Network Intelligent Transport Control, 6G network

2004-2009 Ph.D. in Computer Science, University of Chinese Academy of Sciences 

2000-2004 Bachelor in Computer Science and Technology, University of Science and Technology, Beijing

   

2022.01-present, Professor, Computer Network Information Center (CNIC), Chinese Academy of Sciences (CAS); University of Chinese Academy of Sciences

2014.12-2015.12, Visiting Scholar, University of Arizona, USA

2012.01-2021.12, Associate professor, CNIC, CAS

2009.07-2011.12, Assistant professor, CNIC, CAS

Computer Networks

Cloud Computing

[1] 2009, President’s Award of the Chinese Academy of Sciences

[2] 2025, the First Prize for Technology Transfer to Huawei

   

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[1]   Wenjuan Xing, Yong Li (Co-first), Hang Lv, Yongmao Ren*, Pengfei Fan, Xu Zhou*, A Lightweight Encrypted Traffic Classification Method Based on Multi-scale Feature Fusion，IEEE Global Communications Conference (GLOBECOM)，Taipei, Taiwan, Dec.8-12, 2025

[2]   WenJi Du*, Wanghong Yang, Baosen Zhao, zhenya li, Yongmao Ren, Xu Zhou,EL4S: Enhanced L4S Congestion Control for Low-Latency Real-Time Streaming in 5G Networks, 2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC), October 5-8, 2025 Vienna, Austria 

[3]   Baosen Zhao, Fukang Chen, Wenji Du, Wanghong Yang, Jianan Sun, Yongmao Ren, Stefan Schmid, Xu Zhou, Efficient Cross-Datacenter Congestion Control with Fast Control Loops, the 54th International Conference on Parallel Processing (ICPP), San Diego, CA, September 8 -11, 2025 

[4]   Wenji Du, Wanghong Yang, Baosen Zhao, Yongmao Ren and Xu Zhou, PIKA: A Rate Control Mechanism for Real-Time Video Streaming Assisted by 5G Link Quality, 2025 International Conference on Intelligent Computing (ICIC), Ningbo, China, July 26-29, 2025 

[5]   李勇，任勇毛，殷卓然，周旭.一种基于深度学习的轻量化流量识别模型[J].数据与计算发展前沿,2025,7(2):3-11

[6]   Maoli Wang, Yumeng Zhang, Haomin Li, Xu Zhou, Yongmao Ren*，A Malicious Traffic Detection Method Based on 1D ConvNeXt and Multi-Scale Patches，the 38th IEEE/IFIP Network Operations and Management Symposium (NOMS 2025)，Honolulu, HI, USA，12–16 May 2025 

[7]   Guoyuan Ma, Yongmao Ren, Xu Zhou, Pengfei Fan, Shuangyin Ren, Jingchao Wang, A Routing Algorithm for Computing Force Network Based on Deep Reinforcement Learning and Graph Neural Networks, the 26^th IEEE International Conference on High Performance Computing and Communications (HPCC), Wuhan China, Dec.13-15, 2024 

[8]   Yongmao Ren, Yundong Zhang, Ming Yin, Anmin Xu, Xu Zhou*, Cong Li, Yifang Qin, Qinghua Wu, Mohamed Ali Kaafar, Gaogang Xie, DRTP: A Generic Differentiated Reliable Transport Protocol, Computer Communications，Volumes 226–227, 1 October 2024, 107921, https://doi.org/10.1016/j.comcom.2024.08.003  

[9]   Wanghong Yang, Wenji Du, Baosen Zhao, Tingting Yuan, Yongmao Ren, Xu Zhou, Qinghua Wu, Xiaoming Fu, Deadline-oriented Flow Control for Real-time UHD Videos in 5G Edge Networks, The 33rd International Conference on Computer Communications and Networks (ICCCN 2024) July 29 - 31, 2024, Big Island, Hawaii, USA 

[10]  Baosen Zhao, Wanghong Yang, Wenji Du, Yongmao Ren*, Jianan Sun, Qinghua Wu, Xu Zhou*, A Multipath Scheduler based on Cross-layer Information for Low-Delay Applications in 5G Edge Networks, Computer Networks, Volume 244, May 2024，DOI: https://doi.org/10.1016/j.comnet.2024.110333 

[11]  Wanghong Yang, Wenji Du, Baosen Zhao, Yongmao Ren, Jianan Sun, Xu Zhou. “Cross-Layer Assisted Early Congestion Control for Cloud VR Applications in 5G Edge Network”. in Proc. of the 25^th IEEE Wireless Communications and Networking Conference (WCNC), Dubai, United Arab Emirates, 21–24 April 2024. 

[12]  Cong Li, Yongmao Ren*, Xu Zhou*, Anmin Xu. DS-AQM: Differentiated Service Active Queue Management [J]. China Communications, 2024

[13]  Jianan Sun, Hongchen Ren, Dixiao Yuan, Biran Li, Xu Zhou, Yongmao Ren, Chong Li, Anmin Xu, AdaptaCC: A Highly Scalable Proactive Congestion Control for Hyper-speed Networks, in Proc. of the 25^th International Conferences on High Performance Computing and Communications (HPCC), Melbourne, Australia, Dec. 13-15, 2023 

[14]  Baosen Zhao, Wanghong Yang, Wenji Du, Yongmao Ren，Jianan Sun, Xu Zhou，CPS: A Multipath Scheduling Algorithm for Low-Latency Applications in 5G Edge Networks，in Proc. of the 32nd International Conference on Computer Communications and Networks (ICCCN 2023), Honolulu, HI, USA, July 24-26, 2023 

[15]  殷明，任勇毛，张运栋，周旭，徐安民，于德雷. 一种差异化可靠传输控制机制[J]. 数据与计算发展前沿, 2022,4(5):138-151

[16]  范琮珊，周旭，任勇毛，多样化业务需求与全维网络能力的映射，中兴通讯技术，2022年第1期

[17]  Wanghong Yang, Xu Zhou, Wenji Du, Jianan Sun, Yongmao Ren, Gaogang Xie, A Measurement Study of TCP Performance over 60GHz mmWave Hybrid Networks, in Proc. of IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM), Belfast, UK, June 14-17, 2022

[18]  张运栋, 任勇毛*, 殷明, 杨望泓, 周旭*，徐安民，于德雷, 差异化可靠传输拥塞控制算法, 计算机系统应用，2022,31(8):38−45

[19]  季明辰、任勇毛、张运栋、周慧娟、周旭*、周艳芳，面向交通大数据的高速文件传输系统设计与实现，数据与计算发展前沿，2022, 4(3):141-151

[20]  Bing Liu, Yifang Qin, Xu Zhou, Taixin Li, Wanghong Yang, Zhuo Li and Yongmao Ren, An Advanced Cache Retransmission Mechanism for Wireless Mesh Network, WASA (The 16^th International Conference on Wireless Algorithms, Systems, and Applications) Workshop, Nanjing, China, June 25-27, 2021

[21]  Yongmao Ren, Wanghong Yang, Xu Zhou*, Huan Chen, Bing Liu, A Survey on TCP over mmWave, Computer Communications, 2021, Vol.171, pp.80-88, https://doi.org/10.1016/j.comcom.2021.01.032

[22]  Shanshan Shi, Jun Li, Yongmao Ren, Haibo Wu, EFM: An Edge-Computing-oriented Forwarding Mechanism for Information-Centric Networks, IEEE HotICN 2020, December 12-14, 2020, Hefei, China

[23]  Luyang Xu, Xu Zhou*, Xifeng Lin, Yongmao Ren, Yifang Qin, Jun Liu, A New Loss Function for Traffic Classification Task on Dramatic Imbalanced Datasets, in Proc. of IEEE International Conference on Communications (ICC), June 7-11, 2020, Virtual Conference 

[24]  陈欢, 任勇毛, 周旭*, 杨望泓, 范鹏飞，5G/B5G毫米波网络TCP传输性能分析，计算机系统应用，2020,29(8):9−15

[25]  刘冰、周旭、任勇毛、范鹏飞、覃毅芳，以信息为中心的无线自组网研究综述，全国边缘计算学术研讨会论文集，2019.9.16，北京

[26]  Yongmao Ren, Zhentao Li, Jun Li, Yifang Qin, Haibo Wu, Xu Zhou*, DMF: A Dynamic Multi-path Forwarding Strategy for Information Centric Networks, in Proc. of the 21^st IEEE International Conference on High Performance Computing and Communications (HPCC), Zhangjiajie, China, 10-12 August 2019 

[27]  周亚球，任勇毛，李琢，周旭，基于SDN的科学DMZ研究与实现，网络信息安全，2019,9:134-138

[28]  Yaqiu Zhou, Yongmao Ren, Xu Zhou*, Wanghong Yang and Yifang Qin, A Scientific Data Traffic Scheduling Algorithm Based on Software-defined Networking, in Proc. of the 21^st IEEE International Conference on High Performance Computing and Communications (HPCC), Zhangjiajie, China, 10-12 August 2019 

[29]  Luyang Xu, Xu Zhou*, Yongmao Ren, and Yifang Qin, A Traffic Classification Method Based on Packet Transport Layer Payload by Ensemble Learning, the 24th IEEE Symposium on Computers and Communications (ISCC 2019), Barcelona, Spain, June 29-July 3, 2019 

[30]  Haibo Wu, Jun Li*, Jiang Zhi, Yongmao Ren, and Lingling Li, “A Hybrid ICN Caching Strategy Based on Region Division”, the 15th International Conference on Emerging Networking Experiments And Technologies (CoNEXT). ACM, 2019: 78-79. 

[31]  Haibo Wu, Jun Li*, Jiang Zhi, Yongmao Ren, and Lingling Li, Edge-oriented Collaborative Caching in Information-Centric Networking, the 24th IEEE Symposium on Computers and Communications (ISCC 2019), Barcelona, Spain, June 29-July 3, 2019 

[32]  Haina Tang, Xiangpeng Zhao and Yongmao Ren*, A Multilayer Recognition Model for Twitter User Geolocation, Wireless networks (2019). https://doi.org/10.1007/s11276-018-01897-1 

[33]  黄柄胜、范鹏飞、周慧娟、任勇毛、周旭，一种基于边缘计算的云打印服务系统，第八届中国互联网学术年会（Internet Conference of China，ICoC 2019)，南京，2019.8.25-27

[34]  刘冰、周旭、任勇毛、范鹏飞、覃毅芳，以信息为中心的无线自组网研究综述，2019全国边缘计算学术研讨会论文集，北京，2019.9.16

[35]  Jiang zhi, Jun Li, Haibo Wu, Yongmao Ren, GAC: Gain-Aware 2-Round Cooperative Caching Approach in Information-Centric Networking, IPCCC 2018, November 17-19, 2018, Orlando, Florida, USA

[36]  Haibo Wu, Jun Li*, Jiang Zhi, Yongmao Ren, and Lingling Li, “HCache: A Hybrid Caching Strategy in Information-Centric Networking”, IEEE 37th International Performance Computing and Communications Conference (IPCCC) , November 17-19, 2018, Orlando, Florida, USA 

[37]  Haibo Wu, Jun Li, Jiang Zhi, Yongmao Ren, Lingling Li, Design and Evaluation of Probabilistic Caching in Information-Centric Networking, IEEE Access, 2018, 6(1): 32754-32768 ( DOI:10.1109/ACCESS.2018.2841417) 

[38]  任勇毛,储华珍,周旭*,范鹏飞,李灵玲,5G网络IPv6协议关键技术研究,科研信息化技术与应用,2018, 9(1):13-22

[39]  Yaqiu Zhou, Yongmao Ren, Xu Zhou*, Zhentao Li and Pengfei Fan, A Congestion Control Mechanism for Data Center Networks Based on Named Data Networking, the 13th International Conference on Future Internet Technologies (CFI), Seoul, Korea, June 20-22, 2018 

[40]  Zhentao Li, Yongmao Ren, Xu Zhou, An Interest Shaping Algorithm for Named Data Networking Based on PID Controller, Poster, IEEE/ACM International Symposium on Quality of Service (IWQoS), Banff, Alberta, Canada, 4-6 June 2018 

[41]  郜城城，周旭*，范鹏飞，任勇毛, 移动边缘计算技术在高铁通信网络中的应用,计算机系统应用，2018,27(8):56−62

[42]  李振涛, 任勇毛, 周旭*，周亚球，BBR-TCP协议实验性能评价，计算机系统应用，2018, 27(9):229−235

[43]  顾泽平, 李俊, 任勇毛, SDARP：基于软件定义网络的地址解析协议代理机制, 计算机应用研究, 2018, 35(6):

[44]  Yongmao Ren, Jun Li*, Lingling Li, Shanshan Shi, Jiang Zhi, Haibo Wu, Modeling Content Transfer Performance in Information Centric Networking, Future Generation Computer Systems, 2017, Vol. 74, pp.12-19 

[45]  Jun Li, Zeping Gu, Yongmao Ren*, Haibo Wu and Shanshan Shi, SDARP：An Improved Software-Defined Address Resolution Proxy Mechanism, the 22nd IEEE Symposium on Computers and Communications (ISCC 2017), 3-6 July 2017, Crete, Greece 

[46]  智江,李俊*,吴海博,任勇毛, 基于边缘优先的ICN缓存协作策略, 通信学报, 2017,38(3):53-64

[47]  任双君,周旭*,任勇毛,李灵玲, 基于HTML5的浏览器端多线程下载技术,计算机系统应用，2017,26(11):11–18

[48]  韩康,周旭*,任勇毛,吴海博, 基于 NAT64/DNS64 的 IPv6 过渡技术研究,科研信息化技术与应用, 2016, 7(5):28-35

[49]  Jun Li, Shanshan Shi, Yongmao Ren*, Lingling Li, Jiang Zhi, A Content Store-based Module for Congestion Control Algorithms of Named Data Networking, in Proc. of the 18^th IEEE International Conference on High Performance Computing and Communications (HPCC), Sydney, Australia, Dec.12-14, 2016 

[50]  Yongmao Ren, Jun Li*, Shanshan Shi, Lingling Li, Guodong Wang, Beichuan Zhang, Congestion Control in Named Data Networking–A Survey, Computer Communications, 2016, Vol.86, pp.1-11, (DOI:10.1016/j.comcom.2016.04.017)

[51]  Yongmao Ren, Jun Li, Shanshan Shi, Lingling Li and Guodong Wang, An Explicit Congestion Control Algorithm for Named Data Networking, in Proc. of the 35^th IEEE INFOCOM Workshop on Multimedia Streaming in Infomation-/Content-Centric Networks (INFOCOM MuSIC), San Francisco, CA, USA, 10-15 April 2016 

[52]  石珊姗，任勇毛，李俊，李灵玲，智江。一种基于缓存交互的NDN网络拥塞控制算法，《高技术通讯》, 2016, 26(4):359-366

[53]  Yongmao Ren, Jun Li, Guodong Wang, Lingling Li and Shanshan Shi, SA-TCP: A Novel Approach to Mitigate TCP Incast in Data Center Networks, Trivandrum, IEEE International Conference on Computing and Network Communications (CoCoNet'15),India, Dec. 16-19, 2015

[54]  Yongmao Ren, Jun Li*, Shanshan Shi, Lingling Li, Xiangqing Chang, An Interest Control Protocol for Named Data Networking Based on Explicit Feedback, The 11^th ACM/IEEE Symposium on Architectures for Networking and Communications Systems (ANCS '15), Oakland, CA, USA, May 7-8, 2015 

[55]  Yongmao Ren, Yu Zhao, Pei Liu, Ke Dou, Jun Li. A Survey on TCP Incast in Data Center Networks. International Journal of Communication Systems, 2014, 27(8):1160–1172 

[56]  Jun Li, Xiangqing Chang,Yongmao Ren, Zexin Zhang, Guodong Wang. An Effective Path Load Balancing Mechanism Based on SDN. The 13^th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (IEEE TRUSTCOM-14), Beijing, China, 24-26 Sep. 2014 

[57]  唐潇,任勇毛,李俊,李灵玲.一种基于显式反馈的NDN拥塞控制算法, 科研信息化技术与应用,2014,5 (3): 68-77

[58]  王国栋,任勇毛,李俊.TCP改进协议在高速长距离网络中的性能研究.通信学报,2014,35(4):81-90 

WANG Guo-dong, REN Yong-mao, LI Jun, Performance evaluation of TCP congestion control algorithms in fast long distance network, Journal on Communications, 2014,(4):81~90

[59]  Guodong Wang, Yulei Wu, Ke Dou, Yongmao  Ren, Jun Li. AppTCP: The Design and Evaluation of Application-based TCP for e-VLBI in Fast Long Distance Networks. Future Generation Computer Systems. 2014, Vol. 39, pp.67-74. 

[60]  Guodong. Wang, Yongmao Ren, Ke Dou, Jun Li, "IDTCP: An Effective Approach to mitigating the TCP Incast Problem in Data Center Networks", Information System Frontier, 2014, 16(1): 35-44（DOI: 10.1007/s10796-013-9463-4）

[61]  Guodong Wang, Yongmao  Ren, Jun Li. An effective approach to alleviating the challenges of transmission control protocol, IET Communications, 2014, 8(6):860-869

[62]  Guodong. Wang, Yongmao Ren, Ke Dou, Jun Li, "The Effect of the Congestion Control Window Size on the TCP Incast and its Implications", The 18^th IEEE symposium on Computers and Communications (ISCC’13). Split,Croatia, July 7-10, 2013 

[63]  岳兆娟,任勇毛,李俊.基于UDP的高速网络传输协议研究.计算机应用研究,2013,30(10):2887-2890

[64]  于艳峰,任勇毛,李俊,陈中,张岩. 面向e-VLBI天文数据的高性能传输协议研究. 科研信息化技术与应用. 2013,4(2):18-26.

[65]  任勇毛,李俊,钱华林. 未来互联网体系结构研究进展. 科研信息化技术与应用. 2012,3(3):3-11

   Ren Yongmao, Li Jun, Qian Hualin. Research Progress on Future Internet Architecture,  e-Science Technology & Application, 2012,V3(3): 3-11

[66]  蔡森焱,徐畅,任勇毛. 云计算环境中的数据中心网络架构设计. 科研信息化技术与应用. 2012,3(3):20-28

[67]  刘佩,任勇毛,李俊.多路径TCP拥塞控制算法研究. 通信学报, 2012, 33(Z2):233~238

Pei Liu, Yongmao Ren, and Jun Li. Survey on Multipath TCP Congestion Control. Journal of Communications, 2012, 33(Z2):233~238 

[68]  Guodong Wang, Yongmao Ren, Jun Li. Experimental Study of Congestion Control Algorithms in Fast Long Distance Network, in ICIC Express Letters, 2012, 6(10): 2617-2624

[69]  Guodong Wang, Yongmao  Ren, Jun Li. DSTCP: An Improved TCP to Increase Scalable TCP’s Friendliness and Stability. In Proc. of the 14^th International Conference on Communication Technology (ICCT-2012). Chengdu,China, Nov. 9-11, 2012

[70]  Ke Dou, Yongmao  Ren, and Jun Li. Avoiding TCP Incast through Scheduling Data Requests. In Proc. of the 4^th IEEE International Conference on Multimedia Information Networking and Security (MINES 2012). Nanjing, China, Nov, 2-4, 2012

[71]  Guodong Wang, Yongmao  Ren, Jun Li. Application Based Rate Controllable TCP for High Performance Bulk Data Transfer. In Proc. of the 14th IEEE International Conference on High Performance Computing and Communications (HPCC-2012). Livepool, UK, 25-27 June, 2012 

[72]  Zhaojuan Yue, Xiaodan Zhang, Yongmao Ren, Jun Li and Qianli Zhong. The Performance Evaluation and Comparison of TCP-based High-speed Transport Protocols. In Proc. of the 3^rd IEEE International Conference on Software Engineering and Service Sciences, Beijing,China, June 22-24, 2012

[73]  徐畅,任勇毛,李俊. LISP-HMS: 一种基于LISP的层次化映射系统. 计算机科学.2012,39(10):35-39

XU Chang, REN Yong-mao, LI Jun, LISP-HIMS:A Hierarchical Identifier Mapping System for LISP, Computer Science, 2012,39(10):35-39

[74]  赵宇,任勇毛,李俊.数据中心网络TCP Incast问题NS2仿真分析.计算机应用研究.

[75]  钱华林,鄂跃鹏,葛敬国,任勇毛,游军玲. 双层IP地址空间体系结构. 软件学报. 2012,23(1):97-107

   Qian HL, E YP, Ge JG, Ren YM, You JL. Dual IP address spaces architecture. Journal of Software, 2012, 23(1):97−107

[76]  Yongmao Ren, Hualin Qian, Yuepeng E, Jun Li, and Jingguo Ge. IPv4+6. In Proc. of the 10^th IEEE International Symposium on Network Computing and Applications (NCA’11).Boston,USA, 25-27 August, 2011

[77]  王伟杭,任勇毛,岳兆娟,李俊.高速长距离网络传输性能优化.计算机工程. 2011,37(14):94-96

[78]  Zhaojuan Yue, Yongmao  Ren and Jun Li. Performance Evaluation of UDP-based High-speed Transport Protocols. In Proc. of the 2^nd IEEE International Conference on Software Engineering and Service Science. (IEEE ICSESS 2011). Beijing, China, July 15-17, 2011

[79]  王国栋,任勇毛,李俊.多重慢启动TCP协议研究.微电子学与计算机.2011,28(3):178-185

[80]  王学智,任勇毛,李俊.TLS协议性能优化研究综述.计算机应用研究,2011

[81]  罗旋,任勇毛,李俊.Lightpath下C-TCP协议研究.计算机应用研究, 2011

[82]  李一鸣,任勇毛,李俊.基于UDP 的传输协议性能比较与分析.计算机应用研究,2010,27(10):3906-3910

[83]  任勇毛,唐海娜,李俊,钱华林. 高速长距离网络传输协议.软件学报,2010, 21(7):1576-1588 

   Ren YM, Tang HN, Li J, Qian HL. Transport protocols for fast long distance networks. Journal of Software,2010,21(7):1576−1588. http://www.jos.org.cn/1000-9825/3812.htm

[84]  王伟杭,任勇毛,唐明洁,李俊,钱华林.终端性能自适应传输协议.软件学报, 2010, 21(7):1635-1645

Wang WH, Ren YM, Tang MJ, Li J, Qian HL. End-System performance aware transport protocols. Journal of Software, 2010,21(7):1635−1645. http://www.jos.org.cn/1000-9825/3853.htm

[85]  Weihang Wang, Mingjie Tang, Yongmao  Ren and Jun Li. Characterization and Evaluation of End-system Performance Aware Transport Schemes for Fast Long-distance Optical Networks. Information Technology Journal, 2010,9(4):766-773 

[86]  陈晓霞,任勇毛,李俊, 张潇丹. 网络测量与分析研究综述. 计算机系统应用,2010, 19(7):244-249

[87]  Yongmao Ren, Haina Tang, Jun Li, and Hualin Qian. A Novel Congestion Control Algorithm for High Performance Bulk Data Transfer. In Proc. of the 8^th IEEE International Symposium on Network Computing and Applications (NCA’09). Boston,USA, 9-11 July, 2009, pp.288-291  

[88]  Ren YM, Tang HN, Li J, Qian HL. Improving TCP Performance with Selective Negative Acknowledgement in Hybrid Optical Packet Network. In Proc. of the International Conference on Computer and Network Technology (ICCNT 2009). Chennai: World Scientific Press, 24-26 July, 2009. pp.122-128

[89]  Yongmao Ren, Haina Tang, Jun Li, and Hualin Qian. Performance Comparison of UDP-based Protocols over Fast Long Distance Network. Information Technology Journal, 2009,8(4):600-604 

[90]  任勇毛,唐海娜,李俊,钱华林.高速网络TCP改进协议NS2仿真性能比较.计算机工程,2009,35(2):6-9

REN Yong-mao, TANG Hai-na, LI Jun, QIAN Hua-lin. Performance Comparison of TCP Variants for High-speed Network by NS2 Simulation. Computer Engineering, 2009,35(2):6-9

[91]  任勇毛,秦刚,唐海娜,李俊,钱华林.高速长距离光网络传输协议性能分析.计算机学报,2008,31(10):1679-1686

REN Yong-Mao, QIN Gang, TANG Hai-Na, LI Jun, QIAN Hua-Lin. Performance Analysis of Transport Protocol over Fast Long Distance Optical Network. Chinese Journal of Computers, 2008, 31(10):1679-1686, http://cjc.ict.ac.cn/eng/qwjse/view.asp?id=2720

[92]  任勇毛,唐海娜,李俊,钱华林.支持网格应用的光网络控制和管理.软件学报,2008,19(6):1481-1490. 

Ren YM, Tang HN, Li J, Qian HL. Optical network control and management for grid applications. Journal of Software, 2008,19(6):1481-1490,

http://www.jos.org.cn/1000-9825/19/1481.htm

[93]  任勇毛,唐海娜,李俊.一种新的网络技术－－UCLP.计算机应用研究,2006

[94]  葛敬国,任勇毛.国际科研网络新进展.科研信息化技术与应用，2008年第1期，p14-21

[1]   范琮珊、周旭、任勇毛、覃毅芳，一种层次化网络能力建模管理方法，专利号：202210013489.0，申请日：2022.1.6，授权日：2024.3.1

[2]   周旭,李琢,李泰新,任勇毛,覃毅芳，一种跨域系统的协同路由方法及装置，专利号：202210022533.4，申请日：2022.1.10，授权日：2024.2.27

[3]   任勇毛、周旭、陈卓、唐海娜、谢高岗, 网络流量的识别方法及装置，专利号：ZL202111152905.7，申请日：2021.9.29，授权日：2023.6.20

Methods and devices for identifying network traffic

[4]   覃毅芳、周旭、范鹏飞、任勇毛、谭倩，基站接入方法及系统，专利号：201910474578.3, 申请日：2019.6.3，授权日：2023/6/23

[5]   周旭、覃毅芳、刘冰、任勇毛. 一种数据传输方法、装置、网络中继设备及系统. 专利号：ZL202110702355.5，申请日：2021.6.22，授权日：2022.11.25

[6]   周旭、徐陆阳、任勇毛、覃毅芳.  一种基于网络包载荷的卷积神经网络流量分类方法，专利号：201811122301.6，申请日：2018.9.26，授权日：2022.9.27

[7]   罗万明, 周旭，任勇毛，覃毅芳，范鹏飞，一种基于软件定义的边缘计算调度方法及系统，专利号：202010982716.1，申请日：2020.7.8，授权日：2022.8.23

[8]   范鹏飞、周旭、任勇毛、覃毅芳、李灵玲，一种基于边缘计算技术的点对点文件传输方法，专利号：201910637419.0，申请日：2019/7/15，授权日：2022/5/13

[9]   任勇毛,周亚球,周旭,范鹏飞,覃毅芳,李灵玲.基于软件定义网络SDN的数据传输网络系统, 专利号：201811290181.0，申请日：2018.10.31，授权日：2021.5.14

Data transmission network system based on Software-Defined Network (SDN)

[10]  任勇毛,李振涛,周旭,李俊,覃毅芳,范鹏飞. 数据转发接口的选择方法及装置, 专利号：201810989887.X, 申请日：2018.8.28，授权日：2021.4.27

Method and device for selecting data forwarding interface

[11]  覃毅芳,周旭,范鹏飞,任勇毛, 一种局域网环境中透明分流方法和装置,专利号: 2018103531462.2，申请日：2018.4.19，授权日：2021.10.15

[12]  范鹏飞,覃毅芳,任勇毛,周旭,李灵玲. 移动终端跨区保持MEC边缘TCP业务服务方法及系统，专利号：201810229579.7，申请日：2018.3.20，授权日：2021.2.9

[13]  周旭、覃毅芳、王浩宇、任勇毛，多链路环境下数据发送、接收装置及数据发送、接收方法，专利号：ZL 201910440933.5，申请日：2019.5.24， 授权日：2021.12.10

已指导学生

李振涛  硕士研究生  081201-计算机系统结构  

周亚球  硕士研究生  081201-计算机系统结构  

陈欢  硕士研究生  085211-计算机技术  

张运栋  硕士研究生  081201-计算机系统结构  

李聪  硕士研究生  081201-计算机系统结构  

任泓臣  硕士研究生  081201-计算机系统结构  

李勇  硕士研究生  081201-计算机系统结构  

现指导学生

殷卓然  硕士研究生  081201-计算机系统结构  

肖艺婧  硕士研究生  081201-计算机系统结构  

李家旺  硕士研究生  081201-计算机系统结构  

王锦涛  硕士研究生  085400-电子信息