宋力

宋力,男,1994年生,博士,必赢565net官网565net必赢客户端交通工程系副教授,硕导。围绕人工智能技术赋能的网联交通群体智能控制、网联自动驾驶及无人机系统、交通大数据分析等领域开展相关研究及技术攻关。入选武汉青年科技人才朝阳托举工程、武汉市曙光计划等。在交通领域国际期刊累计发表论文40余篇,申请专利11项,软著13项。主持国自科基金、省自科联合基金、市创新专项等8项课题;参与交通运输部揭榜项目、美国交通部多模式交通研究中心课题、北卡交通部自动驾驶研究中心项目等16项课题。成果获中国物流与采购联合会科学技术一等奖、中国智能交通协会科学技术奖二等奖、湖北省公路学会科学技术一等奖、校科技进步奖一等奖,3次协会优秀论文及获驻美使馆贺信。
欢迎对计算机、控制、数学、数据分析感兴趣的同学咨询报考研究生(学硕及专硕),以及相关学科竞赛和本科毕设指导,有意者请发送简历至邮箱咨询名额。团队及招生要求详见:https://lisong2019.github.io/web/Teams/.
地址:湖北省武汉市和平大道1178号,必赢565net官网余家头校区,565net必赢客户端, 430063
一、研究兴趣:
1.人工智能+交通群体智能控制(深度强化学习技术及LLM技术:智能交通群体管控)
2.网联自主交通系统(控制及仿真技术:自动驾驶控制技术及仿真测试、无人机系统管控);
3.交通大数据分析(统计、机器学习及数据平台开发:城市级轨迹数据及省级出行数据分析);
二、工作经历:
2025.9-至今副教授,硕导,565net必赢客户端,交通工程系;
2022.8-2025.9副研究员,硕导,565net必赢客户端,交通工程系;
2020.5-2022.8研究助理,北卡交通部NC-CAV自动驾驶交通研究中心;
2019.8-2022.8研究助理,美国交通部CAMMSE多模式交通研究中心;
2019.8-2020.5助教,交通系统分析及优化,北卡罗莱纳大学夏洛特分校;
三、教育经历:
2019.8- 2022.8博士,美国北卡罗莱纳大学夏洛特分校,工学院,交通系统;
2017.9-2019.6硕士,哈尔滨工业大学,交通科技与工程学院,交通运输规划与管理;
2013.9-2017.6学士,上海海事大学,交通运输学院,交通运输;
四、主要论文:
The latest paper please refer to:https://www.researchgate.net/profile/Li-Song-53;
orhttps://scholar.google.com/citations?hl=en&user=CyNM5yIAAAAJ;
1.Song, L., Li, S., Chen, G., Zhao, X., Lyu, N.#, Fan, W. (2026). Exploring mechanisms of integrating global perception prediction for connected vehicles with lane-specific reinforcement learning-based variable speed limits. Expert Systems With Applications. 299(2026), 129958. (SCI, IF=7.5 JCR 1区,中科院一区TOP)
2.Song, L., Lin, Y., Zhao, X., Lyu, N.#, Fan, W. (2025). Exploring the feasibility and sensitivity of deep reinforcement learning controlled traffic signals in bidirectional two-lane road work zones. Expert Systems With Applications. 287, 128180. (SCI, IF=7.5 JCR 1区,中科院一区TOP)
3.Song, L., Li, S., Yang, Q., Liu, B., Lyu, N., # Fan, W. (2025). Partially temporally constrained modeling of speeding crash-injury severities on freeways and non-freeways before, during, and after the stay-at-home order. Accident Analysis and Prevention. 211, 107917. (SCI, JCR 1区,中科院1区TOP)
4.Song, L., Fan, W.# and Li, Y. (2021). Time-of-day variations and the temporal instability of multi-vehicle crash injury severities under the influence of alcohol or drugs after the Great Recession. Analytic Methods in Accident Research, 32, 100183. (SCI, IF:11.8 JCR 1区,中科院1区TOP)
5.Song, L.,Li, Y., Fan, W.#, and Wu, P. (2020). Modeling pedestrian-injury severities in pedestrian-vehicle crashes considering spatiotemporal patterns: insights from different hierarchical Bayesian random-effects models. Analytic Methods in Accident Research, 28, 100137. (SCI, IF:11.8 JCR 1区,中科院1区TOP)
6.Song, L.and Fan, W.# (2020). Combined latent class and partial proportional odds model approach to exploring the heterogeneities in truck-involved severities at cross and T-intersections, Accident Analysis and Prevention, 144, 105638. (SCI, IF: 5.0 JCR 1区,中科院1区TOP)
7.Song, L.,Lin, Y., Xu, G., Zhang, X.,# Liu, W., Liu, B., Chen, G. (2025). Spatiotemporal crash outliers are also noteworthy: evidence from 13 years of pedestrian-vehicle crashes in North Carolina. Injury Prevention(SCI, BMJ子刊)
8.Song, L.,Fan, W.,# Li, Y., Wu, P. (2021). Exploring pedestrian injury severities at pedestrian-vehicle crash hotspots with an annual upward trend: a spatiotemporal analysis with latent class random parameter approach, Journal of Safety Research, 76, 184-196. (SCI, IF: 3.5 JCR 1区,中科院2区)
9.Song, L., Lin, Y., Chen, G., Zhao, X., Zhang, X., # Fan, W. (2025). Exploring behavior shifts and sample selectivity issues among speeding single-vehicle crash-injury severities before-and-after the stay-at-home order. International Journal of Injury Control and Safety Promotion, 32:2, 249-261. (SCI,JCR 2区)
10.Song, L.and Fan, W.#, (2023). Performance of State-Shared Multi-Agent Deep Reinforcement Learning Controlled Signal Corridor with Platooning-Based CAVs, ASCE Journal of Transportation Engineering, Part A: System, (SCI, IF:2.252)
11.Song, L.and Fan, W.#, (2023). Intersection capacity adjustments considering different market penetration rates of connected and automated vehicles. Transportation Planning and Technology (SCI)
12.Song, L.,Li, Y., Fan, W.,# Liu, P. (2021). Mixed logit approach to analyzing pedestrian injury severity in pedestrian-vehicle crashes in North Carolina: considering time of day and day of week, Traffic Injury Prevention, 22(7), 524-529. (SCI, IF: 1.5)
13.Song, L.,Fan, W.,# Liu, P. (2021). Exploring the effects of connected and automated vehicles at fixed and actuated signalized intersections with different market penetration rates, Transportation Planning and Technology, 44(6), 577-593. (SCI, IF: 1.2)
14.Song, L.,Fan, W.# (2021). Exploring truck driver-injury severity at intersections considering heterogeneity in latent classes: a case study of North Carolina, International Journal of Transportation Science and Technology, 10(2), 110-120. (JCR 2区)
15.Song, L.,Chen, J.#, et. al. (2018). Periodical characteristics of shipbuilding market activity: A wavelet analysis. Journal of Marine Science and Technology, 26(5), 692-702. (SCI)
16.Chen, J., Xue, K., Song, L.#,et al. (2019). Periodicity of world crude oil maritime transportation: Case analysis of Aframax Tanker market. Energy Strategy Reviews, 25, 47-55. (SCI, IF:6.4, JCR 2区,通讯作者)
17.Luo, S., Liu, B., Song, L.#, Xia, J. (2024). A Field Study about the Effects of Asymmetric Visual Perception on Lateral Driving Behaviors on Curves. Journal of Transportation Engineering, Part A: Systems, 150(11), 04024067. (SCI,通讯作者)
18.Wang, X., Song, L.#,Wu, Z., Wu, P. (2019). Development of a freeway traffic noise prediction model based on equivalent sound source at the shoulder. Proceedings of the Institution of Civil Engineers-Transport. (SCI,通讯作者)
19.Li, Y., Song, L.and Fan, W.# (2021). Day-of-the-week variations and temporal instability of factors influencing pedestrian injury severity in pedestrian-vehicle crashes: a random parameters logit approach with heterogeneity in means and variances. Analytic Methods in Accident Research, 29, 100152. (SCI, IF:11.8 JCR 1区,中科院1区)
20.Wu, P., Song, L.,Meng, X.# (2022). Temporal analysis of cellphone-use-involved crash injury severities: Calling for preventing cellphone-use-involved distracted driving. Accident Analysis and Prevention, 169, 106625. (SCI, IF: 5.0 JCR 1区,中科院1区)
五、教学及学生指导:
1.本科生课程:1)智能运输系统; 2)物联网与车路协同; 3)车路协同综合实验; 4)智能驾驶与车路协同综合实验; 5)交通工程基础强化训练;
2.研究生课程:1)自动驾驶交通安全理论与方法;
3.校本科优秀毕设指导:余杰(2025)、林毅轩(2024)、曾景涛(2023);省协会优秀本科毕设2项;
4.研究生国家奖学金:李士杰(2025)、林毅轩(2025);
5.学科竞赛:1)中国高校计算机大赛(国二2024, 2025); 2)全国交通科技大赛(国二2025)等计算机类或交通类竞赛指导; 3)研究生数学建模竞赛(国一2025、国二2023-2025、国三2024-2025)等数模竞赛指导.
6.创新项目:1)校自主创新研究基金本科生创新团队培育项目(2024、2025)、2)本科生自创3S专项(2024、2025);
7.教材参编:《智能运输系统:原理、方法及应用》吴超仲主编, 2024;
8.教学荣誉:2025校教师教学创新大赛二等奖; 2025教职工AI应用创意大赛三等奖; 2024校课程思政微课大赛校级一等奖; 2024优秀本科生班主任;
六、主要获奖:
2025中国智能交通协会科学技术奖二等奖,智慧公路多源信息融合与安全管控技术及应用; 4/10
2025中国物流与采购联合会科学技术奖一等奖,营运车辆运输过程监管与运行风险预警技术及应用; 6/11
2025湖北省公路学会科学技术奖一等奖,智能网联交通系统安全评价技术及其测评体系;10/14
2025必赢565net官网科技进步奖一等奖,智慧公路多源信息融合与安全管控技术及应用; 2/10
2025优秀论文,甘肃省交通运输协会, 1/5;
2024 推荐论文,世界交通运输大会执委会, 5/5;
2023 优秀论文一等奖,广西道路运输协会, 1/4;
2022国家优秀自费留学生奖学金,中国国家留学基金管理委员会;
2021Don Blackburn 纪念奖学金,北卡州交通工程师协会,美国;
2021Paul D. Cribbins Cup 奖杯, UNCC, 北卡州交通工程师协会,美国;
七、主要专利
2025宋力,徐锦源,黄林风,韦彬,彭浩航,陈国俊,一种大型货车的转向内轮轨迹预测和动态提示系统及方法. CN202511761469.1
2024宋力,林毅轩,韦彬,董芃慧,陈国俊,一种智能双向单车道改扩建信号管控方法和系统. CN202411854803.3
2025宋力,聂可,郭凯,雷立,邓自闯,张学全,罗凯振,一种基于深度强化学习的高速公路充电站动态定容方法. CN202510823176.5
2024宋力,李士杰,柳乐,宗嘉伟,陈婷婷,韩之恒,融合实时预测交通态势的道路可变限速控制装置及方法. CN202410984160.8
2024宋力,章步镐,林毅轩,蒋立靓,褚嘉怡,张学全,胡志芳,董芃慧,李士杰.一种城市快速路的车流管控方法和系统. CN202411109233.5
2024宋力,杨启明,宋岱骋,林毅轩,黄林风.一种移动式路侧行人交通冲突监测与预警装置及方法. CN202410489742.9
2024孔桦桦,宋力,李士杰,柳乐,陈婷婷,张学全,蒋立靓.一种车联网场景下的车速管控方法、系统、装置和介质. CN202410307967.8
2023张学全,黄震,宋力,刘兵.兼顾全局效率与局部错位的城市交通路网韧性评估方法,发明专利,ZL202310570846.8,
八、主要软著:
1.高速公路改扩建作业区智能车流协同控制与安全预警平台,宋力,等,必赢565net官网, 2025SR2372112
2.高速公路改扩建期交通流智能导改与协同作业管理系统,宋力,等,必赢565net官网, 2025SR2376580
3. 高速公路施工段动态交通监管与信息发布系统,宋力,等,必赢565net官网, 2025SR2373890
4.高速公路改扩建工程智慧建管养一体化平台系统,宋力,等,必赢565net官网, 2025SR2212503
5.基于车路协同的高速公路全息感知与应急指挥系统,宋力,等,必赢565net官网, 2025SR2212340
6. 基于车路协同的高速公路安全预警与诱导系统,宋力,等,必赢565net官网, 2025SR2372167
7. 融合多源感知的高速公路交通事件智能识别与警报系统,宋力,等,必赢565net官网, 2025SR2212494
8.高速公路车路协同车辆协同换道与合流控制系统,宋力,等,必赢565net官网, 2025SR2212502
9.改扩建路段智能防碰撞预警布设管理系统,宋力,等,必赢565net官网, 2025SR2172989
10.基于LLM自然语言AI数据库管理系统,必赢565net官网, 2025SR1710178
九、学术任职:
2025.5-2025.9客座编辑(Guest Editor): Sensors
2025.1-2025.12领域主席(Special Session Chair): 2025 International Conference on AIAT
2023.8-2024.7领域编辑(Area Editor): COTA 2024会议;
2026.1-至今青年编委(广东公路交通、交通科技与经济)
2023.10-2025.10中国交通运输协会青年科技工作者工作委员会委员;
2023.12-2026.10世界交通运输大会(WTC)交叉学科学部青年委员;
2024.3-2027.3武汉市科技创新局智库专家;
2019.8-Now会员:海外华人交通协会(COTA),美国交通工程师协会,中国智能交通协会;
2019.8-Now审稿: Analytic Methods in Accident Research, IEEE Transactions on Intelligent Transportation Systems, Journal of Intelligent and Connected Vehicles, Transportation Research Record, Journal of Transportation Engineering, Part A: Systems, Physica A: Statistical Mechanics and its Applications, Transportation Planning and Technology, Journal of Traffic and Transportation Engineering (English Edition), Journal of Advanced Transportation, International Journal of Transportation Science and Technology, etc.
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