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个人简介

黄新力,工学博士,现任华东师范大学计算机科学与技术学院教授、博士生导师,目前的研究工作主要集中在智能网络与智能计算(Smart Networking & Computing)、人工智能物联网(AIoT)、网络空间安全(Cyberspace Security)、城市计算与新型智慧城市(Smart City)等方向领域。 2007年4月毕业于上海交通大学计算机科学与工程系,获计算机系统结构专业工学博士学位;2007年7月起至今在华东师范大学计算机科学技术系、计算机科学与技术学院从事教学和科研工作,先后受聘讲师、副教授、教授、博士生导师;2011年受国家留学基金委资助,公派访学美国德克萨斯大学-圣安东尼奥分校计算机科学系。 以第一或通讯作者在国内外期刊和学术会议上发表或录用学术论文50余篇,授权或申请发明专利10余项,登记软件著作权10余项;任IEEE TPDS、IEEE TON、IEEE TNSM、IEEE TKDE、IEEE TVT、ACM TDS、COMNET、JCST、中国科学、计算机学报、软件学报等学术期刊以及IPCCC、ICPADS、WISE、EUC等学术会议审稿人;指导学生参加第十五届中国“研电赛”,获全国总决赛二等奖、上海市一等奖、优秀指导教师奖等。 主持国家重点研发计划“物联网与智慧城市关键技术及示范”重点专项、国家自然科学基金、教育部博士点基金、上海市“物联网与智慧城市”重大专项、上海市“科技创新行动计划”高新技术领域重大专项、上海市“科技创新行动计划”信息技术领域重点专项、上海市“人工智能创新发展”重点专项以及政府机构和企事业单位委托科研项目课题10余项;参与国家重点研发计划“网络空间安全”基础前沿类重点专项、国家自然科学基金重大国际(地区)合作研究项目、国家高技术研究发展计划“网格计算”重大专项、上海市基础研究重大项目、上海市科技攻关重大专项、华东师范大学“幸福之花”先导研究基金“智能+”领域重点专项等重要项目课题多项。 长期参与上海市“新型城域物联专网”、“新型智慧城市”和“城市数字化转型”规划建设,参与上海市“城市运行数字体征系统”规划设计(1.0版已发布,中国首个,见官网报道),参与上海市“一网统管”数字化转型技术体系和赋能平台建设,参与“上海感知试验场”和“上海大数据试验场”规划建设;作为署名起草人,制定上海市《新型城域物联专网建设导则》(经上海市人民政府批准,已正式发布实施,见市政府官网);作为署名起草人,制定上海市通信制造业行业协会《移动通信用户感知度测评规范》团体标准T/SHCIA000001-2020、上海市物联网行业协会《非机动车棚物联网数据采集与管理》团体标准T/SIOT025-2021(均已正式颁布实施);致力解决新型城域物联专网“怎么建、怎么测、怎么用”重大难题,荣获“个人杰出贡献奖”(高校唯一奖项),项目研究成果获科技部推荐选送,参加国家“十三五”重大科技成果展。2023年5月,获上海市技术发明一等奖。

研究领域

课题组目前开展的研究工作及所承担的科研课题,主要涉及以下研究方向及研究内容: 人工智能物联网(AIoT)技术及应用 新型物联网架构与赋能技术、边缘计算/边云协同/边缘智能 面向感知、数据、算法、平台等的新型城域物联专网综合评估体系研发及环境建设 人工智能物联网技术在城市精细管理与精准治理、城市大脑与智慧城市、城市数字化转型等领域的应用 大数据技术及应用 运营级实时大数据高性能分析处理关键技术 基于大数据的情境感知和用户行为分析及其在智慧健康养老领域中的应用 大数据技术在健康物联计算、移动群智感知、城市智能计算等领域中的应用 云计算与数据中心网络/软件定义网络/未来网络 云数据中心网络虚拟化技术;大二层网络技术;云数据中心网络资源优化调度 SDN网络控制平面行为建模/一致性监测/故障恢复;数据平面可信拓扑认证;混合部署与流量牵引优化 以信息/内容/数据为中心的未来网络体系结构(ICN/CCN/NDN) 网络空间安全 SDN网络防火墙原型系统、SDN网络入侵检测原型系统研发与典型应用示范 区块链网络安全/新型APT/LDDoS/RDDoS攻击检测与防御 安全边界模糊化及BYOD开放式移动接入应用场景下的新型入侵/攻击手段及其检测/防御策略

近期论文

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H. Gu, X. Zhang, J. Li, H. Wei, B. Li, and X. Huang*, “Federated Learning Vulnerabilities: Privacy Attacks with Denoising Diffusion Probabilistic Models,” accepted, to appear in Proceedings of the 33th Web Conference (WWW’2024), Singapore, May 13~17, 2024. B. Li, Z. Chen, Y. Liu, Y. Ma, H. Gu, and X. Huang*, “Federated Learning on Distributed Graphs considering Multiple Heterogeneities,” accepted, to appear in Proceedings of the 49th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’2024), Seoul, Korea, 14~19 April 2024. C. Yan, X. Huang*, H. Gu and S. Meng, “SimulE: A novel convolution-based model for knowledge graph embedding,” In Proceedings of the 26th Interna-tional Conference on Computer Supported Cooperative Work in Design (CSCWD’2023), Rio de Janeiro, Brazil, May 24~26, 2023. Y. Wen, F. Lu, Y. Liu, and X. Huang*, Attacks and Countermeasures on Blockchains: A Survey from Layering Perspective, Computer Networks, Volume 191, 22 May 2021, 107978. DOI: 10.1016/j.comnet.2021.107978 X. Huang, P. Shi, Y. Liu, and F. Xu, Towards Trusted and Efficient SDN Topology Discovery: A Lightweight Topology Verification Scheme, Computer Networks, Volume 170, 7 April 2020, 107119. DOI: 10.1016/j.comnet.2020.107119 F. Lu, P. Cong, and X. Huang*, Utilizing Textual Information in Knowledge Graph Embedding: A Survey of Methods and Applications, IEEE Access, vol. 8, pp. 92072-92088, 2020 X. Huang, F. Li, K. Cao, T. Wei and S. Hu, Queueing Theoretic Approach for Performance-Aware Modeling of Sustainable SDN Control Planes, IEEE Transactions on Sustainable Computing, vol.5, no. 1, pp. 121-133, 2020. DOI: 10.1109/TSUSC.2018.2889561 X. Huang, S. Cheng, K. Cao, P. Cong, T. Wei and S. Hu, A Survey of Deployment Solutions and Optimization Strategies for Hybrid SDN Networks, IEEE Communications Surveys and Tutorials, vol. 21, no. 2, pp. 1483-1507, 2019. DOI: 10.1109/COMST.2018.2871061, (2021 Journal Impact Factor: 33.84, ranking Top#1 for impact and citations in all IEEE publications according to the Thomson Reuters Journal Citation Reports) Y. Liu, S. Cheng, and X. Huang*, Towards Web-scale and Energy-efficient Hybrid SDNs: Deployment Optimization and Fine-grained Link State Management, in Proceedings of the 21st International Conference on Web Information Systems Engineering (WISE), Amsterdam and Leiden, Netherlands, Oct. 20-24, 2020. Y. Yang, X. Huang*, S. Cheng, S. Chen, and P. Cong, SHSA: A Method of Network Verification with Stateful Header Space Analysis, in Proceedings of the 22nd IEEE International Conference on Parallel and Distributed Systems (ICPADS), IEEE Computer Society Press, pp. 232-238, Wuhan, China, Dec. 13-16, 2016. H. Li, X. Huang*, and Z. Zheng, Detection Method of DDoS Attack Based on Software Defined Network and Its Application, Computer Engineering, vol. 42, no. 2, pp. 118-123, 2016. (in Chinese) T. Ren, and X. Huang*, A Modified Max-min Ant Colony Optimization Algorithm for Virtual Machines Replacement in Cloud Datacenter, in Proceedings of the 33rd IEEE International Performance Computing and Communications Conference (IPCCC), Austin, TX, USA, Dec. 5-7, 2014. Y. Zhou, and X. Huang*, Scheduling Workflow in Cloud Computing Based on Ant Colony Optimization Algorithm, in Proceedings of the 6th IEEE International Conference on Business Intelligence and Financial Engineering (BIFE), IEEE Computer Society Press, pp. 57-61, Hangzhou, China, Nov. 14-16, 2013. H. Qian, X. Li, and X. Huang, Tightly Secure Non-Interactive Multisignatures in the Plain Public Key Model, Informatica, vol. 23, no. 3, pp. 443-460, 2012. L. Yu, X. Huang, and F. You, MSTG: A Multi-Service Traffic Generator for Testing Next Generation Wireless Broadband Communication Systems, in Proceedings of the 1st IEEE International Conference on Networks Security, Wireless Communications and Trusted Computing (NSWCTC), IEEE Computer Society Press, pp. 580-583, Wuhan, China, Apr. 25-26, 2009. X. Huang, F. Zou, and F. Ma, On Targeted Local Immunization in Scale-free Peer-to-Peer Networks, Journal of Computer Science and Technology, vol. 22, no. 3, pp. 457-468, 2007. X. Huang, and F. Ma, DEAON: Dynamically-Evolving Active Overlay Networks for Scalable Information Retrieval, High Technology Letters (English Language Edition), vol. 13, no. 4, pp. 413-417, 2007. X. Huang, Y. Li, and F. Ma, GToS: Examining the Role of Overlay Topology on System Performance Improvement, in Proceedings of the 7th International Workshop on Distributed Computing (IWDC), Lecture Notes in Computer Science, Springer-Verlag, vol. 3741, pp. 213-225, Kharagpur, India, Dec. 27-30, 2005. X. Huang, F. Ma, and Y. Li, Attack Vulnerability of Peer-to-Peer Networks and Cost-Effective Immunization, in Proceedings of the 3rd International Symposium on Parallel and Distributed Processing and Applications (ISPA), Lecture Notes in Computer Science, Springer-Verlag, vol. 3759, pp. 45-53, Nanjing, China, Nov. 2-5, 2005. Y. Li, X. Huang, F. Ma, and F. Zou, Building Efficient Super-Peer Overlay Network for DHT Systems, in Proceedings of the 4th International Conference on Grid and Cooperative Computing (GCC), Lecture Notes in Computer Science, Springer-Verlag, vol. 3795, pp. 787-798, Beijing, China, Nov. 30 - Dec. 3, 2005. X. Huang, F. Ma, and W. Zhang, A Unique Design for High-Performance Decentralized Resources Locating: A Topological Perspective, in Proceedings of the 6th International Conference on Web Information Systems Engineering (WISE), Lecture Notes in Computer Science, Springer-Verlag, vol. 3806, pp. 609-610, New York, NY, USA, Nov. 20-22, 2005. X. Huang, F. Ma, W. Zhang, and Y. Li, On Protection of Threatened Unstructured Overlays: An Economic Defense Model and Its Applications, in Proceedings of the 1st International Workshop on Internet and Network Economics (WINE), Lecture Notes in Computer Science, Springer-Verlag, vol. 3828, pp. 936-946, Hong Kong, China, Dec. 15-17, 2005. X. Huang, W. Zhang, F. Ma, and F. Li, Exploring Small-World-Like Topologies via SplitProber: Turning Power Laws into an Advantage in Unstructured Overlays, in Proceedings of the 2nd IFIP International Conference on Embedded and Ubiquitous Computing (EUC), Lecture Notes in Computer Science, Springer-Verlag, vol. 3823, pp. 724-733, Nagasaki, Japan, Dec. 6-9, 2005. Y. Li, X. Huang, F. Zou, and F. Ma, eDSR: A Decentralized Service Registry for e-Commerce, in Proceedings of the 1st IEEE International Conference on e-Business Engineering (ICEBE), IEEE Computer Society Press, pp. 615-618, Beijing, China, Oct. 18-21, 2005. X. Huang, Y. Li, R. Yang, and F. Ma, Enhancing Attack Survivability of Gnutella-like P2P Networks by Targeted Immunization Scheme, in Proceedings of the 6th IEEE International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT), IEEE Computer Society Press, pp. 503-506, Dalian, China, Dec. 5-8, 2005. R. Yang, Q. Xia, W. Wang, Q. Pan, X. Huang, and M. Li, Secure Protocols Enhancement Based on Radio-propagation Related Looser Assumptions in Mobile Ad hoc Networks, in Proceedings of the 6th IEEE International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT), IEEE Computer Society Press, pp. 201-204, Dalian, China, Dec. 5-8, 2005. X. Huang, Y. Li, F. Liu, and F. Ma, ToA3: Beyond the Limit of Unstructured P2P Networks, in Proceedings of the 1st Joint International Conference on Autonomic and Autonomous Systems & International Conference on Networking and Services (ICAS&ICNS), IEEE Computer Society Press, pp. 40-45, Papeete, Tahiti, France, Oct. 23-28, 2005

学术兼职

IEEE会员、ACM会员、CCF会员、上海市计算机学会会员 国际期刊审稿人:IEEE Transactions on Parallel and Distributed Systems (TPDS)、IEEE/ACM Transactions on Networking (TON)、IEEE Transactions on Network and Service Management (TNSM)、IEEE Transactions on Knowledge and Data Engineering (TKDE)、IEEE Transactions on Vehicular Technology (TVT)、IEEE Access、Information Processing and Management (IPM)、Expert Systems With Applications (ESWA)、ACM Transactions on Data Science (TDS)、Computer Networks (COMNET)、Transactions on Emerging Telecommunications Technologies (ETT)、Neural Processing Letters (NEPL)、Journal of Computer Science and Technology (JCST)、International Journal of Network Security (IJNS)、计算机学报、软件学报、中国科学:信息科学 (SCIS)等 国际会议审稿人:International Conference on Web Information Systems Engineering (WISE)、IEEE International Performance Computing and Communications Conference (IPCCC)、IEEE International Conference on Parallel and Distributed Systems (ICPADS)、International Conference on Embedded and Ubiquitous Computing (EUC)、International Workshop on Internet and Network Economics (WINE)、International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT)、International Conference on Intelligent Cloud Computing (ICC)、International Conference on Distributed Computing and Networking (ICDCN)等 科技部国家科技专家库入库专家 国家自然科学基金项目通讯评审专家(自2009年起) 教育部人才计划评审专家 中国科协、工信部、上海市等主办的多个全国和市级科创大赛评委 上海市物联网行业协会、上海市感知专业委员会,专业委员 上海市《新型城域物联专网建设导则》(2018版、2019版、2020版、2021版)主要起草人 上海市《新型城域物联专网综合测评导则》(2019版)主要起草人 上海市《新型城域物联专网白皮书》(2019版)主要起草人 通信制造行业团体标准《移动通信用户感知度测评规范》(T/SHCIA000001-2020)主要起草人 物联网行业团体标准《非机动车棚物联网数据采集与管理》(T/SIOT025-2021)主要起草人

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