Asian Transport Studies最新文献

筛选
英文 中文
Genetic algorithm with an event-based simulator for solving the fleet allocation problem in an electric vehicle sharing system 基于事件模拟器的遗传算法求解电动汽车共享系统中的车队分配问题
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2022.100060
Hui-Chieh Li , Chung-Cheng Lu , Timo Eccarius , Min-Yi Hsieh
{"title":"Genetic algorithm with an event-based simulator for solving the fleet allocation problem in an electric vehicle sharing system","authors":"Hui-Chieh Li ,&nbsp;Chung-Cheng Lu ,&nbsp;Timo Eccarius ,&nbsp;Min-Yi Hsieh","doi":"10.1016/j.eastsj.2022.100060","DOIUrl":"10.1016/j.eastsj.2022.100060","url":null,"abstract":"<div><p>The study deals with the fleet allocation problem in public electric vehicle (EV) systems with consideration of demand uncertainty. The problem aims to determine the optimal number of EVs deployed at each station and the objective is to minimize the total system cost. We propose a genetic algorithm (GA) with an event-based simulator to solve this problem. To consider demand uncertainty, an event-based simulator is developed and embedded in the GA. This study generates and solves a number of instances based on the historical data obtained from an EV-Sharing system operator in Sun Moon Lake national park in Taiwan. We compare the solutions of the GA with those of an enumeration method. The results show that the GA is able to obtain the optimal solution for more than 70% of the instances. Even when the GA fails to find the optimum, the gaps between optimal solutions and heuristic solutions are less than 0.1%. Moreover, all solutions are found within a reasonable amount of time. The proposed solution approach provides decision support for the fleet allocation in EV-sharing systems.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100060"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2185556022000062/pdfft?md5=88140593fbeef3f1b23754834dc9a318&pid=1-s2.0-S2185556022000062-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80370943","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: 3
A proposal of envelope theorem on the mixed traffic of pedestrians and various mobilities 行人与各种交通工具混合交通的包络定理的提出
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2021.100050
Lubing Zou, Tetsuo Yai
{"title":"A proposal of envelope theorem on the mixed traffic of pedestrians and various mobilities","authors":"Lubing Zou,&nbsp;Tetsuo Yai","doi":"10.1016/j.eastsj.2021.100050","DOIUrl":"10.1016/j.eastsj.2021.100050","url":null,"abstract":"<div><p>As machines gradually are introduced in human society and share public spaces with people, achieving human-machine coexistence becomes significant. Previous studies make contributions but are still insufficient to satisfy the needs of mixed traffic when mobilities increase. For dealing with the mixed traffic and ensuring safe and comfortable walking environments of pedestrians, this research proposes a new envelope theorem divided into physical and mental envelopes. The mental envelope (ME) as the focus of this research explains pedestrian perceptions from two perspectives, SME and OME, expanding the traditional interpersonal distance. To preliminarily explore the acceptance of two MEs and compare their differences, we conduct a questionnaire survey. The results show that MEs are accepted by participants, and express different pedestrian perceptions. The responses of subjective priority order showing the differences between SME and OME indicate their possible relationship. These findings would be beneficial to explore the future applications of MEs.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100050"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2185556021000183/pdfft?md5=1ab50e757a084f4c644e6e1e53c9dc95&pid=1-s2.0-S2185556021000183-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85908757","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: 1
Identifying golden routes in tourist areas based on AMP collectors 基于AMP收集器的旅游区黄金路线识别
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2021.100052
Guanghui Zhou , Fumitaka Kurauchi , Shin Ito , Ran Du
{"title":"Identifying golden routes in tourist areas based on AMP collectors","authors":"Guanghui Zhou ,&nbsp;Fumitaka Kurauchi ,&nbsp;Shin Ito ,&nbsp;Ran Du","doi":"10.1016/j.eastsj.2021.100052","DOIUrl":"10.1016/j.eastsj.2021.100052","url":null,"abstract":"<div><p>This study uses anonymous media access control address packet (AMP) collector data obtained from Wi-Fi signals to identify golden routes, i.e., routes that are most frequently followed in tourist areas. The rise of radiofrequency scanner technology has led to its potential application in the observation of people movements. This study analysed the travelling behaviour of tourists in the Higashiyama area (Kyoto, Japan) using digital footprint data collected by 20 AMP sensors. K-means clustering analysis was performed to identify the trajectory of tourists. Then, sequential pattern mining was used to extract the frequent sequence of destinations visited by tourists. As a result, we characterised the smart device users into four groups: same-day visitors, overnight visitors, commuters, and residents. Moreover, it was found that the most frequent trip patterns of tourists matched our expectations, and we conclude that the proposed method can identify golden routes.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100052"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2185556021000201/pdfft?md5=a1bf894cbcb85f8afd150c0cb8591a86&pid=1-s2.0-S2185556021000201-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76182642","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: 3
Exploring the impacts of online food delivery service on facility distribution: A case of Jakarta, Indonesia 探讨在线外卖服务对设施配送的影响:以印度尼西亚雅加达为例
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2022.100078
Maya Safira , Makoto Chikaraishi
{"title":"Exploring the impacts of online food delivery service on facility distribution: A case of Jakarta, Indonesia","authors":"Maya Safira ,&nbsp;Makoto Chikaraishi","doi":"10.1016/j.eastsj.2022.100078","DOIUrl":"10.1016/j.eastsj.2022.100078","url":null,"abstract":"<div><p>Multi-service transport platforms (MSTPs) such as GOJEK and GRAB, providing access to many services without traveling, may lead to changes in activity and travel decisions, in turn leading to changes in the distribution of facilities, evidenced by a different distribution pattern and spatial concentration of online food merchants that only provide online food delivery services. This study empirically explores the impacts of MSTPs on food merchant distribution in Jakarta by identifying differences in distributions of dine-in and online food merchants. Our empirical results focusing on the agglomeration of facilities with different spatial scales showed that, while dine-in food merchants are more agglomerated at the metropolitan scale, online food merchants are more agglomerated at the neighborhood scale, presumably due to the necessity to attract MSTP drivers to keep the delivery service level. We also found that online food merchants tend to be agglomerated in the center and fringe area of the city.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100078"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2185556022000244/pdfft?md5=896d82a0c25e1a213ab978657d8a0b74&pid=1-s2.0-S2185556022000244-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73273740","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: 4
Prediction of travel time on urban road links with and without point detectors 有和没有点探测器的城市道路交通时间预测
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2022.100081
Ang Li , William H.K. Lam , Mei Lam Tam , Ren Xin Zhong , Wei Ma
{"title":"Prediction of travel time on urban road links with and without point detectors","authors":"Ang Li ,&nbsp;William H.K. Lam ,&nbsp;Mei Lam Tam ,&nbsp;Ren Xin Zhong ,&nbsp;Wei Ma","doi":"10.1016/j.eastsj.2022.100081","DOIUrl":"https://doi.org/10.1016/j.eastsj.2022.100081","url":null,"abstract":"<div><p>This paper proposes a short-term rolling horizon framework for the within-day prediction of travel times on links with and without point detectors (referred to as observed and unobserved links respectively) along a selected path covered in the Hong Kong journey time indication system (JTIS). In Hong Kong JTIS, the number of point detectors on major roads is usually limited due to the financial budget and site constraints in the densely populated urban area. However, the prediction of the travel times on urban road corridors particularly on the links without point detectors is also valuable to road users and traffic authorities. This paper proposes a 2-stage framework based on functional principal component analysis and maximum likelihood estimation method to predict the mean and standard deviation of the travel times on the study path and observed links as well as unobserved links once every 2 min for the next 30 min. An urban road network in Hong Kong is selected as a case study. The prediction results are validated using an independent dataset from JTIS, demonstrating the practical applicability of the proposed framework.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100081"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S218555602200027X/pdfft?md5=69f356f95afcb76e8048b9ebe48fac07&pid=1-s2.0-S218555602200027X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"137224411","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
An improvement on shelter airport selection model during large-scale volcanic disasters: A case study of Hakoneyama Japan 大型火山灾害中避难机场选择模型的改进——以日本箱山为例
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2021.100054
Saharat Arreeras, Mikiharu Arimura
{"title":"An improvement on shelter airport selection model during large-scale volcanic disasters: A case study of Hakoneyama Japan","authors":"Saharat Arreeras,&nbsp;Mikiharu Arimura","doi":"10.1016/j.eastsj.2021.100054","DOIUrl":"10.1016/j.eastsj.2021.100054","url":null,"abstract":"<div><p>Through the movement of passengers and cargo, air transportation contributes to economic growth and prosperity. As it expands in size and complexity, it becomes more susceptible to disruptions caused by weather conditions and natural disasters, such as volcanic eruptions. The eruptions of the Eyjafjallajökull and Merapi volcanoes caused significant problems in Europe and central Indonesia concerning air traffic and the economy in 2010. Numerous active volcanoes in Japan could severely disrupt the country's airspace and damage aircraft. The study is aimed at the challenge of determining how to select an airport as a safe place to land during an aircraft evacuation in the event of a volcanic eruption. Airside, airline, and historical data were used to design the shelter airport selection model. Later, it was used to discover an approximate solution for aircraft evacuation using a genetic algorithm (GA).</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100054"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2185556021000225/pdfft?md5=f806f83ea82321b17b9cf2a4fd209413&pid=1-s2.0-S2185556021000225-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87256124","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: 1
Analysis of left-turn lane capacity under autonomous vehicle mixed flow considering the influence of pedestrian volume and crosswalk length 考虑行人量和人行横道长度影响的自动车辆混合流左转弯车道容量分析
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2022.100070
Xin Zhang, Yifei Wang, Hideki Nakamura, Kaixin Liu
{"title":"Analysis of left-turn lane capacity under autonomous vehicle mixed flow considering the influence of pedestrian volume and crosswalk length","authors":"Xin Zhang,&nbsp;Yifei Wang,&nbsp;Hideki Nakamura,&nbsp;Kaixin Liu","doi":"10.1016/j.eastsj.2022.100070","DOIUrl":"10.1016/j.eastsj.2022.100070","url":null,"abstract":"<div><p>Conflicts between pedestrians and left-turning vehicles cause pedestrian safety hazards and decrease vehicle turning capacity at signalized intersections. This commonly occurs in Japan where they share the same traffic light phase. Road capacity is influenced by the interaction between them. Autonomous vehicles (AVs) promise to improve the safety and efficiency of road networks. However, they will face the same problems as human-driven vehicles with pedestrian avoidance. Thus, this study estimated the capacity of the left-turn lane, in Japan, under AV mixed flows taking into account AV penetration rates, pedestrian flow rates, and crosswalk length. The impact of AVs on capacity was analyzed with different settings for the critical gap between vehicles and pedestrians. It was found that if AVs comply perfectly with traffic law, the capacity of the left-turn lane sharply decreases, especially in the case of long crosswalks.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100070"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2185556022000165/pdfft?md5=bcb80d03c9a3d25f7e15bb3f4f8cb18a&pid=1-s2.0-S2185556022000165-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89482306","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
Evaluation of wheelchair accessibility in train stations using a spatial network 基于空间网络的火车站轮椅可达性评价
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2022.100067
Yuko Arai , Takahiko Kusakabe , Yukari Niwa , Kentaro Honma
{"title":"Evaluation of wheelchair accessibility in train stations using a spatial network","authors":"Yuko Arai ,&nbsp;Takahiko Kusakabe ,&nbsp;Yukari Niwa ,&nbsp;Kentaro Honma","doi":"10.1016/j.eastsj.2022.100067","DOIUrl":"10.1016/j.eastsj.2022.100067","url":null,"abstract":"<div><p>The universal design of public transportation is a crucial task worldwide, especially in aging societies. For this reason, public agencies and train operators have advocated for universal architectural design for train stations, for instance, installing elevators and designing step-free routes. However, the location of elevators is often decided on an ad-hoc basis, and wheelchair users are often forced to take unnecessary detours and collision risks. This is because few methodologies are available for making an integrated evaluation of spatial structure and wheelchair accessibility.</p><p>This paper introduces an evaluation framework based on network analysis to evaluate wheelchair accessibility from the aspect of the spatial structure at train stations. Specifically, we first develop weighted network data that describe the spatial structure of train stations in detail to represent the mobility restrictions of wheelchair users and pedestrians. We next propose several indices to evaluate each station in terms of its wheelchair accessibility using these data: “reachable time indices,” which measure the time to the train doors from the ticket gate, and “level of path independence,” which describes the low risk of collisions on paths. This evaluation framework was applied to nine train stations in Tokyo, Japan, as case studies to examine the relationship between spatial structure and wheelchair accessibility. As a result, we found three important relationships. First, placing an elevator in the center of a platform narrows the range of the reachable times for wheelchair users. Second, the proximity of elevator doors to stairs or escalator entrances tends to increase the risk of collisions with pedestrians. Third, a wheelchair stairlift installed in place of elevators increases the minimum reachable time and increases the risk of collisions on designated paths. These insights will be useful for finding facilities that require improvement in the wheelchair accessibility of step-free routes.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100067"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S218555602200013X/pdfft?md5=d7eac68a162c9c980a56e5eeebe66d9a&pid=1-s2.0-S218555602200013X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76842190","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: 1
A link-based semi-dynamic user equilibrium traffic assignment model considering signal effect 考虑信号效应的基于链路的半动态用户均衡流量分配模型
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2022.100062
Kosuke Koike , Shoichiro Nakayama , Hiromichi Yamaguchi
{"title":"A link-based semi-dynamic user equilibrium traffic assignment model considering signal effect","authors":"Kosuke Koike ,&nbsp;Shoichiro Nakayama ,&nbsp;Hiromichi Yamaguchi","doi":"10.1016/j.eastsj.2022.100062","DOIUrl":"10.1016/j.eastsj.2022.100062","url":null,"abstract":"<div><p>In most cities, traffic conditions vary significantly during the day. A static traffic assignment model may not adequately represent time-dependent congestion phenomena in traffic network analysis. Moreover, a dynamic traffic assignment model is too complex and is computationally intensive. As effective alternatives, various semi-dynamic traffic assignment models have been proposed. This paper develops a link-based semi-dynamic user equilibrium traffic assignment model and extends it to consider the signal delay time. In many cities, the signal cycle length changes during the day related to traffic volume, so its consideration is essential. We have previously reported that if the signal stop time is not considered, the route travel time will be underestimated. Furthermore, the effectiveness of this model is illustrated by applying it to the Kanazawa urban area network.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100062"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2185556022000086/pdfft?md5=79701528ad4a2b7bff9bf4a71b323744&pid=1-s2.0-S2185556022000086-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82074144","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: 1
Mapping the motorcycle-based ride-hailing users in Yogyakarta: An analysis of socio-economic factors and preferences 绘制日惹摩托车网约车用户:社会经济因素和偏好的分析
Asian Transport Studies Pub Date : 2022-01-01 DOI: 10.1016/j.eastsj.2022.100073
Muhammad Zudhy Irawan , Muhamad Rizki , Saksith Chalermpong , Hironori Kato
{"title":"Mapping the motorcycle-based ride-hailing users in Yogyakarta: An analysis of socio-economic factors and preferences","authors":"Muhammad Zudhy Irawan ,&nbsp;Muhamad Rizki ,&nbsp;Saksith Chalermpong ,&nbsp;Hironori Kato","doi":"10.1016/j.eastsj.2022.100073","DOIUrl":"10.1016/j.eastsj.2022.100073","url":null,"abstract":"<div><p>This study examined the role of socio-economic and preference factors in the frequency of the use of motorcycle-based ride-hailing (MBRH) services, as well as the choices and policy directions between two major MBRH operators in Indonesia: Grab and Gojek. A discrete choice model including ordered, nested, and multinomial logit models were utilized with a sample of 582 MBRH users aged between 18 and 34 years in Yogyakarta, Indonesia. The results show gender, income, motorcycle ownership, and MBRH performances significantly affect the frequency of MBRH use. Meanwhile, socio-economic factors of gender and income, living status, frequency of use, and the MBRH operator's performances, including company profile and apps interface, influence the decision of MBRH operator choice. Furthermore, the difference in age, gender, income, motorcycle ownership, frequency of use, and the perception of MBRH performances as well as social norms also affect policy directions: banned, left unregulated, regulated, and formed partnerships.</p></div>","PeriodicalId":100131,"journal":{"name":"Asian Transport Studies","volume":"8 ","pages":"Article 100073"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2185556022000190/pdfft?md5=2e6f12895243ff0a368be14a451cd1f8&pid=1-s2.0-S2185556022000190-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78299595","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: 7
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信