1、主持创建北京市轨道交通网络化运营大数据应用体系(2010-2018)
研究形成城市轨道交通数据指标体系、城市轨道交通数据模型、多场景城市轨道交通客流预测模型、网络化运营仿真评估模型、车站客流特征档案模型、乘客画像模型、轨道交通数据标准、元数据标准和大数据应用系统群等理论和技术成果。
2、主编专著、教材
1)《城市轨道交通客流大数据理论与应用》,科学出版社,2023年。
2)《人工智能通识教程》,清华大学出版社,2025年。
3、标准规范
1)国家矿山安全监察局《智能化矿山数据融合共享总则》<Intelligent mine data fusion and sharing General principles>(KSSJ/JC11-2023)
2)国家矿山安全监察局《智能化矿山数据融合共享数据架构规范》<Intelligent mine data fusion and sharing Specifications for data architecture>(KSSJ/ZL11-2023)
4、学术论文
1)Yang Jun, Jiayue Chen, Yan Wang, Shulong Sun, Haizhen Xie, Jianguo Wu, and Wei Wang. 2025. "MRNet: A Deep Learning Framework for Drivable Area Detection in Multi-Scenario Unstructured Roads" Electronics 14, no. 11: 2242. (期刊论文)
2)Yang Jun, Yan Wang, Haizhen Xie, Jiayue Chen, Shulong Sun, and Xiaolan Zhang. 2025. "EHAFF-NET: Enhanced Hybrid Attention and Feature Fusion for Pedestrian ReID" Mathematics 13, no. 4: 660. (期刊论文)
3)Yang Jun, Haizhen Xie, Xiaolan Zhang, Jiayue Chen, and Shulong Sun. 2025. "Enhancing Mine Safety with YOLOv8-DBDC: Real-Time PPE Detection for Miners" Electronics 14, no. 14: 2788. (期刊论文)
4)Yang Jun, Shulong Sun, Jiayue Chen, Haizhen Xie, Yan Wang, and Zenglong Yang. 2024. "3D-STARNET: Spatial–Temporal Attention Residual Network for Robust Action Recognition" Applied Sciences 14, no. 16: 7154. (期刊论文)
5)杨军,张超,杨恢凡,郭一楠.煤炭工业互联网技术研究综述[J]. 工矿自动化,2023 (期刊论文)
6)Yang Jun; Xueru Dong; Huifan Yang; Xiao Han; Yan Wang; and Jiayue Chen; Prediction of Inbound and Outbound Passenger Flow in Urban Rail Transit Based on Spatio-Temporal Attention Residual Network, Applied Sciences,2023, no.18:10266. (期刊论文)
7)Jun Yang; Mengjie Gong; Xueru Dong; Jiahua Liang; Yan Wang; MPDNet: A Transformer-based Real-time Passenger Detection Network in Metro Station; Frontiers in Physics, 2022 (期刊论文)
8)Jun Yang; Xiao Han; Chao Zhang; Weidong Feng;Aili Wang;Tan Ye;Yinghao Tang; Xueru Dong; Spatiotemporal Virtual Graph Convolution Network for Key Origin-Destination Flow Prediction in Metro System, Wireless Communications and Mobile Computing, 2022 (期刊论文)
9)Jun Yang;Yinghao Tang; Tan Ye; Xiao Han ;Mengjie Gong; Optimization of Metro Trains Operation Plans Based on Passenger Flow Data Analysis;Wireless Communications and Mobile Computing,2022(期刊论文)
10)Jun Yang; Ying Zheng; KunPing Yan; HongJiang Liu; Kun Jin; WenLin Fan; Xiao Han; YaWen Zhang ; SPDNet: A Real-Time Passenger Detection Method Based on Attention Mechanism in Subway Station Scenes, Wireless Communications and Mobile Computing, 2021 (期刊论文)
11)Jun Yang; Xuchen Dong; Shangtai Jin ; Metro Passenger Flow Prediction Model Using Attention-Based Neural Network, IEEE Access, 2020 (期刊论文)
学术论文:
1)杨军,张超,杨恢凡,郭一楠.煤炭工业互联网技术研究综述[J].工矿自动化,2023 (期刊论文)
2)Yang Jun; Xueru Dong; Huifan Yang; Xiao Han; Yan Wang; and Jiayue Chen; Prediction of Inbound and Outbound Passenger Flow in Urban Rail Transit Based on Spatio-Temporal Attention Residual Network, Applied Sciences,2023, no.18:10266. (期刊论文)
3)Jun Yang; Mengjie Gong; Xueru Dong; Jiahua Liang; Yan Wang; MPDNet:A Transformer-based Real-time Passenger Detection Network in Metro Station; Frontiers in Physics, 2022 (期刊论文)
4)Jun Yang; Xiao Han; Chao Zhang; Weidong Feng;Aili Wang;Tan Ye;Yinghao Tang; Xueru Dong; Spatiotemporal Virtual Graph Convolution Network for Key Origin-Destination Flow Prediction in Metro System, Wireless Communications and Mobile Computing, 2022 (期刊论文)
5)Jun Yang;Yinghao Tang; Tan Ye; Xiao Han ;Mengjie Gong; Optimization of Metro Trains Operation Plans Based on Passenger Flow Data Analysis;Wireless Communications and Mobile Computing,2022(期刊论文)
6)Jun Yang; Ying Zheng; KunPing Yan; HongJiang Liu; Kun Jin; WenLin Fan; Xiao Han; YaWen Zhang ; SPDNet: A Real-Time Passenger Detection Method Based on Attention Mechanism in Subway Station Scenes, Wireless Communications and Mobile Computing, 2021 (期刊论文)
7)Jun Yang; Xuchen Dong; Shangtai Jin ; Metro Passenger Flow Prediction Model Using Attention-Based Neural Network, IEEE Access, 2020 (期刊论文)
发明专利:
1)杨军;韩啸;唐英豪;宫梦婕;叶谈;郑颖。基于OD的轨道交通站点客流结构相似性分析方法及装置,发明专利,ZL202011093216.9
2)杨军;叶谈;侯振华;韩啸;杨恢凡。一种城市轨道交通通勤分布估计方法及系统,发明专利,ZL202210135670.9
3)杨军;郑颖;樊汶林;金坤;刘泓江;闫坤萍。一种人流密集区域行人检测方法及系统,发明专利, ZL202110278254.X
4)杨军;叶谈;侯振华;韩啸;杨恢凡。一种城市轨道交通通勤分布估计方法及系统,发明专利,ZL202210135670.9
5)杨军;孙智慧;张雅雯;齐莘。一种地上地下统一导航方法及装置,发明专利,ZL202210985519.4
6)梁佳华;董雪茹;王燕;杨军;宫梦婕。一种基于MPDNet模型的行人检测方法及系统,发明专利,CN202211204551.0
7)杨军;岳政融;邹放达;兰凯崴;林家豪;梁伟超;何博。微表情识别方法和装置,发明专利,CN202310515422.1
8)杨恢凡;陈佳悦;董雪茹;王燕;谢海珍;杨军。一种基于ST-RANet模型的地铁客流预测方法,发明专利,ZL202310908667.0