Transportation Letters-The International Journal of Transportation Research最新文献

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Simulating desired speeds-based intelligent driver model for large sample size of urban expressways 基于期望速度的大样本量城市高速公路智能驾驶员模型仿真
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-04-21 Epub Date: 2026-01-01 DOI: 10.1080/19427867.2025.2604338
Md. Mijanoor Rahman , Md. Jamal Hossain , Mohammad Raquibul Hossain , Mohd. Tahir Ismail , Majid Khan Majahar Ali
{"title":"Simulating desired speeds-based intelligent driver model for large sample size of urban expressways","authors":"Md. Mijanoor Rahman ,&nbsp;Md. Jamal Hossain ,&nbsp;Mohammad Raquibul Hossain ,&nbsp;Mohd. Tahir Ismail ,&nbsp;Majid Khan Majahar Ali","doi":"10.1080/19427867.2025.2604338","DOIUrl":"10.1080/19427867.2025.2604338","url":null,"abstract":"<div><div>The best car-following model (Intelligent Driver Model) incorporates desired speed parameter, whereas the literature suggested to include such parameter in driving behavior of lane changing model. Previous researches, however, have overlooked few things that desired speed values of many vehicles are to be collected from big data, and these values may have a significant effect on discretionary lane changing action. This research proposes the desired speed values for lane changing drivers and target lane vehicle drivers from calibrated IDM using big data for on-ramp and off-ramp areas, and simulates this IDM using the proposed data for validation test. The calibration method uses a genetic algorithm against the real dataset. Further, finding results suggest overcoming conflicts in this dataset by controlling the used dynamic factors. High performance-based traffic simulation software in the future can use the further developed model to decrease traffic crashes, bottlenecks, and long signals in the intersection.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 4","pages":"Pages 738-755"},"PeriodicalIF":3.3,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147807967","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Formulating the express railway network design for relieving in-vehicle crowding, incorporating a bi-level modeling approach 制定缓解车内拥挤的高速铁路网设计,采用双层建模方法
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-04-21 Epub Date: 2026-01-05 DOI: 10.1080/19427867.2025.2610229
Jaemin Hwang , Shin-Hyung Cho
{"title":"Formulating the express railway network design for relieving in-vehicle crowding, incorporating a bi-level modeling approach","authors":"Jaemin Hwang ,&nbsp;Shin-Hyung Cho","doi":"10.1080/19427867.2025.2610229","DOIUrl":"10.1080/19427867.2025.2610229","url":null,"abstract":"<div><div>Crowding in vehicles is worse in concentrated urban areas. It is necessary to extend the public transit network, delivering travelers with a high level of service. This study aims to develop a design model of an express railway to improve mobility and relieve congestion on the existing urban rail transit network. A bi-level structure has been employed to solve the network design problem. The upper-level model is formulated to maximize the net-benefit of the entire rail network, whereas the lower-level model is formulated to grasp the effect of crowding on vehicles. A genetic algorithm is employed to solve the combinatorial optimization problem in a reasonable time. The results show that the developed model can find the optimal express railway by reflecting the relation of the trade-off between accessibility and mobility of the system. This study contributes to the establishment of the long-term plan for public transit networks in metropolitan areas.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 4","pages":"Pages 809-822"},"PeriodicalIF":3.3,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147807973","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Hub-and-spoke network design problem with multiple modes of transport 多种运输方式下的轮辐网络设计问题
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-03-16 Epub Date: 2025-12-14 DOI: 10.1080/19427867.2025.2599216
Bruno da Rocha Mendonça , Carlos Diego Rodrigues , Bruno de Athayde Prata
{"title":"Hub-and-spoke network design problem with multiple modes of transport","authors":"Bruno da Rocha Mendonça ,&nbsp;Carlos Diego Rodrigues ,&nbsp;Bruno de Athayde Prata","doi":"10.1080/19427867.2025.2599216","DOIUrl":"10.1080/19427867.2025.2599216","url":null,"abstract":"<div><div>Although the hub allocation problem in distribution networks has been widely studied, few works consider network models that include multiple modes of transportation. To address this NP-hard problem, a Mixed-Integer Linear Programming (MILP) model was developed. Using metaheuristics based on GRASP and VNS, the model selects the best vertices to serve as hubs, minimizing the cost of potential routes formed by these elements. Solutions are obtained through a Variable Neighborhood Search algorithm, which analyzes the vertices accessing the network after hub selection. The MILP model includes parameters that better account for the different modes of transportation. Computational experiments were conducted with randomly generated test instances and compared with existing similar algorithms. These experiments produced satisfactory solutions for problems with up to 500 vertices, a significant advancement given the complexity of the problem. In the literature, similar mathematical models typically solve problems with only up to 25 vertices.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 3","pages":"Pages 683-694"},"PeriodicalIF":3.3,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147588122","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Multimodal container slot allocation and pricing optimization with overbooking strategies 基于超售策略的多式联运集装箱舱位分配与定价优化
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-03-16 Epub Date: 2025-12-14 DOI: 10.1080/19427867.2025.2588686
Bing Han , Xinpeng Geng , Song Wang , Jie Zhang
{"title":"Multimodal container slot allocation and pricing optimization with overbooking strategies","authors":"Bing Han ,&nbsp;Xinpeng Geng ,&nbsp;Song Wang ,&nbsp;Jie Zhang","doi":"10.1080/19427867.2025.2588686","DOIUrl":"10.1080/19427867.2025.2588686","url":null,"abstract":"<div><div>In the face of uncertain and diverse market demands, maximizing revenue for multimodal transport operators in limited circumstances is a critical challenge. This paper addresses the joint decision-making process of container slot allocation and dynamic pricing, incorporating an overbooking strategy based on revenue management theory from the perspective of multimodal transport operators. We formulate a two-stage stochastic programming model for this problem. Numerical experiments validate the model’s effectiveness, showing that overbooking resolves the conflict between limited capacity and revenue goals, significantly increasing operator revenue. Unlike previous studies, this work introduces a novel modeling framework that integrates overbooking into joint decision-making, offering a more realistic and comprehensive approach. These findings provide a viable solution for multimodal transport operators to increase their revenue and offer theoretical and practical insights for effective resource allocation in the market.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 3","pages":"Pages 583-602"},"PeriodicalIF":3.3,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147588117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Toward safer streets: Investigating risk factors for pedestrian injury severity in Pakistan 走向更安全的街道:调查巴基斯坦行人受伤严重程度的风险因素
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-03-16 Epub Date: 2025-11-22 DOI: 10.1080/19427867.2025.2587616
Muhammad Junaid Khan , Chaozhe Jiang , Amjad Pervez , Tingru Zhang
{"title":"Toward safer streets: Investigating risk factors for pedestrian injury severity in Pakistan","authors":"Muhammad Junaid Khan ,&nbsp;Chaozhe Jiang ,&nbsp;Amjad Pervez ,&nbsp;Tingru Zhang","doi":"10.1080/19427867.2025.2587616","DOIUrl":"10.1080/19427867.2025.2587616","url":null,"abstract":"<div><div>Pedestrian crashes are a leading cause of road traffic fatalities and serious injuries in low- and middle-income countries, including Pakistan. However, pedestrian safety remains underexplored compared to other vulnerable road users, such as motorcyclists and motorized rickshaw occupants. In addition, most of the existing studies related to pedestrian safety in the country have primarily examined overall crash frequencies or broad injury patterns, providing limited insights into the factors influencing injury severity in pedestrian-involved crashes. This study investigates key factors associated with pedestrian injury severity in Pakistan by analyzing 4,024 crashes collected between January 1 2020 and July 31 2023. A random parameters binary probit model with heterogeneity in means and variances was applied to account for unobserved heterogeneity in injury severity outcomes. The model reveals significant heterogeneity in the effects of different variables, i.e., nighttime, outer shoulder width, and access point presence. Findings showed that the likelihood of severe pedestrian injuries increases due to demographic attributes (e.g., men pedestrians, individuals aged 41 and above), environmental and temporal characteristics (e.g., crashes occurring during or after the COVID-19 period, nighttime), and crash features (e.g., collisions involving passenger cars or heavy vehicles, excessive speeding). In addition, roadway geometric attributes (e.g., presence of intersections, narrow shoulders, access points) were found to significantly influence injury severity. The study highlights the need for targeted, health-focused interventions, including promoting gender-inclusive pedestrian safety initiatives, implementing age-friendly urban designs, and adopting speed management strategies from Vision Zero programs, to enhance pedestrian safety. These measures can help reduce pedestrian-related injury severity and support safer urban environments in Pakistan and other similar settings.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 3","pages":"Pages 563-582"},"PeriodicalIF":3.3,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147588115","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Capacity-utilization oriented train scheduling for busy high-speed rail based on an improved time-space network 基于改进时空网络的高铁繁忙列车调度
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-03-16 Epub Date: 2025-12-15 DOI: 10.1080/19427867.2025.2600543
Xin Shi , Wenliang Zhou , Xin Zhang
{"title":"Capacity-utilization oriented train scheduling for busy high-speed rail based on an improved time-space network","authors":"Xin Shi ,&nbsp;Wenliang Zhou ,&nbsp;Xin Zhang","doi":"10.1080/19427867.2025.2600543","DOIUrl":"10.1080/19427867.2025.2600543","url":null,"abstract":"<div><div>This paper addresses the capacity-utilization oriented train scheduling problem for busy high-speed railways in China, aiming to enhance transport capacity utilization by increasing the number of scheduled trains. A practical and efficient approach is proposed, integrating differentiated safety time-intervals, train slowdown times, and flexible train stops into an integer programming model. To solve the model, an efficient algorithm is designed to optimize arc penalty costs within the time-space network. Additionally, a flexible train cancellation strategy is introduced to minimize cancellations while ensuring successful scheduling. Numerical analysis on the Shanghai–Hangzhou High-speed Railway demonstrates a 47.66% improvement in scheduled trains, scheduling nearly 160 trains in one direction over a full day, with only a modest 4.72% increase in total travel time, resulting from the conflict resolution strategies employed. This trade-off is acceptable given the significant gain in capacity utilization and scheduling success, making the proposed method an effective solution for enhancing railway capacity.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 3","pages":"Pages 695-719"},"PeriodicalIF":3.3,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147588123","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Collaborative planning of transportation routes and timetables under the cold chain multi-service mode: considering service attribute preferences 冷链多服务模式下运输路线与时刻表协同规划:考虑服务属性偏好
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-03-16 Epub Date: 2025-11-19 DOI: 10.1080/19427867.2025.2581568
Qubo Yu , Kun Liu , Shaoquan Ni , Xiaowei Liu
{"title":"Collaborative planning of transportation routes and timetables under the cold chain multi-service mode: considering service attribute preferences","authors":"Qubo Yu ,&nbsp;Kun Liu ,&nbsp;Shaoquan Ni ,&nbsp;Xiaowei Liu","doi":"10.1080/19427867.2025.2581568","DOIUrl":"10.1080/19427867.2025.2581568","url":null,"abstract":"<div><div>Cold chain logistics refers to a special supply chain system with a high demand for low-cost, on-time transportation, high reliability, and environmental friendliness. This study proposes a fuzzy integer nonlinear programming model for the collaborative planning of cold chain transportation routes and timetables, considering service attribute preferences and the uncertainty of the transport cost coefficient, transport time, inventory time, and capacities. Numerical experiments are conducted based on the New Land-Sea Trade Corridor in southwest China. The cold chain multi-service mode achieves a balance between the total cost, reliability, and travel time. Different departure times have a significant impact on transportation plans intended to avoid violating service connection constraints. Preferring particular service attributes does not necessarily increase total transportation costs, enabling improved service quality without increasing total costs.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 3","pages":"Pages 545-562"},"PeriodicalIF":3.3,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147588116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Optimizing battery electric bus allocations: an integrated approach to cost minimization and evolutionary game theory 优化电动客车分配:成本最小化和进化博弈论的综合方法
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-03-16 Epub Date: 2025-12-12 DOI: 10.1080/19427867.2025.2595232
Jing Liu , Jie Zhang , Chuntong Dong , Qingling He
{"title":"Optimizing battery electric bus allocations: an integrated approach to cost minimization and evolutionary game theory","authors":"Jing Liu ,&nbsp;Jie Zhang ,&nbsp;Chuntong Dong ,&nbsp;Qingling He","doi":"10.1080/19427867.2025.2595232","DOIUrl":"10.1080/19427867.2025.2595232","url":null,"abstract":"<div><div>High capital costs and vehicle allocation challenges impede urban public transport electrification. This paper presents an integrated optimization framework for battery electric bus (BEB) fleet scheduling under both opportunity and depot charging conditions, simultaneously optimizing battery capacity, dispatch frequency, and fleet size to minimize total annualized system cost. A hybrid heuristic algorithm achieves high-quality solutions within practical runtimes. An evolutionary game model captures dynamic interactions between operators and passengers under alternative allocation strategies. The framework is validated through a case study in Harbin, China. Results demonstrate that the optimal configuration reduces annualized system cost by approximately 17.8% (≈266 million CNY) relative to the baseline and identifies cost-effective combinations of key decision variables. Sensitivity analyses confirm robustness across varying wireless charging facility scenarios. These findings provide actionable insights for electric bus planning and sustainable fleet management in cold-climate urban environments.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 3","pages":"Pages 636-669"},"PeriodicalIF":3.3,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147588120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
The impact of ride-hailing services on traffic congestion: quasi-experimental evidence from China 网约车对交通拥堵的影响:来自中国的准实验证据
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-03-16 Epub Date: 2025-10-11 DOI: 10.1080/19427867.2025.2570223
Zhuolun Wang , Yan Lin , Jing Yang
{"title":"The impact of ride-hailing services on traffic congestion: quasi-experimental evidence from China","authors":"Zhuolun Wang ,&nbsp;Yan Lin ,&nbsp;Jing Yang","doi":"10.1080/19427867.2025.2570223","DOIUrl":"10.1080/19427867.2025.2570223","url":null,"abstract":"<div><div>Traffic congestion has gradually become an important social problem that hinders the sustainable development of transportation. With ride-hailing services become more widespread in Chinese cities, it is crucial for city managers to understand their impact on traffic congestion. Using panel data for 61 Chinese cities between 2014 and 2017, the results indicate that the overall impact of ride-hailing services on traffic congestion in China is insignificant. The main reason for this insignificance is the mutual offset between direct and indirect effects: on the one hand, they directly increase traffic congestion by 1.04%, but the direct effect is statistically insignificant; on the other hand, ride-hailing services indirectly mitigate traffic congestion by 1.18% through reducing private car ownership by 6.29%, indicating that private car ownership plays a suppression effect in this impact path. Didi Hitch significantly mitigates traffic congestion compared to Didi Express.</div></div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 3","pages":"Pages 508-522"},"PeriodicalIF":3.3,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147588126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Cascading failure analysis for multimodal comprehensive transportation network considering time-delay characteristic of passenger flow redistribution 考虑客流再分配时滞特性的多式联运网络级联失效分析
IF 3.3 3区 工程技术
Transportation Letters-The International Journal of Transportation Research Pub Date : 2026-03-16 Epub Date: 2025-10-10 DOI: 10.1080/19427867.2025.2564831
Jialiang Xiao , Yongtao Zheng , Wei Wang , Xuedong Hua
{"title":"Cascading failure analysis for multimodal comprehensive transportation network considering time-delay characteristic of passenger flow redistribution","authors":"Jialiang Xiao ,&nbsp;Yongtao Zheng ,&nbsp;Wei Wang ,&nbsp;Xuedong Hua","doi":"10.1080/19427867.2025.2564831","DOIUrl":"10.1080/19427867.2025.2564831","url":null,"abstract":"<div><div>Under external disturbances, considering passenger flow transfer time – referred to as the time-delay characteristic – rather than redistributing the passenger flow instantaneously, is crucial for analyzing cascading failures in multimodal comprehensive transportation network (MCNet). This study proposes an improved cascading failure model that incorporates passenger flow transfer time, transfer paths, and multiple transfer modes. A systematic analytical method is designed to examine cascading failure characteristics under different influencing factors in MCNet. The experimental results reveal that attacking the highest-strength vertex triggers a more severe cascading failure. Besides, the cascading failure in MCNet is primarily induced by passenger flow rather than network structure, while the time-delay characteristic can slow down the failure propagation by 43.6%. Moreover, an increasing proportion of volume transferred within the same mode can mitigate the cascading effects. Finally, based on the research findings, we propose several suggestions for network design and optimization to enhance the resilience of MCNet.</div></div><div>Under external disturbances, considering passenger flow transfer time – referred to as the time-delay characteristic – rather than redistributing the passenger flow instantaneously, is crucial for analyzing cascading failures in multimodal comprehensive transportation network (MCNet). This study proposes an improved cascading failure model that incorporates passenger flow transfer time, transfer paths, and multiple transfer modes. A systematic analytical method is designed to examine cascading failure characteristics under different influencing factors in MCNet. The experimental results reveal that attacking the highest-strength vertex triggers a more severe cascading failure. Besides, the cascading failure in MCNet is primarily induced by passenger flow rather than network structure, while the time-delay characteristic can slow down the failure propagation by 43.6%. Moreover, an increasing proportion of volume transferred within the same mode can mitigate the cascading effects. Finally, based on the research findings, we propose several suggestions for network design and optimization to enhance the resilience of MCNet.</div>","PeriodicalId":48974,"journal":{"name":"Transportation Letters-The International Journal of Transportation Research","volume":"18 3","pages":"Pages 481-507"},"PeriodicalIF":3.3,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147588125","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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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