贺钰昕

来源: 作者: 点击数: 日期:2021-03-15
职称 助理教授

一、研究领域

主要研究方向为客流分析、建模及预测,交通网络分析、数据挖掘等。

二、教育背景

2017/09-2020/08,香港城市大学,数据科学,博士

2014/09-2017/06,中南大学,交通运输工程,硕士

2010/09-2014/06,中南大学,交通运输,学士

三、工作履历

2021/03至今,深圳技术大学,城市交通与物流学院,助理教授

2020/09-2021/02,香港城市大学,博士后研究员

四、研究成果

(1)科研项目

[1] 国家自然科学基金. 面向地铁客流大数据的统计机器学习关键技术研究,在研,参加, 2020-2022。

[2] 香港研究资助局主题科研基金项目(Theme-based Research Scheme of the Research Grants Council of Hong Kong).高速铁路和地铁系统的安全、可靠性和应急管理,已结题,参加, 2016-2020。

[3] 中南大学研究生自主探索创新项目. 面向网络效率的交通网络优化设计方法研究,已结题,主持, 2015-2016。

[4] 国家自然科学基金. 面向网络效率的城市道路交通网络设计理论与方法,已结题,参加,2012-2014。

(2)期刊论文

[1] He Y, Zhao Y, Tsui K L. Modeling and Analyzing Impact Factors of Metro Station Ridership: An Approach Based on a General Estimating Equation [J]. IEEE Intelligent Transportation Systems Magazine, 2020, 12(4): 195–207. DOI:10.1109/MITS.2020.3014438 (SCI收录).

[2] He Y, Zhao Y, Tsui K L. An adapted geographically weighted LASSO (Ada-GWL) model for predicting subway ridership[J]. Transportation, 2020. DOI:10.1007/s11116-020-10091-2 (SCI收录).

[3] He Y, Zhao Y, Tsui K L. Geographically modeling and understanding factors influencing Transit Ridership: An empirical study of Shenzhen Metro[J]. Applied Sciences (Switzerland), 2019. DOI:10.3390/app9204217 (SCI收录).

[4] He Y, Zhao Y, Tsui K L. Exploring influencing factors on transit ridership from a local perspective[J]. Smart and Resilient Transport, 2019, 1(1): 2–16. DOI:10.1108/srt-06-2019-0002.

[5] He Y, Xu Z, Zhao Y, Tsui K L. Dynamic Evolution Analysis of Metro Network Connectivity and Bottleneck Identification: From the Perspective of Individual Cognition[J]. IEEE Access, 2018, 7: 2042–2052. DOI:10.1109/ACCESS.2018.2885712(SCI收录).

[6] 秦进,贺钰昕*. 定量化交通网络效率评价方法比较[J]. 交通运输工程学报, 2018, 18(2): 111–119 (EI收录).

[7] He Y, Qin J, Hong J. Comparative analysis of quantitative efficiency evaluation methods for transportation networks[J]. PLoS ONE, 2017, 12(4): 1–14. http://dx.doi.org/10.1371/journal.pone.0175526. DOI:10.1371/journal.pone.0175526 (SCI收录).

[8] 贺钰昕, 秦进, 叶勇,张林雪. 面向网络效率的交通网络设计优化方法[J]. 铁道科学与工程学报, 2017, 14(2): 379–387 (CSCD收录).

[9] Qin J, He Y, Ni L. Quantitative Efficiency Evaluation Method for Transportation Networks[J]. Sustainability, 2014, 6(12): 8364–8378. http://www.mdpi.com/2071-1050/6/12/8364/. DOI:10.3390/su6128364 (SCI收录).

[10] Xu Z, Zhang Q, Chen D,He Y. Characterizing the Connectivity of Railway Networks[J]. IEEE Transactions on Intelligent Transportation Systems, 2020, 21(4): 1491–1502. DOI:10.1109/TITS.2019.2909120 (SCI收录).

[11] Tang L, Zhao Y, Tsui K L,He Y, Pan L. A clustering refinement approach for revealing urban spatial structure from smart card data[J]. Applied Sciences (Switzerland), 2020, 10(16). DOI:10.3390/app10165606 (SCI收录).

[12] Qin J, Zeng Y, Yang X,He Y, Wu X, Qu W. Time-dependent pricing for high-speed railway in China based on revenue management[J]. Sustainability (Switzerland), 2019, 11(16). DOI:10.3390/su11164272 (SCI收录).

[13] Zhang L , Qin J,He Y, Ye Y, Ni L. Network-level optimization method for road network maintenance programming based on network efficiency[J]. Journal of Central South University, 2015, 22(12): 4882–4889. DOI:10.1007/s11771-015-3040-6 (SCI收录).

(3)会议论文

[1] He Y, Zhao Y, Wang H, Tsui K L. GC-LSTM: A Deep Spatiotemporal Model for Passenger Flow Forecasting of High-Speed Rail Network[C]// IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. Virtual, 2020. DOI:10.1109/itsc45102.2020.9294700 (EI收录会议).

[2] He Y, Zhao Y, Tsui K L. An Analysis of Factors Influencing Metro Station Ridership: Insights from Taipei Metro[C]//IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. Hawaii, US, 2018: 1598–1603. DOI:10.1109/ITSC.2018.8569948 (EI收录会议).

[3] He Y, Zhao Y, Qin J, Tsui K L. Efficiency-based Mixed Network Design considering Multi-typed Traffic Demands[C]// /IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. Hawaii, US, 2018: 3846–3851 (EI收录会议).

(4)获奖情况

[1] 运筹学及管理科学研究协会(INFORMS)年会铁路应用分会场(RAS)学生论文比赛二等奖

五、审稿期刊

[1] IEEE Transactions on Intelligent Transportation Systems

[2] IEEE Intelligent Transportation Systems Magazine

[3] IEEE Access

[4] Travel Behaviour and Society

E-mail: heyuxin@sztu.edu.cn