Travel Behaviour and Society最新文献

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Investigating the changes in residential location and commute patterns during the pandemic using smart card data
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-23 DOI: 10.1016/j.tbs.2024.100964
Yu Wang , Charisma Choudhury , Thomas O. Hancock , Yacan Wang
{"title":"Investigating the changes in residential location and commute patterns during the pandemic using smart card data","authors":"Yu Wang ,&nbsp;Charisma Choudhury ,&nbsp;Thomas O. Hancock ,&nbsp;Yacan Wang","doi":"10.1016/j.tbs.2024.100964","DOIUrl":"10.1016/j.tbs.2024.100964","url":null,"abstract":"<div><div>Commute trips typically constitute a major share of weekday trips made in urban areas. Hence, commute distances and modes of travel usage are closely linked with the level of transport sustainability of a city. The COVID-19 pandemic has resulted in a significant change in commute patterns – the length and frequency of commute trips and the usage rate of public transport in particular. To ensure the long-term sustainability of transport in a world faced with the persistent threat of potential pandemics, it is crucial to understand these changes. This paper empirically examines how the residential locations and commute patterns of a segment of subway commuters in Beijing changed during the peak of the COVID-19 pandemic. Passively generated smart card data from 8,792,539 subway users were used to quantify the relative impact of different factors contributing to these changes. The results indicate a notable trend of residential relocation towards the city centre that is opposite to the trend of moving away from city centres observed in some other countries. Further, it is observed that the pandemic has acted as a catalyst for individuals with long commute times (over 45 min) to reconsider their locations, aiming to reduce commuting time. Consequently, such relocations lead to an average commute time reduction. The findings contribute to advancing existing knowledge related to the long-term mobility and sustainability implications of the pandemic, some of which are expected to be transferable to future pandemic contexts.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100964"},"PeriodicalIF":5.1,"publicationDate":"2024-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142699691","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
Sustainable urban mobility transitions through working from home (WFH) 通过在家办公(WFH)实现可持续的城市交通转型
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-22 DOI: 10.1016/j.tbs.2024.100953
Carey Curtis , Doina Olaru , Brett Smith , Tristan W. Reed , Caroline Knight , Sharon Biermann
{"title":"Sustainable urban mobility transitions through working from home (WFH)","authors":"Carey Curtis ,&nbsp;Doina Olaru ,&nbsp;Brett Smith ,&nbsp;Tristan W. Reed ,&nbsp;Caroline Knight ,&nbsp;Sharon Biermann","doi":"10.1016/j.tbs.2024.100953","DOIUrl":"10.1016/j.tbs.2024.100953","url":null,"abstract":"<div><div>This paper reports research aimed at understanding how working-from-home (WFH) can assist in a transition towards more sustainable urban mobility through travel reduction. A case study of Greater Perth, Western Australia reports empirical research conducted between 2021 and 2022 during the COVID-19 pandemic. Data is drawn from interviews with employers, a three-wave survey of employees, and transport and travel trends. Drawing on the data, the economic impact of this urban mobility transition is also estimated for a range of scenarios using transport modelling. The findings confirm a significant shift in the proportion of workers WFH for at least part of the week compared to pre-pandemic levels, a substantial reduction in commuting traffic with subsequent financial benefits, and a substantial improvement in life satisfaction provided by higher flexibility. These factors suggest that WFH can improve the liveability of cities and that transport policy should include strategies to encourage WFH to reduce travel demand.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100953"},"PeriodicalIF":5.1,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142699690","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysing driver behaviour and crash frequency at railway level crossings using connected vehicle and GIS data 利用联网车辆和地理信息系统数据分析铁路平交道口的驾驶员行为和碰撞频率
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-22 DOI: 10.1016/j.tbs.2024.100957
Seunghyeon Lee , Tiantian Chen , N.N. Sze , Tuo Mao , Yuming Ou , Adriana-Simona Mihaita , Fang Chen
{"title":"Analysing driver behaviour and crash frequency at railway level crossings using connected vehicle and GIS data","authors":"Seunghyeon Lee ,&nbsp;Tiantian Chen ,&nbsp;N.N. Sze ,&nbsp;Tuo Mao ,&nbsp;Yuming Ou ,&nbsp;Adriana-Simona Mihaita ,&nbsp;Fang Chen","doi":"10.1016/j.tbs.2024.100957","DOIUrl":"10.1016/j.tbs.2024.100957","url":null,"abstract":"<div><div>Railway level crossings (RLCs) pose unique safety challenges as crucial intersections between vehicular traffic and railways. This study examines the effects of driver behavior on the safety performance of RLCs (within a 150-meter radius) in New South Wales, Australia. Historical databases on crashes, train operations, and inventory for RLCs were integrated. Also, vehicle movement raw data, including acceleration, deceleration, G-force, and speed, were extracted using the connected vehicle data. Then, the driver’s harsh braking and stiff steering events were identified. A random effect Hurdle Poisson model was adopted to account for the excessive zeros and unobserved heterogeneity. We identified risk factors affecting the likelihood and number of crashes at RLCs across two severity levels. Results of the non-injury crashes suggested that street, active control types, harsh braking, and stiff steering were associated with a higher likelihood of zero crash observations, while train frequency showed the opposite effect. It was also revealed that multiple tracks contributed to the increase in the number of non-injury crashes. Interestingly, after crossing the hurdle, harsh braking at RLC is associated with more non-injury crashes. As for the injury crashes, active control and stiff steering were associated with a higher likelihood of observing zeros. Nevertheless, once crossed the hurdle, intersecting with a highway, having multiple rail tracks and harsh braking events show increasing effects on the frequency of injury crashes. The findings of this study emphasize the need for targeted driver education programs and a larger-scale implementation of active control measures. It is hoped that these actionable insights can assist policymakers in prioritizing safety interventions at RLCs.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100957"},"PeriodicalIF":5.1,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684354","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
An injury severity-based methodology for assessing priority areas for shared micromobility accident risk mitigation 基于伤害严重程度的方法,用于评估减少共享微型交通事故风险的优先领域
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-21 DOI: 10.1016/j.tbs.2024.100962
Luigi Pio Prencipe, Simona De Bartolomeo, Leonardo Caggiani, Michele Ottomanelli
{"title":"An injury severity-based methodology for assessing priority areas for shared micromobility accident risk mitigation","authors":"Luigi Pio Prencipe,&nbsp;Simona De Bartolomeo,&nbsp;Leonardo Caggiani,&nbsp;Michele Ottomanelli","doi":"10.1016/j.tbs.2024.100962","DOIUrl":"10.1016/j.tbs.2024.100962","url":null,"abstract":"<div><div>Recently, the adoption of micromobility as an alternative mode of transportation on a large scale has been growing rapidly. However, its operational and safety aspects have not been extensively investigated in the literature. Following this purpose, we developed a novel methodology that aims at evaluating priority areas for shared micromobility system users’ accident risk mitigation based on predicted injury severity using a machine learning-based approach. The methodology proposed in this paper consists of two models: a predictive model, which is based on an artificial neural network with a pattern recognition algorithm, to estimate the expected safety indicator of an urban zone, and a clustering method to define the priority areas for intervention through the application of a geofence speed regulation system. A real case study was carried out in the city of Bari, Italy, to test the effectiveness of the proposed methodology. The results showed how it is possible to define areas for intervention with different priorities based on the expected severity index. The proposed methodology can be seen as a decision support system to assist transport operators and urban planners in regulating shared micromobility vehicles in urban areas by defining priority areas for intervention through geofencing and, therefore, it can be useful for improving micromobility adoption, road safety, and urban mobility policies.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100962"},"PeriodicalIF":5.1,"publicationDate":"2024-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving conventional transit services with modular autonomous vehicles: A bi-level programming approach 利用模块化自动驾驶车辆改进传统公交服务:双层编程方法
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-20 DOI: 10.1016/j.tbs.2024.100939
Di Huang, Zhitao Hu, Jingyang Tian, Ran Tu
{"title":"Improving conventional transit services with modular autonomous vehicles: A bi-level programming approach","authors":"Di Huang,&nbsp;Zhitao Hu,&nbsp;Jingyang Tian,&nbsp;Ran Tu","doi":"10.1016/j.tbs.2024.100939","DOIUrl":"10.1016/j.tbs.2024.100939","url":null,"abstract":"<div><div>Modular autonomous bus technology is highly anticipated to be introduced into public transit systems with a gradually increasing market penetration, and it will be operated within a multimodal public transport system with a mixed fleet of autonomous buses and conventional human-driving buses. This study establishes a bi-level programming model for the coordinated optimization of hybrid transit system, considering transit company and passengers with conflicting objectives in passenger flow assignment and minimizing the systematic cost from operational and environmental perspectives. Results show that the integration of autonomous buses significantly improves the sustainability of the transit system, reducing operating costs by 25.1% and environmental costs by 27.72% compared to the conventional transit system. While reducing passenger waiting times, it also decreases carbon emissions of the current transit system. This study concludes with some managerial insights into the introduction of autonomous buses.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100939"},"PeriodicalIF":5.1,"publicationDate":"2024-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684383","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
Ownership and use of electric vehicles in the Washington, DC, metro area 华盛顿特区都会区电动汽车的拥有和使用情况
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-19 DOI: 10.1016/j.tbs.2024.100945
Anna Alberini , Giovanni Santoboni
{"title":"Ownership and use of electric vehicles in the Washington, DC, metro area","authors":"Anna Alberini ,&nbsp;Giovanni Santoboni","doi":"10.1016/j.tbs.2024.100945","DOIUrl":"10.1016/j.tbs.2024.100945","url":null,"abstract":"<div><div>We use the travel diaries and other information in the 2018 Regional Travel Survey from the Washington DC metro area to examine the ownership and driving patterns of battery vehicles (EVs, comprised of BEVs and PHEVs) used for personal transportation purposes. We find that the households that own EVs are wealthier, own more vehicles, and have more family members and more working family members. Probit models suggest that the opportunity to charge at work is the most important predictor of EV ownership. By contrast, the availability of publicly accessible charging stations at the time of the purchase of a vehicle plays a very small role. Households that own EVs exhibit similar trip mode choices as households that own exclusively internal combustion engine (ICE) cars, drive their EVs similar distances—overall and for specific purposes—and at similar times of the day or night. This provides support for origin–destination trip matrices and models that regard EVs as similar to ICEs—at least in the Washington, DC, metro area.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100945"},"PeriodicalIF":5.1,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684384","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 Car Dependence Make People Unsatisfied With Life? Evidence From a U.S. National Survey 对汽车的依赖会让人对生活不满意吗?来自美国全国调查的证据
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-19 DOI: 10.1016/j.tbs.2024.100954
Rababe Saadaoui , Deborah Salon , Huê-Tâm Jamme , Nicole Corcoran , Jordyn Hitzeman
{"title":"Does Car Dependence Make People Unsatisfied With Life? Evidence From a U.S. National Survey","authors":"Rababe Saadaoui ,&nbsp;Deborah Salon ,&nbsp;Huê-Tâm Jamme ,&nbsp;Nicole Corcoran ,&nbsp;Jordyn Hitzeman","doi":"10.1016/j.tbs.2024.100954","DOIUrl":"10.1016/j.tbs.2024.100954","url":null,"abstract":"<div><div>In the United States (U.S.), cars play a key role in facilitating mobility. Americans heavily rely on their cars for daily travel due to the benefits of access, convenience, comfort, and autonomy that private vehicle travel offers. However, the potential negative implications of high rates of car ownership and use for wellbeing, sustainability, and social equity have sparked the interest of many scholars. We contribute to these lines of inquiry by examining whether and if so, how car dependence relates to people’s satisfaction with life. Our data come from a national survey with a representative sample (n = 2,155) of U.S. adults living in urban and suburban areas. Using descriptive statistics and multivariate regression models, we find that there is a threshold effect of car dependence on life satisfaction. Our results show that beyond a certain point, increases in car dependence yield a decrease in people’s satisfaction with life. For instance, we find that, in a typical week, relying on a car for more than 50 percent of the time for out-of-home activities is associated with a decrease in life satisfaction. These findings suggest that planners and decision-makers should promote multimodality and land use patterns that may help to reduce car dependence and its potential negative effect on subjective wellbeing (SWB).</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100954"},"PeriodicalIF":5.1,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684358","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
Trends in leisure and shopping travel: From pre- to post-COVID-19 pandemic 休闲和购物旅行的趋势:从 COVID-19 流行前到流行后
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-16 DOI: 10.1016/j.tbs.2024.100956
Kailai Wang , Jonas De Vos
{"title":"Trends in leisure and shopping travel: From pre- to post-COVID-19 pandemic","authors":"Kailai Wang ,&nbsp;Jonas De Vos","doi":"10.1016/j.tbs.2024.100956","DOIUrl":"10.1016/j.tbs.2024.100956","url":null,"abstract":"<div><div>The global COVID-19 pandemic of 2020–2022 precipitated a significant transformation in leisure and shopping travel patterns. This study leverages data from the Puget Sound Regional Travel Study conducted in 2017, 2019, and 2023 to investigate these changes. Utilizing rigorous statistical analyses, including conditional mixed-process modeling, our empirical results indicate that the share of trips made for leisure travel and in-store shopping increased in the post-pandemic era, while the vehicle miles traveled for leisure activities decreased. Individuals with telework arrangements exceeding six hours per day tended to make a higher proportion of their daily trips for leisure and shopping, yet they covered shorter distances by automobile for these activities. The surge in package delivery, stimulated by the pandemic, exhibited a complementary effect on in-store shopping travel but appeared to substitute some leisure activities. These findings provide valuable insights for policymakers aiming to adapt transportation infrastructure and public services to the evolving needs of the post-pandemic era.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100956"},"PeriodicalIF":5.1,"publicationDate":"2024-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142663384","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stepping towards transformation: Adaptations and functions of walking practices in the pandemic urban neighbourhood 迈向转变:大流行病城市街区步行实践的适应性和功能
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-16 DOI: 10.1016/j.tbs.2024.100940
Monika Pentenrieder
{"title":"Stepping towards transformation: Adaptations and functions of walking practices in the pandemic urban neighbourhood","authors":"Monika Pentenrieder","doi":"10.1016/j.tbs.2024.100940","DOIUrl":"10.1016/j.tbs.2024.100940","url":null,"abstract":"<div><div>Many concepts of the post-pandemic urban neighbourhood transitioning into a socio-ecological and resilient future centre on walking. However, the lived experiences of walking – beyond frequencies, rationalities or specific features of the built environment – are less reflected in these concepts. This paper studies the dynamics of walking and its entanglements with practices of everyday life in an urban neighbourhood. Under the analytical lens of the COVID-19 pandemic, qualitative focus groups were conducted to explore walking experiences. The analysis of adaptations and functions of walking shows the versatility of walking practices in their flexibility and resilience. Walking in a neighbourhood that is attributed high walkability functions as a key mode in everyday coordination. Walking, however, is not exclusively pleasurable, accessible or directly conducive to a shift away from carbon-intensive everyday practices. Rather, the complex and multi-dimensional role of walking within a socio-ecological and resilient transformation requires policy and planning to address the relations of different elements and practices. The paper contributes qualitative insights to both walkability and COVID-19 transport literature, and demonstrates the benefits of a social practice perspective.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100940"},"PeriodicalIF":5.1,"publicationDate":"2024-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142663385","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Beyond the red and green: Effects of rational and irrational factors in pedestrian choice at two-stage signalized crossings with independent phases 红绿灯之外:两阶段独立信号灯路口行人选择中理性和非理性因素的影响
IF 5.1 2区 工程技术
Travel Behaviour and Society Pub Date : 2024-11-16 DOI: 10.1016/j.tbs.2024.100955
Dianchen Zhu , Ya Gao , Xiaodong Chen , Zhongxiang Feng , Ho-Yin Chan , Mingming Zhao
{"title":"Beyond the red and green: Effects of rational and irrational factors in pedestrian choice at two-stage signalized crossings with independent phases","authors":"Dianchen Zhu ,&nbsp;Ya Gao ,&nbsp;Xiaodong Chen ,&nbsp;Zhongxiang Feng ,&nbsp;Ho-Yin Chan ,&nbsp;Mingming Zhao","doi":"10.1016/j.tbs.2024.100955","DOIUrl":"10.1016/j.tbs.2024.100955","url":null,"abstract":"<div><div>Pedestrian safety warrants significant attention, specifically red-light violation behavior at these two-stage signalized crossings. Distinct from pedestrian behaviors at one-stage crossings, the decision-making processes at two-stage signalized intersections can be influenced by the signal conditions of the subsequent crossing stage. Moreover, the rational assessment of trade-offs between time and safety may shift under different situational conditions at two-stage intersections. To investigate these dynamics, the current study employs a stated preference (SP) survey to elucidate the factors influencing pedestrian crossing decisions at two-stage signalized crossings. A random parameter random regret multinomial logit model is utilized to quantify the probabilities of different crossing behaviors. The results demonstrate the presence of a green signal at the subsequent stage is positively with the likelihood of red light violation at the current stage, suggesting a predominant preference for time-saving over rule adherence, despite associated risks. Intriguingly, individuals characterized by low risk-taking and time-saving proclivities exhibit a significantly greater likelihood of red light running. These findings contribute to a nuanced understanding of pedestrian behavior, offering strategic insights for behavioral interventions and transportation planning, such as optimizing signal time plan, implementing advanced transportation facilities, improving junction design and enhancing deterrence measures, thereby enhancing safety and promoting walkability in urban environments.</div></div>","PeriodicalId":51534,"journal":{"name":"Travel Behaviour and Society","volume":"39 ","pages":"Article 100955"},"PeriodicalIF":5.1,"publicationDate":"2024-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142663500","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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