whereas lane-changing behaviour is reviewed from three aspects: decision-making, execution, and impact. This paper envisions several future research directions by identifying the limitations of existing research efforts and linking them to microscopic modelling. Also, realising emerging vehicle technologies are on horizon, the current empirical research on driving behaviour related to these vehicles is thoroughly reviewed, and research needs are emphasised.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101368"},"PeriodicalIF":3.9,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143684954","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unequal relational travel patterns of long-distance rail trips between different levels of settlement hierarchies – Case study from Hungary
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-19 DOI: 10.1016/j.trip.2025.101387
Vilmos Oszter , István Kövesdi , László Sipos
{"title":"Unequal relational travel patterns of long-distance rail trips between different levels of settlement hierarchies – Case study from Hungary","authors":"Vilmos Oszter ,&nbsp;István Kövesdi ,&nbsp;László Sipos","doi":"10.1016/j.trip.2025.101387","DOIUrl":"10.1016/j.trip.2025.101387","url":null,"abstract":"<div><div>The study of long-distance travel behaviour has become a prominent field of research on a global scale. Parallel with economic development, the proportion of long-distance trips undertaken by individuals and groups across the globe is increasing. Based on a countrywide on-board passenger survey conducted among passenger rail users in one of the highest railway modal-share member states of the European Union, Hungary, significant differences have been revealed by novel interdisciplinary statistical methods. Passengers were voluntarily asked about their actual trip characteristics and their basic socio-economic background. Origin and Destination (OD) trip settlements were classified into specific settlement hierarchy groups and by the novel Sum of Ranking Differences (SRD) algorithm and ANOVA, the multiple surveyed socio-economic trip characteristics were grouped.</div><div>The results confirm that a higher level of settlement network hierarchies generates overall more though not necessarily more frequent long-distance trips, which are not equal to all sub-categories. The analysed three most frequent travel purposes (work, education, other) show significant variation between the different OD pairs. Long-distance work and education trips are more homogeneous in comparison with leisure and visiting friends and relatives’ trips. In all trip purpose categories, lower settlement hierarchy level connections demonstrated different travel patterns. The challenging socio-economic conditions in rural areas require improved travel conditions that are spatially and socially balanced. When deciding about costly timetable-oriented infrastructure developments, policy makers and transport organisers must consider all kinds of needs. The revealed unequal OD trip patterns call for policy recommendations for the respective spatial and transport planning authorities.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101387"},"PeriodicalIF":3.9,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143643086","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating the safety of small-wheeled micro-mobility devices: A design-agnostic, performance-based experimental approach
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-18 DOI: 10.1016/j.trip.2025.101376
Paudel Milan , Yap Fook Fah , Zhu Feng , Xu Hong , Wong Yiik Diew
{"title":"Evaluating the safety of small-wheeled micro-mobility devices: A design-agnostic, performance-based experimental approach","authors":"Paudel Milan ,&nbsp;Yap Fook Fah ,&nbsp;Zhu Feng ,&nbsp;Xu Hong ,&nbsp;Wong Yiik Diew","doi":"10.1016/j.trip.2025.101376","DOIUrl":"10.1016/j.trip.2025.101376","url":null,"abstract":"<div><div>With the rise of electric micro-mobility devices like e-scooters and e-bikes, accidents and injuries are becoming increasingly common worldwide. Therefore, there is a pressing need for an in-depth analysis of the possible risk factors to improve the safety of the riders and the surroundings. Adopting a systematic approach, we designed five experiments focusing on self-stability, handling, acceleration, braking, and obstacle interaction, considering common causes of accidents and representing different riding scenarios. In this study, we experimentally investigated the dynamic performance and safety considerations of small-wheel (&lt;20 in.), lightweight (&lt;20 kg), and compact (800–900 m) micro-mobility devices, encompassing Power Assisted Bicycles (PABs) and Personal Mobility Devices (PMDs). A total of eight devices, including four PABs (e-bikes) and PMDs (e-scooters) with different wheel sizes, braking types, operating voltages, motor ratings, and two mechanical bicycles, were selected for the study. Results highlight that compact small-wheel PABs and PMDs exhibit reduced stability compared to larger-wheeled counterparts, indicating that their design is not well optimized. The study also highlighted risks associated with hand signals and obstacle interactions for these devices. Moreover, the study also investigates the effect of higher voltage batteries together with higher motor ratings on safety. The study recommends key measures, such as optimizing frame design, adopting a minimum wheel size of 14 in., regulating voltage and motor power, and introducing features like turning lights, mirrors, and front suspension to enhance safety. These insights contribute valuable recommendations for designing and regulating small-wheel micro-mobility devices to mitigate accidents and promote safer transportation practices.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101376"},"PeriodicalIF":3.9,"publicationDate":"2025-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143643084","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating drivers’ braking behavior at mid-block pedestrian crosswalks using video data and a mixed logit model with heterogeneity in the means
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-18 DOI: 10.1016/j.trip.2025.101380
Md Jamil Ahsan, Mohamed Abdel-Aty, Nafis Anwari, Natalia Barbour
{"title":"Evaluating drivers’ braking behavior at mid-block pedestrian crosswalks using video data and a mixed logit model with heterogeneity in the means","authors":"Md Jamil Ahsan,&nbsp;Mohamed Abdel-Aty,&nbsp;Nafis Anwari,&nbsp;Natalia Barbour","doi":"10.1016/j.trip.2025.101380","DOIUrl":"10.1016/j.trip.2025.101380","url":null,"abstract":"<div><div>This study analyzes driver braking behavior and the effectiveness of traffic control systems at mid-block pedestrian crossings in Florida, differing from traditional safety research which mainly focuses on driver behavior toward pedestrians at intersections. Extensive video data were collected from each study site in order to extract vehicle and pedestrian trajectories by applying computer vision techniques. While Mid-block Pedestrian Signals (MPS) was found to improve safety compared to the other traffic control systems as drivers were found to comfortably reduce speeds, Pedestrian Hybrid Beacons (PHB) and Rectangular Rapid Flashing Beacons (RRFB) raise safety concerns due to the potential of sudden braking. Despite RRFB’s site having similar average braking distance compared to the site with MPS, RRFB’s was found to have a higher deceleration near the stop line suggesting abrupt braking and thus creating unsafe conditions. In addition to the video analytics that included vehicle dynamics, the pedestrian and road characteristics and their interactions were also analyzed by estimating a mixed logit model with heterogeneity in the means of random parameters. The study found that factors such as average vehicle speed and maximum deceleration, hourly pedestrian count, pedestrian signal activation, vehicles in lanes near the curb, and night conditions played a role in pedestrian safety at the mid-block crossings. The findings also indicate the need for clear visibility and comprehensive understanding of signals, particularly PHB and RRFB, to enhance safety. On the contrary, the MPS that operates like a regular traffic signal has been found to be the most effective.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101380"},"PeriodicalIF":3.9,"publicationDate":"2025-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143643085","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Travel time prediction for Two-Lane Two-Way undivided carriageway road Section- A case study
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-17 DOI: 10.1016/j.trip.2025.101386
Sanjay Luitel , Pradeep Kumar Shrestha , Hemant Tiwari
{"title":"Travel time prediction for Two-Lane Two-Way undivided carriageway road Section- A case study","authors":"Sanjay Luitel ,&nbsp;Pradeep Kumar Shrestha ,&nbsp;Hemant Tiwari","doi":"10.1016/j.trip.2025.101386","DOIUrl":"10.1016/j.trip.2025.101386","url":null,"abstract":"<div><div>Significant efforts have been made to enhance the ability to predict travel times along road corridors, considering various influencing factors. However, forecasting travel times remains a complex challenge due to the intricate interactions among numerous variables, which are often difficult to capture fully. This complexity is particularly pronounced on undivided roads, where unrestricted access to the route amplifies the impact of various factors on travel time. This area has received limited research attention. This study aims to develop a travel time prediction model for a 13 km corridor, specifically a two-lane, two-way, undivided rural highway section of the East-West Highway. By analyzing 72-hour datasets on vehicle travel time obtained from traffic volume counts, the study evaluates the performance of machine learning regression techniques, incorporating factors such as through traffic volume, opposing traffic volume, and the percentage of heavy vehicles in through traffic. The regression analysis reveals a moderate correlation between travel time changes and variations in the independent variables. Furthermore, statistical error tests demonstrate that the random forest method outperforms other approaches in predicting travel time. By addressing the effects of mixed traffic conditions and opposing traffic volume on two-lane, two-way undivided roads, this research contributes to improved travel planning, road network design, and advanced transportation modeling.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101386"},"PeriodicalIF":3.9,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143631930","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Examining the influence of personal-time-based accessibility on the frequency of public transit use among older adults across Canada
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-13 DOI: 10.1016/j.trip.2025.101381
Meredith Alousi-Jones, Ahmed El-Geneidy
{"title":"Examining the influence of personal-time-based accessibility on the frequency of public transit use among older adults across Canada","authors":"Meredith Alousi-Jones,&nbsp;Ahmed El-Geneidy","doi":"10.1016/j.trip.2025.101381","DOIUrl":"10.1016/j.trip.2025.101381","url":null,"abstract":"<div><div>Many older adults face the prospect of driving cessation as they age. Ensuring that public transit services meet their needs could contribute to their independent mobility and long-term health. Accessibility, the ease of reaching destinations by a certain mode, is a measure that can be used to indicate how well the land use and transport systems allow people to reach their desired destinations. This paper explores how perceived and objective levels of accessibility influence older adults’ frequency of public transit use in a Canadian context. Based on a survey collected in six Canadian regions (N = 2,452), we use respondents’ stated reasonable travel time by public transit to generate a personal-time-based cumulative accessibility measure. We then develop a weighted binary logistic regression model to understand the impacts of the personal-time-based accessibility measure, perceived accessibility, and other personal characteristics on older adults’ frequency of public transit use. The results indicate that both perceived and personal-time-based accessibility have a strong and positive impact on frequent public transit use. Older women were found to be more frequent public transit users, whereas older adults who have access to a private vehicle use public transit significantly less. Findings from this research support the utilization of accessibility by public transit as a tool to better assess and plan for the transport needs of older adults. The results can be relevant for transport planners and policy makers interested in improving the well-being and independence of older adults through increasing their use of public transit.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101381"},"PeriodicalIF":3.9,"publicationDate":"2025-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143611562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A roll down memory lane: Policy implications of nostalgic experiences in shared e-scooter consumption
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-12 DOI: 10.1016/j.trip.2025.101371
Karly Nygaard-Petersen
{"title":"A roll down memory lane: Policy implications of nostalgic experiences in shared e-scooter consumption","authors":"Karly Nygaard-Petersen","doi":"10.1016/j.trip.2025.101371","DOIUrl":"10.1016/j.trip.2025.101371","url":null,"abstract":"<div><div>This ethnographic study leverages transit diaries, in-depth interviews, and participant observation to examine consumptive experiences of shared e-scooter use. Moving beyond functional and utilitarian motivations, this research draws on Consumer Culture Theory to uncover the affective dimensions that shape users’ experiences with e-scooters. Findings reveal nostalgia, underpinned by consumer feelings of freedom and social connectedness, are present in e-scooter experiences and implications for policy makers are discussed. By increasing awareness of consumptive experiences of e-scooters, this research contributes to an understudied area of transportation and mobility research, and holds potential to assist cities in understanding how to better implement first- and last-mile transit solutions as micromobility moves out of the periphery and into the core of transit systems.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101371"},"PeriodicalIF":3.9,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143601464","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding Heterogeneity in Intended Frequency of Online Grocery Shopping Across Life Stages and Lifestyle
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-12 DOI: 10.1016/j.trip.2025.101382
Shubhayan Ukil , Aditi Misra , Anna Henderson , Wesley Marshall
{"title":"Understanding Heterogeneity in Intended Frequency of Online Grocery Shopping Across Life Stages and Lifestyle","authors":"Shubhayan Ukil ,&nbsp;Aditi Misra ,&nbsp;Anna Henderson ,&nbsp;Wesley Marshall","doi":"10.1016/j.trip.2025.101382","DOIUrl":"10.1016/j.trip.2025.101382","url":null,"abstract":"<div><div>Emerging technologies and access to the internet have been gradually shaping daily activities and travel patterns over the last two decades. Pandemic-induced disruption accelerated the adoption of these technologies by normalizing tele-activities other than teleworking, such as online grocery shopping. Understanding the shift in travel patterns with this change is important for multiple reasons: land use planning for sustainable grocery shopping outcomes, travel impact assessment, and resilient supply chain planning. In this paper, we used a stated preference survey dataset to understand (i) how the intended frequency of online grocery shopping varies across people, (ii) how their other day-to-day lifestyle activities influence online grocery shopping frequency, and (iii) what role does their residential built environment play in online grocery shopping frequency. We performed Latent Class Analysis to classify people into different classes based on heterogeneity in their lifestyle, which we defined as a combination of their social proclivity, liking for outdoor activities, technology friendliness, and pro-environment choices. We then modeled the intended frequency of online grocery shopping across the latent classes controlling for residential built environment characteristics, life stage, and socioeconomic characteristics of class members. Our results indicate that lifestyle characteristics, life stage, and residential built environment strongly influence online grocery shopping frequency. In fact, life stage significantly influences online grocery shopping frequency, irrespective of lifestyle characteristics. Further, having mixed land use at the residential location can motivate people to do in-person grocery shopping using active modes even when their lifestyle characteristics are not necessarily aligned with eco-friendly living.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101382"},"PeriodicalIF":3.9,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143611561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A systematic review of data privacy in Mobility as a Service (MaaS)
IF 3.9
Transportation Research Interdisciplinary Perspectives Pub Date : 2025-03-11 DOI: 10.1016/j.trip.2024.101254
Zineb Garroussi , Antoine Legrain , Sébastien Gambs , Vincent Gautrais , Brunilde Sansò
{"title":"A systematic review of data privacy in Mobility as a Service (MaaS)","authors":"Zineb Garroussi ,&nbsp;Antoine Legrain ,&nbsp;Sébastien Gambs ,&nbsp;Vincent Gautrais ,&nbsp;Brunilde Sansò","doi":"10.1016/j.trip.2024.101254","DOIUrl":"10.1016/j.trip.2024.101254","url":null,"abstract":"<div><div>Mobility as a Service (MaaS) integrates various transportation modes to offer seamless urban mobility solutions. However, the extensive collection and sharing of user data on MaaS platforms pose significant privacy challenges. This systematic review identifies key data privacy concerns, evaluates current privacy-preserving technologies, and explores the role of regulatory frameworks in ensuring user privacy in MaaS systems. Using the PRISMA framework, a comprehensive literature search across Web of Science, Elsevier, and IEEE Xplore databases resulted in the selection of 32 studies for detailed analysis.</div><div>The review is structured around three main themes: (1) Privacy-Preserving Techniques, including anonymization strategies (k-anonymity, differential privacy, obfuscation), encryption methods (blockchain, cryptographic protocols), federated learning for decentralized data processing, and advanced algorithms for optimizing privacy budgets and balancing utility-privacy trade-offs; (2) User Trust and Privacy Perceptions, highlighting that trust in service providers is essential for MaaS adoption, privacy concerns may impact adoption but do not necessarily prevent it (the “privacy paradox”), and awareness of data misuse affects user trust and willingness to adopt MaaS; and (3) Regulatory Frameworks, focusing on the importance of GDPR compliance to ensure strict data protection through consent and transparency, and embedding privacy-by-design principles within MaaS architectures to safeguard user data from the outset.</div><div>This review emphasizes the need for a holistic approach, integrating technological innovation, user-centered design, and strong regulatory oversight to effectively address privacy challenges in MaaS. Future research should focus on developing scalable privacy frameworks that protect user data without compromising operational efficiency.</div></div>","PeriodicalId":36621,"journal":{"name":"Transportation Research Interdisciplinary Perspectives","volume":"31 ","pages":"Article 101254"},"PeriodicalIF":3.9,"publicationDate":"2025-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143592741","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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