2016.09-2022.06 北京邮电大学 计算机科学与技术 博士 导师：孙岩教授

2012.09-2016.06 华北电力大学（保定） 软件工程 学士

2022.07-至今 北京交通大学 电子信息工程学院 讲师，硕士导师

2022.07-2024.06 北京交通大学 电子信息工程学院 博士后

• 信息处理与人工智能
• 人工智能
• 低空智能通信与网联技术
• 信号处理与电子系统
• 新一代电子信息技术

• 信息与通信工程硕士
• 人工智能硕士
• 低空技术与工程硕士
• 电子科学与技术硕士
• 新一代电子信息技术（含量子技术等）硕士

1. 横向课题：基于知识图谱和RAG的大模型防御系统. 2025-05--2026-04，主持
2. 中央高校基本科研业务费：基于大模型的工业物联网服务态势感知技术研究，2025-04--2027-03，主持
3. 国家自然科学基金“青年基金”：面向工业物联网的服务故障感知与态势推演方法研究. 2025-01--2027-12，主持
   
4. 横向课题：面向知识整合的服务运维软件开发. 2024-03--2025-02，主持
5. 中央高校基本科研业务费：基于云边协同的物联网设备及网络运维技术研究，2023-04--2025-03，主持
   
6. 红果园省部级"企事业"（新）：基于多维感知的舱室状态信息智能识别设备研制研究. 2025-06--2026-10，参与，排序4
   
7. 国家自然科学基金“面上基金”：卫星拒止场景下城轨列车语义建图与高精度定位方法研究. 2025-01--2028-12，参与，排序3
   
8. 横向课题：高铁地震预警融化算法的研究，2024-12--2026-12，参与，排序3
   
9. 红果园省部级"企事业"（新）：毫米波雷达总体方案与硬件设计. 2024-09--2025-04，参与，排序5
10. 横向课题：基于3D视觉的货车装载状态异常检测技术研究. 2024-03--2025-03，参与，排序2
11. 北京市自然科学基金“面上基金”：端边协同机制下癫痫发作预测方法与自适应更新策略研究. 2024-01--2026-12，参与，排序4
12. 横向课题：雅万高铁运维关键技术研究. 2023-12--2024-12，参与，排序2
13. CCF-联想蓝海科研基金项目：面向远程桌面视频流的视频分析和增强，2023-09--2024-08，参与，排序2
14. 北京市自然科学基金-丰台轨道交通前沿重点联合基金，面向城轨列车高精度定位的轨道地图构建与多源传感器融合感知研究，2023-01--2025-12，参与，排序3
15. 横向课题：国产信创终端运维软件开发，2022-03--2024-03，参与，排序2
16. 国家自然科学基金“面上基金”：面向Scratch在线编程教育的大数据分析关键技术研究，2019.01-2022.12，参与，排序3
17. 国家自然科学基金“面上基金”：物联网实时信息搜索与服务技术的研究，2018.01-2021.12，参与
18. 国家自然科学基金“面上基金”：数据供应链及关键技术研究，2017.01-2020.12，参与

* 本科生教学

必修：《电路》

选修：《物联网与大数据》

* 研究生教学

必修：《物联网技术》

期刊论文：

1. Qi P*, Tao D, Gao RP. An Alarm Prediction Framework Based on the Propagation Dependency and Reinforcement Learning towards Cloud Services. IEEE Transactions on Cloud Computing. 2026. Early Access. (SCI, Q1, 中科院一区, IF:5, CCF-B）
2. Qi P*, Jin ZD, Tao D, Gao RP. A Novel Adversarial Augmentation-based Domain LLM Framework for Perceiving IoT Service States. ACM Transactions on Internet of Things. 2025, 6, 4, Article 22 (November 2025), 25 pages. IF: 3.7, 中科院三区, CCF-C
3. Qi P*,Sun Y., Yao MY, Tao D. KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings. Neural Networks. 2024, 178. DOI:10.1016/j.neunet.2024.106417. （SCI, Q1, 中科院一区, IF:7.8, CCF-B）
   
4. Qi P, Sun Y*, Luo H, et al. Scratch-DKG: A framework for constructing Scratch domain knowledge graph[J]. IEEE Transactions on Emerging Topics in Computing, 2022, 10 (1):170-185.（SCI, Q1, 中科院一区, IF:7.691）
5. Qi P, Wang Y, Sun Y*, et al. ScratchGAN: Network representation learning for Scratch with preference‐based generative adversarial nets[J]. International Journal of Intelligent Systems, 2022, 37(8): 4537-4560.（SCI, Q1, 中科院一区, IF:8.709）
6. Qi P, Sun Y*, Luo H, et al. Scratch-Rec: a novel Scratch recommendation approach adapting user preference and programming skill for enhancing learning to program[J]. Applied Intelligence, 2022, 52 (8):9423-9440.（SCI, Q1, 中科院二区, IF:5.086）
7. Qi P, Sun Y*, Luo H. Scratch‐RL: A preference‐driven adversarial reinforcement reasoning framework over knowledge graphs for explainable recommendation of Scratch[J]. International Journal of Intelligent Systems, 2022, 37 (10):8113-8138. （SCI, Q1, 中科院一区, IF:8.709）
8. Jin ZD, Qi P*, Gao RP, Tao D*. DeskTransfer: Predicting Multi-Scenario Video Stream Throughput in Cloud Desktop Based on Transfer Autoencoder. IEEE Transactions on Multimedia. 2025. Accepted. （SCI, Q1, 中科院一区, IF:8.4, CCF-A）
9. Jin ZD, Qi P, Gao RP, Tao D*. Portraying Fine-grained Tenant Portrait for Churn Prediction using Semi-supervised Graph Convolution and Attention Network. IEEE Transactions on Big Data. 2025. Accepted.（SCI, Q1, 中科院二区, IF:7.5）
   
10. Yao MY, Tao D*, Qi P, Gao RP. Scalable Large Model for Unlabeled Anomaly Detection with Trio-Attention U-Transformer and Manifold-Learning Siamese Discriminator. IEEE Transactions on Services Computing. 2025. pp.1-14. （SCI, Q1, 中科院一区, IF:5.8, CCF-A）
    
11. Yao MY, Jin ZD, Gao RP, Qi P, Tao D*. Pattern Unlocking Guided Multi-modal Continuous Authentication for Smartphone with Multi-branch Context-aware Representation Learning and Auto Encoder. Transactions on Emerging Telecommunications Technologies. 2023. 中科院四区.
12. Hu YH, Jin ZD, Qi P, Tao D*. Task Offloading and Resource Allocation in NOMA-VEC: A Multi-agent Deep Graph Reinforcement Learning Algorithm. China Communications. 2024. Accepted，中科院三区 
13. Yao MY, Tao D*, Gao RP, Qi P. Anomaly Detection for MEC Enabled Hierarchical Industrial IoT with Transformer Enhanced Variational Auto Encoder. IEEE Transactions on Industrial Informatics. 2024. Accepted，中科院一区
14. Yao MY, Tao D*, Qi P, Gao RP. Spectra: Spatial-temporal Memory with Implicit Contrastive Regulation for Time-series Anomaly Detection. Tsinghua Science and Technology. 2024. Accepted，中科院一区
15. Yao MY, Tao D*, Qi P, Gao RP. Anomaly Detection via Meta-Learning Powered Dual-Source Representation Differentiation. IEEE Transactions on Automation Science and Engineering. 2024. Accepted. 中科院一区, CCF-B
    
16. Jin ZD, Tao D*, Qi P, Gao RP. An Adaptive Cloud Resource Quota Scheme Based on Dynamic Portraits and Task-Resource Matching. IEEE Transactions on Cloud Computing. 2024, 12(4): 996-1010. IF: 6.5，中科院二区
17. Gao RP*, Zhu SL., Li LK, Wang XY, Jiang YQ, Tan NQ, Chai H,  Qi P, Liu JQ, Tao D. Real-world Large-scale Cellular Localization for Pickup Position Recommendation at Black-hole. IEEE Transactions on Mobile Computing. 2024. Accepted. 中科院一区, CCF-A.

1. Qi P*, Tao D, Gao RP. A novel LLM-enhanced anomaly prediction framework for IoT time-series data. ICCE-TW2025. Accepted. Best Paper Award 3/412.
2. Qi P, Huang Z, Sun Y, et al. A Knowledge Graph-Based Abstractive Model Integrating Semantic and Structural Information for Summarizing Chinese Meetings[C]//2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD). IEEE, 2022: 746-751.（CCF C类会议）
3. Liu YH, Qi P, Gao RP, Tao D*. 2T-1S: A Lightweight Scene Segmentation Framework for IoT Devices based on Hybrid-Modal Knowledge Distillation. CWSN2025. Accepted. 优秀论文奖
4. Yao MY, Qi P, Gao RP, Tao D*. TIMED: Time-series Anomaly Detection via Parallel Memory Dynamic Fusion. CBD2023. Accepted. Best Student Paper.
5. Hao SS, Yao MY, Qi P, Tao D*. Semantic Information Enhancement and Semantic Alignment for Artistic Cross-Modal Retrieval. CWSN2023. Accepted.
6. Liu C(本科生), Qi P, Tao D*. LSTM Model-based Subway Passenger Flow Forecast Solution. ICCE-TW2023. pp. 393-394.
7. Li J, Qi P*, Luo H. Generating Consistent and Diverse QA pairs fromContexts with BN Conditional VAE [C] // 2022 International Conference on Computer Supported Cooperative Work in Design[C]//2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD). IEEE, 2022: 944-949.（CCF C类会议）
8. Huang Y, Qi P*, Sun Y, Luo H. A Novel Fault Detection Algorithm Based on the Single Indicator Data [C] // 2022 International Conference on Computer Supported Cooperative Work in Design[C]//2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD). IEEE, 2022: 752-757.（CCF C类会议）
9. Tian S, Qi P*, Xue H, et al. C-BERTT: A BERT-based Model For Extractive Summarization Of Chinese Online Judge Questions[C]//2021 Ninth International Conference on Advanced Cloud and Big Data (CBD). IEEE, 2022: 127-132.
10. Li Q, Qi P*, Min J S, et al. An Automatic Question Classification Model Based on Solving Programs for Online Judge Platforms[C]//2021 Ninth International Conference on Advanced Cloud and Big Data (CBD). IEEE, 2022: 164-169.
11. Zhang F, Qiu L, Qi P, et al. A Novel Text Features Jointing Model for Review Spam Filtering of Chinese [C] // 2020 International Wireless Communications and Mobile Computing (IWCMC). IEEE, 2020: 2051-2056.
12. Gao Z, Qiu L, Qi P, et al. A Novel Music Emotion Recognition Model for Scratch-generated Music [C]//2020 International Wireless Communications and Mobile Computing (IWCMC). 2020: 1794-1799.
13. Zhao S, Qiu L, Qi P, et al. A Novel Image Classification Model Jointing Attention and ResNet for Scratch [C]//2020 International Wireless Communications and Mobile Computing (IWCMC). 2020: 1498-1503.
14. Xu C, Feng Z, Qi P, et al. An Automatic Analysis Tool Based on Computational Thinking for BlockPy Programs [C]//2020 International Wireless Communications and Mobile Computing (IWCMC). IEEE, 2020: 2045-2050.
15. Tang Y, Wang X, Qi P, et al. A Neural Network-based Sentiment Analysis Scheme for Tang Poetry [C]//2020 International Wireless Communications and Mobile Computing (IWCMC). IEEE, 2020: 1783-1788.
16. Jiang Y, Yan S, Qi P, et al. Adapting to User Interest Drifts for Recommendations in Scratch [C]//2020 International Wireless Communications and Mobile Computing (IWCMC). IEEE, 2020: 1528-1534.
17. 彭聪, 孙岩, 戚鹏. 基于标签关联性的多标签Scratch分类算法[J]. 北京邮电大学学报, 2019(6):8.

戚鹏，陶丹. 一种基于知识的多模态会议摘要生成方法. 专利申请号:202311058266.7（已授权）

戚鹏，陶丹，高睿鹏. 一种基于知识整合的物联网网络态势推演方法. 专利申请号:202410198260.8（已公开）

陶丹，俞天帅，戚鹏. 面向云桌面场景的可用带宽估计方法、系统及可存储介质. 专利申请号:202411737729.7（已授权）

陶丹，金作东，戚鹏. 一种面向冷启动和模式遗忘的云桌面吞吐量预测方法. 专利申请号:2024117365764（已授权）

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