1、個人基本信息：

姓    名：何施茗

性    別：女

出生年月：1986年5月

技術(shù)職稱: 教授

畢業(yè)院校：湖南大學

學歷（學位）：博士

所在學科：計算機科學

研究方向：計算機網(wǎng)絡

2、教育背景：

2002.9—2006.7

湖南大學

學士

2006.9—2013.10

湖南大學

博士

3、 目前研究領(lǐng)域：

1、網(wǎng)絡監(jiān)測數(shù)據(jù)、時序數(shù)據(jù)和日志數(shù)據(jù)等多模態(tài)數(shù)據(jù)異常檢測

2、矩陣分解、圖神經(jīng)網(wǎng)絡與數(shù)據(jù)處理

4、已完成或已在承擔的主要課題：

1、湖南省湖湘青年英才，2023RC3139，2023.07-2025.06，主持

2、國家自然科學基金面上項目，基于異構(gòu)數(shù)據(jù)融合的網(wǎng)絡異常檢測方法研究，62272062，2023.01-2026.12，主持

3、國家自然科學基金青年項目，多跳無線網(wǎng)絡中攜能傳輸關(guān)鍵技術(shù)研究，61802030，2019.01-2021.12，主持

4、湖南省自然科學基金面上項目，基于預訓練模型的高效日志分析關(guān)鍵技術(shù)研究，2025JJ50373，2025.01-2027.12，主持

5、湖南省自然科學基金青年項目，大規(guī)模網(wǎng)絡時序數(shù)據(jù)異常檢測關(guān)鍵技術(shù)研究，2020JJ5602，2020.01-2022.12，主持

6、湖南省科技計劃重點研發(fā)項目，面向路由的信息和能量聯(lián)合傳輸關(guān)鍵技術(shù)研究，2016JC2075，2016-2018，主持

7、湖南省教育廳優(yōu)秀青年項目，網(wǎng)絡時序數(shù)據(jù)大規(guī)模異常檢測關(guān)鍵技術(shù)研究，19B005，2019.09-2021.12，主持

8、湖南省交通廳，基于群智感知的交通流量大數(shù)據(jù)恢復與預測關(guān)鍵技術(shù)研究，202143，2021.09-2024.08，主持

9、湖南省教育廳一般項目，多跳無線網(wǎng)絡中信息和能量聯(lián)合傳輸關(guān)鍵技術(shù)研究，16C0047，2016.09-2018.12，主持

10、校“雙一流”國際合作拓展項目，基于群智感知的交通流量大數(shù)據(jù)關(guān)鍵技術(shù)研究，2018IC24，2019.01-2021.12，主持

6、已發(fā)表的學術(shù)論文：

期刊：

1. Shiming He, Genxin Li, Kun Xie, Pradip Kumar Sharma, Fusion Graph Structure Learning-based Multivariate Time Series Anomaly Detection with Structured Prior Knowledge, IEEE Transactions on Information Forensics & Security, 2024, 19: 8760-8772, 10.1109/TIFS.2024.3459631.(中科院一區(qū), CCF A類期刊)

2. Mingkuan Wei, Jigang Wen, Shiming He*, Kun Xie*, Wei Liang, Gaogang Xie, Kenli Li, and Ziyu Zhu, TCMS: a Multi-sequence Log Parsing Method Based on Token Conversion, IEEE Transactions on Dependable and Secure Computing, 2025, 10.1109/TDSC.2024.3520628 (CCF A類期刊)

3. Shiming He, Zhuozhou Li, Jin Wang, Naixue Xiong, Intelligent Detection for Key Performance Indicators in Industrial-Based Cyber-Physical Systems, IEEE Transactions on Industrial Informatics, 2021, 17(8):5799-5809, 10.1109/TII.2020.3036168.(中科院一區(qū))

4. Shiming He, Meng Guo, Zhuozhou Li, Ying Lei, Siyuan Zhou, Kun Xie, NEAL N. Xiong, Joint Matrix Factorization and Clustering Scheme for Irregular Time Series Data. Information Sciences. 2023, 644, 119220. 10.1016/j.ins.2023.119220 (中科院一區(qū)，CCF B類期刊)

5. Jin Wang, Liu Wang, Shiming He*, Osama Alfarraj, Amr Tolba, R. Simon Sherratt. SA-RFR: Self-attention based Recurrent Feature Reasoning for Image Inpainting with Large-missing Area. Human-centric Computing and Information Sciences, 2022, 12:31 (中科院一區(qū))

6. Shiming He, Qingqing Guo, Genxin Li, Kun Xie, Pradip Kumar Sharma, Multivariate Time Series Anomaly Detection based on Multiple Spatio-temporal Graph Convolution, IEEE Transactions on Instrumentation and Measurement, 2025, 74: 1-14, Art no. 3500714. (中科院二區(qū))

7. Shiming He, Genxin Li, Tongzhijian Yi, Osama Alfarraj, Amr Tolba, Arun Kumar Sangaiah, R. Simon Sherratt, Graph Structure Learning-based Multivariate Time Series Anomaly Detection in Internet of Things for Human-Centric Consumer Applications, IEEE Transactions on Consumer Electronics, , 2024, 70(3): 5419-5431. 10.1109/TCE.2024.3409391(中科院二區(qū))

8. Shiming He, Kun Xie, Kexin Xie, Chuan Xu, Jin Wang, Interference-aware Multi-source Transmission in Multi-radio and Multi-channel Wireless Network.IEEE Systems Journal, 2019, 13(3): 2507-2518. 10.1109/JSYST.2019.2910409 (中科院二區(qū)，高被引、熱點論文)

9. Shiming He, Zhuozhou Li, Yangning Tang, Zhuofan Liao, Feng Li and Se-Jung Lim, Parameters Compressing in Deep Learning, CMC: Computers, Materials & Continua, 2020, 62(1):321-336, 10.32604/cmc.2020.06130 (高被引論文)

10. Shiming He, Genxin Li, Jin Wang, Kun Xie, Pradip Kumar Sharma. Uni-directional graph structure learning-based multivariate time series anomaly detection with dynamic prior knowledge. International Journal of Machine Learning and Cybernetics (2024). https://doi.org/10.1007/s13042-024-02212-5

11. Shiming He, Deng Tuo, Bowen Chen, R. Simon Sherratt, Jin Wang*, Unsupervised Log Anomaly Detection Method Based on Multi-feature, CMC: Computers, Materials & Continua 2023, 76(1): 517-541. https://doi.org/10.32604/cmc.2023.037392

12. Shiming He, Meng Guo, Bo Yang, Osama Alfarraj, Amr Tolba, Pradip Kumar Sharma, Xi'ai Yan, Fine-Grained Multivariate Time Series Anomaly Detection in IoT, CMC: Computers, Materials & Continua, 2023, 75(3): 5027-5047. https://doi.org/10.32604/cmc.2023.038551.

13. Jin Wang, Changqing Zhao, Shiming He*, Yu Gu, Osama Alfarraj, Ahed Abugabah, LogUAD: Log Unsupervised Anomaly Detection Based on Word2Vec, Computer Systems Science and Engineering, 2022, 41(3):1207-1222.

14. Jin Wang, Yangning Tang, Shiming He*, Changqing Zhao, Pradip Kumar Sharma, Osama Alfarraj, Amr Tolba, LogEvent2vec: LogEvent-to-Vector Based Anomaly Detection for Large-Scale Logs in Internet of Things, Sensors, 2020, 20, 2451.

15. Shiming He, Yangning Tang, Zhuozhou Li, Feng Li, Kun Xie, Hye-jin Kim, and Gwang-jun Kim. Interference-Aware Routing for Difficult Wireless Sensor Network Environment with SWIPT. Sensors 2019, 19(18), 3978. doi:10.3390/s19183978.

16. Shiming He, Kun Xie, Xuhui Zhou, Thabo Semong, Jin Wang . Multi-Source Reliable Multicast Routing with QoS Constraints of NFV in Edge Computing. Electronics. 2019, 8(10), 1106; https://doi.org/10.3390/electronics8101106

17. Shiming He, Kun Xie, Weiwei Chen, Dafang Zhang, Jigang Wen, Energy-aware Routing for SWIPT in Multi-hop Energy-constrained Wireless Network, IEEE Access, 2018, 6: 17996-18008

18. Weiwei Chen, Chin-Tau Lea, Shiming He, Yuanzhe Xuan, Opportunistic Routing and Scheduling for Wireless Networks, IEEE Transactions on Wireless Communications, 2017, 16(1): 320~331.(CCF B類)

19. Shiming He, Weini Zeng, Kun Xie, Hongming Yang, Mingyong Lai, Xin Su, PPNC: Privacy Preserving Scheme for Random Linear Network Coding in Smart Grid, KSII Transactions on Internet and Information Systems, 2017, 11(3):1510-1533.

20. Kun Xie, Kexin Xie, Shiming He*, Daqiang Zhang, Jigang Wen, Jaime Lloret, Busy Tone Based Channel Access Control for Cooperative Communication, Transactions on Emerging Telecommunications Technologies, 2015, 26(10):1173~1188

21. Shiming He, Dafang Zhang^*, Kun Xie, Hong Qiao, Ji Zhang, Channel Aware Opportunistic Routing in Multi-radio Multi-channel Wireless Mesh Network, Journal of Computer Science and Technology, 2014, 29(3):487-501.(CCF B類)

22. Shiming He, Dafang Zhang, Kun Xie, Hong Qiao, Ji Zhang, A Distributed Low-complexity Channel Assignment for Opportunistic Routing, China Communications, 2012, 9(11):9-22.

23. 何施茗，張大方，謝鯤，張繼，喬宏，多并發(fā)流無線網(wǎng)狀網(wǎng)中的機會路由算法，電子學報，2014，42(5):1004~1008.(EI)

會議

24. Shiming He, Ying Lei, Ying Zhang, Kun Xie, Pradip Kumar Sharma, Parameter-Efficient Log Anomaly Detection based on Pre-training model and LORA, The 34th IEEE International Symposium on Software Reliability Engineering (ISSRE 2023). Florence, Italy, October 2023, pp. 207-217 (CCF B類).

25. Shiming He, Genxin Li, Qinqing Guo, Kun Xie, Multi-Graph Structure Learning-based Multivariate Time Series Anomaly Detection with Extended Prior Knowledge, The 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2024). Tingjing, China, May 2024 (CCF C類).

26. Shiming He, Chenxi Guo, Memory-efficient anomaly detection method for online data streams, The 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2024). Tianjin, China, May 2024 (CCF C類)

27. Shiming He, Kun Xie, Weiwei Chen, Dafang ZhangJigang Wen, Simultaneous Wireless Information and Power Transfer for Multi-hop Energy-constrained Wireless Network. The 12th International Conference on Wireless Algorithms, Systems, and Applications(WASA 2017), Guilin, China, June 18-20, 2017. (CCF C類)

28. Shiming He, Ying Li, Kun Xie, Xin Su, Weini Zeng. Efficient Privacy-Preserving kNN Query in Mobile Sensing Systems. IEEE 22nd International Conference on Parallel and Distributed Systems (ICPADS), Wuhan, China, Dec 13-16, 2016 (CCF C類)

29. Shiming He, Kun Xie, Kexin Xie, Zhetao Li, Chuan Xu, Interference-aware Multi-source Transmission, IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA)，Tianjin, China, August 23-26, 2016. (CCF C類)

30. Shiming He, Weini Zeng and Kun Xie. Privacy preserving for Network coding in Smart Grid. The 15th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP 2015), Zhangjiajie, China, November 18-20, 2015.(CCF C類)

31. Shiming He, Kun Xie and Dafang Zhang. Completion time-aware Flow Scheduling in Heterogenous Networks. The 15th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP 2015), Zhangjiajie, China, November 18-20, 2015. (CCF C類)

專利

32. 何施茗，李卓宙，王進，徐超，熊兵，鄺利丹，一種基于聚類的大規(guī)模不規(guī)則KPI時間序列的異常檢測方法，申請時間2021.5.30，授權(quán)時間2022.7.15，發(fā)明專利，ZL202110598652.X

33. 何施茗，李卓宙，王進，王磊，張建明，楊博，一種大規(guī)模不規(guī)則KPI時間序列異常檢測方法，申請時間2020.04.24，授權(quán)時間2022.7.26，發(fā)明專利，ZL202010330615.6

34. 何施茗，李卓宙，鄧玉芳，謝鯤，王進，一種干擾感知的無線攜能傳輸路由方法，申請時間2018.10.9，授權(quán)時間2021.7.25，發(fā)明專利，ZL201811170867.6

35. 祝唯微，黨倩，孫沛，何施茗，袁昊，柴京，趙博，金銘，一種基于聯(lián)合天氣信息矩陣分解的電量數(shù)據(jù)恢復方法，申請時間2017.11.15，授權(quán)時間2021.6.4，發(fā)明專利，ZL201711126675.0

36. 王進，唐楊寧，何施茗，趙長慶，曹敦，一種面向模板基于Word2vec的日志異常檢測，申請時間2020.03.24，授權(quán)時間2023.12.01，發(fā)明專利，ZL202010211712.3.

37. 張大方，何施茗，謝鯤，張繼，喬宏，一種無線網(wǎng)絡中聯(lián)合機會路由選擇和信道分配的方法, 2013.12.10, 中國, ZL201310648772.1

38. 張大方，何施茗; 謝鯤; 喬宏; 張繼，一種多射頻多信道無線網(wǎng)網(wǎng)狀網(wǎng)信道感知的機會路由方法, 2013.12.10, 中國, ZL201310646069.7

39. 張大方，何施茗，謝鯤，張繼，喬宏，一種多并發(fā)流無線網(wǎng)狀網(wǎng)中的機會路由方法, 2013.12.6, 中國, ZL201310648264.3

40. 張大方，何施茗，謝鯤，張繼，一種多射頻多信道無線網(wǎng)狀網(wǎng)中適合機會路由的信道分配方法, 2011.3.8, 中國, ZL201110054796.5

41. 張大方，謝鯤，何施茗，雷淵明，基于誘騙數(shù)據(jù)包的串行網(wǎng)絡流量控制方法, 2007.10.30, 中國 ZL200710305229.6

7、 所獲學術(shù)榮譽及學術(shù)影響：

中國計算機學會會員，擔任CCF網(wǎng)絡與數(shù)據(jù)通信、互聯(lián)網(wǎng)、物聯(lián)網(wǎng)、分布式計算專委會執(zhí)行委員，湖南省計算機學會理事。

擔任電子學報、Information Sciences、IPM、TNSM、JSS等期刊審稿人。