邮箱:yandongyang@qdu.edu.cn
研究方向:多模态数据处理与应用 人工智能方法与应用 轨道交通事故分析与事故预防
(一)教育背景
2018.09-2023.09、北京交通大学、系统科学学院、系统科学、获得理学博士学位
2017.09-2018.07、北京交通大学、交通运输学院、系统科学、硕博连读硕士阶段
2012.09-2016.07、长安大学、公路学院、道路桥梁与渡河工程(桥梁工程)、获得工学学士学位
(二)工作经历
2023.09- 青岛大学 质量与标准化学院
(三)教授课程
运筹学I
(四)学术成果
1)学术论文
[1] Dongyang Yan, Keping Li*, Qiaozhen Zhu, Yanyan Liu. A railway accident prevention method based on reinforcement learning–active preventive strategy by multi-modal data[J]. Reliability Engineering & System Safety, 2023, 234: 109136.(SCI中科院一区)
[2] Keping Li, Dongyang Yan*, Yanyan Liu, Qiaozhen Zhu. A network-based feature extraction model for imbalanced text data[J]. Expert Systems with Applications, 2022, 195: 116600.(SCI中科院一区)
[3] Dongyang Yan, Keping Li*, Jingjing Ye. Correlation analysis of short text based on network model[J]. Physica A, 2019, 531: 121728.(SCI中科院二区)
[4] Dongyang Yan, Keping Li*, Shuang Gu, Liu Yang. Network-based bag-of-words model for text classification[J]. IEEE Access, 2020, 8: 82641-82652.(SCI中科院三区)
[5] Yanyan Liu, Keping Li*, Dongyang Yan. A network-based CNN model to identify hidden information in text data[J]. Physica A, 2022, 590: 126744.(SCI中科院二区)
[6] Yanyan Liu, Keping Li*, Dongyang Yan. Shuang Gu. The prediction of disaster risk paths based on IECNN model[J]. Natural Hazards, 2023, 117: 163-188.(SCI中科院三区)
[7] Keping Li, Shuang Gu, Dongyang Yan. A link prediction method based on neural networks[J]. Applied Science-Basel, 2021, 11: 5186.(SCI中科院三区)
[8] Shuang Gu, Keping Li*, Tao Feng, Dongyang Yan, Yanyan Liu. The prediction of potential risk path in railway traffic events[J]. Reliability Engineering & System Safety, 2022, 222: 108409.(SCI中科院一区)
[9] Shuang Gu, Keping Li*, Yan Liang, Dongyang Yan. A transportation network evolution model based on link prediction[J]. International Journal of Modern Physics B, 2021, 35(31): 2150136.(SCI中科院四区)
[10] Qiaozhen Zhu, Yun Bai*, Lingling Yang, Yao Chen, Dongyang Yan. Collaborative optimization of rescue operation and timetable rescheduling under metro train failure[J]. Transportmetrica B: Transport Dynamics, 2023, 11(1): 2203847.(SCI中科院二区)
[11] Liu Yang, Keping Li*, Dan Zhao, Shuang Gu, Dongyang Yan. A network method for identifying the root cause of high-speed rail faults based on text data[J]. Energies, 2019, 12: 1908.(SCI中科院四区)
[12] 朱巧珍,柏赟,闫冬阳,曹耘文,贾文峥. 故障救援情形下的地铁列车调度调整模型[J]. 中国铁道科学, 2021, 42(1): 166-174.(EI检索)
(五)科研项目
[1] 国家自然科学基金“专项基金项目”:川藏铁路工程建设安全风险管控技术与应急响应机制,项目号71942006-5,参与
[2] 北京市自然基金“面上”项目:基于混杂数据的北京轨道交通事故分析及预测,项目号8202039,参与
[3] 基本科研业务费项目:基于多源异构数据的城市轨道交通运营突发事件风险分析及应急调整,项目号2022JBZY017,参与
[4] 国家重点实验室项目:基于数据驱动的轨道交通系统安全分析建模及方法,项目号RCS2019ZT001,参与
[5] 国家重点实验室项目:基于非结构化数据的城市轨道交通系统事故分析及预测,项目号RCS2021ZT001,参与
(六)学术兼职
Artificial Intelligence Review、Engineering Applications of Artificial Intelligence、Scientific Reports等期刊审稿人