陳旭(中山大學數據科學與計算機學院教授)

研究領域

邊緣計算、邊緣智慧型、智慧型物聯網
深度強化學習、聯邦學習、博弈論
數據分析與處理、移動大數據、社交大數據

教育背景

2017/10起：數字家庭互動套用國家地方聯合工程實驗室、廣東省數字家庭互動套用工程實驗室，副主任。
2016/09起：中山大學，教授、博士生導師。
2014/04-2016/08：德國哥廷根大學，洪堡學者、研究員。
2012/08-2014/02：美國亞利桑那州立大學，想轎元博士後研究員。
2008/08-2012/07：香港中文大學，博士學位。
2004/09-2008/07 ：華南理工大學，學士學位。

獲獎榮譽

國家海外高層次青年人才，2017
廣東省“珠江人才計畫”創新團隊帶頭人，求奔樂催2018
廣東省拳戰寒“珠江人才計畫多舉嬸”青年拔尖人才淋灑，2018
江蘇省計算機網路技術重點實驗室學術委員會成員，2018
IEEE ComSoc學會亞太區傑出青年學者獎，2017
IEEE ComSoc Young Professional最佳論文獎，2017
科技部創新人才推進計畫評審專家，2019
國家重點研發計畫專項會評專家，2017
中山大學“百人計畫”青年傑出人才，2016
德國洪堡學者，2014
香港青年科學家獎亞軍榮譽，2014
IEEE ICC最佳論文獎, 2017
IEEE INFOCOM最佳論文亞軍獎, 2014
IEEE ISI最佳論文榮譽提名獎, 2010
香港中文大學Madam Woo Li Shiu Charm 紀念獎學金，2012
美國亞利桑拳歡凝那州立大學工程學院“Key Contributor”榮譽獲得酷姜奔熱者，2013
香港中文大學全額獎學金，2008-2012
廣東省三好學生，2008
全國大學生電子設計大賽國家一等獎，2007

學術兼職

IEEE Open Journal of the Communications Society,Cloud/Edge/IoT領域主編 (IEEE開放型旗艦期刊)
IEEE Journal on Selected Areas in Communications, Series on Network Softwarization and Enablers編委（SCI一區、CCF A類）
IEEE Internet of Things Journal副編輯（SCI一區）
IEEE Transactions on Wireless Communications副編輯（SCI二區）
EURASIP Journal on Wireless Communications and Networking副編輯
Frontiers of Information Technology & Electronic Engineering副編輯
Springer Handbook of Cognitive Radio領域編輯
International Journal of Big Data Intelligence專刊編委

代表論著

[PIEEE]Zhi Zhou,Xu Chen*, En Li, Liekang Zeng, Ke Luo, and Junshan Zhang,“Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing,” Proceedings of the IEEE, May2019.
[NET]Liekang Zeng, En Li, Zhi Zhou, andXu Chen*, “Boomerang: On-demand Cooperative Deep Neural Network Inference for Edge Intelligence on Industrial Internet of Things,” IEEE Network, May 2019.
[TWC]En Li, Liekang Zeng, Zhi Zhou, andXu Chen*, “Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing,” accepted by IEEE Transactions on Wireless Communications, Sept. 2019.
[MECOMM]En Li, Zhi Zhou,Xu Chen*,“Edge Intelligence: On-Demand Deep Learning Model Co-Inference with Device-Edge Synergy,” The ACM SIGCOMM Workshop on Mobile Edge Communications, Budapest, Hungary, August 21-23, 2018.
[TON]Guocheng Liao,Xu Chen, and Jianwei Huang, “Prospect Theoretic Analysis of Privacy-Preserving Mechanism,” accepted by IEEE/ACMTransactions on Networking, Oct. 2019.
[TON]X. Chen, L. Jiao, W. Li and X. Fu, “Efficient Multi-User Computation Offloading for Mobile-Edge Cloud Computing,” IEEE/ACM Transactions on Networking, Vol. 24, No. 5, pp. 2795 - 2808, Oct. 2016.(ESI Highly Cited Paper,ESI Hot Paper)
[TON]X. Gong,X. Chen*, K. Xing, D. Shin, M. Zhang, and J. Zhang, “From Social Group Utility Maximization to Personalized Location Privacy in Mobile Networks,” accepted by IEEE/ACM Transactions on Networking, Dec. 2016.
[TON]X. Chen, X. Gong, L. Yang and J. Zhang, “Exploiting Social Tie Structure for Cooperative Wireless Networking: A Social Group Utility Maximization Framework,” IEEE/ACM Transactions on Networking , Vol. 24, No. 6, Dec. 2016.
[TON]X. Chen, X. Gong, L. Yang and J. Zhang, “Amazon in the White Space: Social Recommendation Aided Distributed Spectrum Access,” accepted by IEEE/ACM Transactions on Networking , March 2016.
[TON]X. Chen, B. Proulx, X. Gong and J. Zhang, “Exploiting Social Ties for Cooperative D2D Communications: A Mobile Social Networking Case,” IEEE/ACM Transactions on Networking, Vol. 23, No. 5, pp. 1471-1484, Oct. 2015.(ESI Highly Cited Paper)
[TON]C. Wu,X. Chen, W. Zhu, and Y. Zhang, “Socially-Driven Learning-Based Prefetching in Mobile Online Social Networks,”accepted by IEEE/ACM Transactions on Networking, March2017.
[TPDS]Miao Hu, Lei Zhuang, Di Wu, Yipeng Zhou,Xu Chen, and Liang Xiao，“Learning Driven Computation Offloading for Asymmetrically Informed Edge Computing,” accepted by IEEE Transactions on Parallel and Distributed Systems, Jan. 2019
[TPDS]X. Chen, "Decentralized Computation Offloading for Mobile Cloud Computing,” IEEE Transactions on Parallel and Distributed Systems, Vol. 26, No. 4, pp. 974–983, April 2015.(ESI Highly Cited Paper)
[JSAC]Zhi Zhou, Qiong Wu, andXu Chen*, “Online Orchestration of Cross-Edge Service Function Chaining for Cost-Efficient Edge Computing,” accepted by IEEE Journal on Selected Areas in Communications, June 2019.
[JSAC]Xinlei Chen, Yulei Zhao, Yong Li,X. Chen, Ning Ge, Sheng Chen,“Social Trust Aided D2D Communications: Performance Bound and Implementation Mechanism,” accepted by IEEE Journal on Selected Areas in Communications, Jan. 2018.
[JSAC]Lingjun Pu, Lei Jiao,X. Chen*, Lin Wang, and Jingdong Xu,“Online Resource Allocation, Content Placement and Request Routing for Cost-efficient Edge Caching in Cloud Radio Access Networks,” accepted by IEEE Journal on Selected Areas in Communications, May2018.
[JSAC]Tao Ouyang, Zhi Zhou, andX. Chen*,“Follow Me at the Edge: Mobility-Aware Dynamic Service Placement for Mobile Edge Computing,” accepted by IEEE Journal on Selected Areas in Communications, Aug.2018.
[JSAC]X. Chenand J. Huang, “Database-assisted Distributed Spectrum Sharing,” IEEE Journal on Selected Areas in Communications, Vol. 31, No. 11, pp. 2349–2361, Nov. 2013.
[JSAC]X. Chenand J. Huang, “Distributed Spectrum Access with Spatial Reuse,” IEEE Journal on Selected Areas in Communications , Vol. 31, No. 3, pp. 593–603, March 2013.
[JSAC]X. Chenand J. Huang, “Spatial Spectrum Access Game,” IEEE Transactions on Mobile Computing, Vol. 14, No. 3, pp. 646 – 659, March 2015.
[JSAC]R. Southwell,X. Chen*and J. Huang, “Quality of Service Games for Spectrum Sharing,” IEEE Journal on Selected Areas in Communications, Vol. 32, No. 3, pp. 589–600, March 2014.
[JSAC]L. Pu,X. Chen*, J. Xu, X. Fu, “Crowd Foraging: A QoS-oriented Self-organized Mobile Crowdsourcing Framework over Opportunistic Networks,” accepted by IEEE Journal on Selected Areas in Communications, Jan. 2017.
[JSAC]L. Pu,X. Chen*, J. Xu, X. Fu, “D2D Fogging: An Energy-efficient and Incentive-aware Task Offloading Framework via Network-assisted D2D Collaboration,” IEEE Journal on Selected Areas in Communications , Vol. 34, No. 12, pp. 3887 – 3901, Dec. 2016.(ESI Highly Cited Paper)
[JSAC]X. Gong, L. Duan,X. Chen*, J. Zhang, “When Social Network Effect Meets Congestion Effect in Wireless Networks: Data Usage Equilibrium and Optimal Pricing,” accepted by IEEE Journal on Selected Areas in Communications, Nov. 2016.
[TMC]Song Yang, Fan Li, Stojan Trajanovski,XuChen, Yu Wang, and Xiaoming Fu, “Delay-AwareVirtual Network Function Placement and Routing in Edge Clouds,” accepted by IEEE Transactions on Mobile Computing, Sept. 2019.　　[TMC]X. Chenand J. Huang, “Spatial Spectrum Access Game,” IEEE Transactions on Mobile Computing, Vol. 14, No. 3, pp. 646 – 659, March 2015.
[TMC]X. Chenand J. Huang, “Imitation-based Social Spectrum Sharing,” IEEE Transactions on Mobile Computing, Vol. 14, No. 6, pp. 1189 - 1202, June 2015.
[TMC]X. Chenand J. Huang, “Evolutionarily Stable Spectrum Access,” IEEE Transactions on Mobile Computing, Vol. 12, No. 7, pp. 1281–1293, July 2013.
[TMC]X. Chen, J. Huang, and H. Li, “Adaptive Channel Recommendation for Opportunistic Spectrum Access,” IEEE Transactions on Mobile Computing, Vol. 12, No. 9, pp.1788–1800, Sept. 2013.
[TMC]Y. Cao, T. Jiang,X. Chen, and J. Zhang, “Social-Aware Video Multicast Based on Device-to-Device Communications,” IEEE Transactions on Mobile Computing , Vol. 15, No. 6, pp.1528-1539, June 2016. (ESI Highly Cited Paper)
[TCC]Rui Li, Zhi Zhou, Qing Ling, andXu Chen*, “Resource Price-Aware Offloading for Edge-Cloud Collaboration: A Two-Timescale Online Control Approach,” accepted by IEEE Transactions on Cloud Computing, Aug. 2019.
[TCCN]Gongwei Xiao, MuhongWu, Zhi Zhou, Qian Shi, andXu Chen, “DeepVR: Deep Reinforcement Learning for Predictive Panoramic Video Streaming,” accepted by IEEE　　Transactions on Cognitive Communications and Networking, Aug. 2019.
[IoTJ]Qiong Wu,Xu Chen*, Zhi Zhou, and Liang Chen, “Mobile Social Data Learning for User-Centric Location Prediction with Application in Mobile Edge Service Migration,”accepted by IEEE Internet of Things Journal, Feb. 2019.
[IoTJ]Kang Liu, Xiaoyu Qiu, Wuhui Chen,Xu Chen, and Zibin Zheng, “Optimal Pricing Mechanism for Data Market in Blockchain-enhanced Internet of Things,” IEEE Internet of Things Journal, July 2019.
[IoTJ]Zhen Zhang, Zicong Hong, Wuhui Chen, Zibin Zheng, andXu Chen, “Joint Computation Offloading and Coin Loaning for Blockchain-empowered Mobile-EdgeComputing,” accepted by IEEE Internet of Things Journal, Aug. 2019.
[IoTJ]Kaijun Liu, Ke Luo, Zhizhou, andXu Chen*, “ERP: Edge Resource Pooling for Data Stream Mobile Computing,” accepted by IEEE Internet of Things Journal, Nov. 2018.
[IoTJ]Lingjun Pu,Xu Chen*, Guoqiang Mao, Qinyi Xie and Jingdong Xu*, “Chimera: An Energy-efficient and Deadline-aware Hybrid Edge Computing Framework for Vehicular Crowdsensing Applications,” accepted by IEEE Internet of Things Journal, Sept. 2018.
[IoTJ]Yang Yang, KunlunWang, Guowei Zhang,Xu Chen, Xiliang Luo, and Ming-Tuo Zhou, “MEETS: Maximal Energy Efficient Task Scheduling in Homogeneous Fog Networks,”accepted by IEEE Internet of Things Journal, June 2018.
[IoTJ]Song Yang, Fan Li, Meng Shen,Xu Chen, Xiaoming Fu, and YuWang, “Cloudlet Placement and Task Allocation in Mobile Edge Computing,” accepted by IEEE Internet of Things Journal, March 2019.
[WCM]X. Chen, L. Pu, L. Gao, W. Wu, and D. Wu, "Exploiting Massive D2D Collaboration for Energy-Efficient Mobile Edge Computing," IEEE Wireless Communications, Vol. 24, No. 4, pp. 64 - 71, Aug. 2017. (ESI Highly Cited Paper)
[NET]X. Chen, Z. Zhou, W. Wu, D. Wu and J. Zhang, “Socially-Motivated Cooperative Mobile Edge Computing,”accpetted by IEEE Networks, Jan. 2018.
[NET]X. Chen, Qian Shi, Lei Yang, and Jie Xu, “ThriftyEdge: Resource-Efficient Edge Computing for Intelligent IoT Applications,”IEEE Networks, Vol. 32, No. 1, pp. 61--65, Jan.-Feb. 2018.
[NET]Konglin Zhu,Wenting Zhi,X. Chen, Lin Zhang, “Socially Motivated Data Caching in Ultra Dense Small Cell Networks,” IEEE Networks, Vol. 31, No. 4, pp. 42–48, August 2017.
[TSMC]X. Chen, “Police Patrol Optimization with Security Level Functions,” IEEE Transactions on System Man and Cybernetics: Systems , Vol. 43, No. 5, pp. 1042–1051, September 2013.
[TSMC]X. Chen, “Fast Patrol Route Planning in Dynamic Environments,” IEEE Transactions on System Man and Cybernetics (SMC) –Part A: Human and Systems, Vol. 42, No. 4, pp. 894–904, July 2012.
[TSG]L. Yang,X. Chen, J. Zhang, and H.V. Poor, “Cost-Effective and Privacy-Preserving Energy Management for Smart Meters,” IEEE Transactions on Smart Grid, Vol. 6, No. 1, pp. 486–495, Jan. 2015.
[TVT]XuChen, Wenzhong Li, Sanglu Lu, Zhi Zhou, and Xiaoming Fu, “Efficient Resource Allocation for On-Demand Mobile-Edge Cloud Computing,” accepted by IEEE Transactions on Vehicular Technology, June 2018.
[TVT]Yali Yuan, Chencheng Liang, Megumi Kaneko,XuChen, and Dieter Hogrefe, “Topology Control for Energy-Efficient Localization in Mobile Underwater Sensor Networks using Stackelberg Game,” IEEE Transactions on Vehicular Technology, Nov. 2018.
[TCOM]Chaojing Xue,Wenzhong Li, Lingfan Yu, Jiacheng Shang, andXu Chen, and Sanglu Lu,“SERO: A Model-driven Seamless Roaming Framework forWireless Mesh Network with Multipath TCP,” accepted by IEEE Transactions on Communications, Nov. 2018.
[TSIPN]X. Gong,X. Chen*, J. Zhang, and H.V. Poor, “ Exploiting Social Trust Assisted Reciprocity (STAR) towards Utility-Optimal Socially-aware Crowdsensing,” IEEE Transactions on Signal and Information Processing over Networks, Vol 1. No. 3, pp. 195 - 208, Sept. 2015.
[TETC]L. Pu,X. Chen*, J. Xu*, X. Fu, “Content Retrieval At the Edge: A Social-aware and Named Data Cooperative Framework,” accepted by IEEE Transactions on Emerging Topics in Computing, May 2016.
[RTSS]Tao Ouyang,Xu Chen*, Liekang Zeng, and Zhi Zhou, “Cost-Aware Edge Resource Probing for Infrastructure-Free Edge Computing: From Optimal Stopping to Layered Learning,” The IEEE Real-Time Systems Symposium, Hong Kong, China, 3-6 Dec. 2019.
[MOBIHOC]Zhi Zhou,Xu Chen*,WeigangWu, DiWu, and Junshan Zhang, “Predictive Online Server Provisioning for Cost-Efficient IoT Data Streaming Across Collaborative Edges,” ACM International Symposium on Mobile Ad Hoc Networking and Computing, Catania, Italy, 2-5 July, 2019.
[MOBIHOC]Lei Jiao, Ruiting Zhou, Xiaojun Lin, andXu Chen, “Online Scheduling of Traffic Diversion and Cloud Scrubbing with Competitive Online Learning,” ACM International Symposium on Mobile Ad Hoc Networking and Computing, Catania, Italy, 2-5 July, 2019.
[MOBIHOC]X. Chenand J. Huang, “Spatial Spectrum Access Game: Nash Equilibria and Distributed Learning,” ACM International Symposium on Mobile Ad Hoc Networking and Computing, Hilton Head Island, South Carolina, USA, June, 2012.
[MOBIHOC]X. Chen, B. Proulx, X. Gong and J. Zhang, “Social Trust and Social Reciprocity Based Cooperative D2D Communications,” ACM International Symposium on Mobile Ad Hoc Networking and Computing, Bangalore, India, 29 July – 01 August, 2013.
[MOBIHOC]X. Gong, L. Duan, andX. Chen*, “When network effect meets congestion effect: Leveraging social services for wireless service,” ACMInternational Symposium on Mobile Ad Hoc Networking and Computing, Hangzhou, China, June 22–25, 2015.
[MOBIHOC]GuochengLiao,XuChen,and Jianwei Huang,“Social-Aware Privacy-Preserving Correlated Data Collection，”ACMInternational Symposium on Mobile Ad Hoc Networking and Computing, Los Angeles, United States, June 26–29, 2018.
[INFOCOM]Tao Ouyang, Rui Li,Xu Chen*, Zhi Zhou, and Xin Tang, “Adaptive User-managed Service Placement for Mobile Edge Computing: An Online Learning Approach,” IEEE International Conference on Computer Communications, Paris, France, 29 April-2 May 2019.
[INFOCOM]X. Chen, X. Gong, L. Yang and J. Zhang, “A Social Group Utility Maximization Framework with Applications in Database Assisted Spectrum Access,” IEEE International Conference on Computer Communications, Toronto, Canada, 27 April – 02 May 2014.
[INFOCOM]L. Pu,X. Chen, J. Xu, and X. Fu, “Crowdlet: Optimal Worker Recruitment for Self-Organized Mobile Crowdsourcing,” IEEE International Conference on Computer Communications, San Francisco, USA, 10-15 April 2016.
[INFOCOM]C. Wu,X. Chen, Y. Zhou, N. Li, X. Fu, and Y. Zhang, “Spice: Socially-Driven Learning-Based Mobile Media Prefetching,” IEEE International Conference on Computer Communications, San Francisco, USA, 10-15 April 2016.
[INFOCOM]X. Gong,X. Chen, K. Xing, D. Shin, M. Zhang, and J. Zhang, “Personalized Location Privacy in Mobile Networks: A Social Group Utility Approach”, IEEE International Conference on Computer Communications, Hong Kong, 26 April – 01 May 2015.
[INFOCOM]Y. Cao,X. Chen, J. Zhang, and T. Jiang, “SoCast: Social Ties Based Cooperative Video Multicast,” IEEE International Conference on Computer Communications, Toronto, Canada, 27 April – 02 May 2014.
[INFOCOM]L. Yang,X. Chen, J. Zhang, and H.V. Poor, “Optimal Privacy-Preserving Energy Management for Smart Meters,” IEEE International Conference on Computer Communications, Toronto, Canada, 27 April – 02 May 2014.
[INFOCOM]J. Sun,X. Chen, J. Zhang, Y. Zhang, and J. Zhang, “SYNERGY: A Game-Theoretical Approach for Cooperative Key Generation in Wireless Networks,” IEEE International Conference on Computer Communications, Toronto, Canada, 27 April – 02 May 2014.
[INFOCOM]R. Southwell,X. Chenand J. Huang, “QoS Satisfaction Games for Spectrum Sharing,” IEEE International Conference on Computer Communications, Turin, Italy, April, 2013.
[INFOCOM]C. Wu, Y. Zhang, L. Zhang, B. Yang,X. Chen, W. Zhu, and L. Qiu. “ButterFly: Mobile Collaborative Rendering over GPUWorkload Migration ,” IEEE International Conference on Computer Communications, Atlanta, GA, USA, 1-4 May 2017.
[ICDCS]Siqi Luo,Xu Chen*, and Zhi Zhou “F3C: Fog-enabled Joint Computation, Communication and Caching Resource Sharing for Energy-Efficient IoT Data Stream Processing,” IEEE International Conference on Distributed Computing Systems, Dallas, Texas, USA, 7-10 July, 2019.
[ICDCS]X. Chenand J. Huang, “Game Theoretic Analysis of Distributed Spectrum Sharing with Database,” IEEE International Conference on Distributed Computing Systems , Macau, China, June, 2012.
[IWQoS]Tao Ouyang, Zhi Zhou,Xu Chen*. “Follow Me at the Edge: Mobility-aware Dynamic Service Placement for Mobile Edge Computing,” IEEE/ACMInternational Symposium on Quality of Service, Banff, Alberta, Canada, 4-6 June 2018.
[ACM MM]C. Wu, J. Jia, W. Zhu,X. Chen, B. Yang, and Y. Zhang. “Affective Contextual Mobile Recommender System,” ACM Multimedia Conference, Amsterdam, The Netherlands, October 15-19, 2016.
[Ubicomp]Xiao Zhang,Wenzhong Li,Xu Chen, and Sanglu Lu. “MoodExplorer: Towards Compound Emotion Detection via Smartphone Sensing,” ACM International Joint Conference on Pervasive and Ubiquitous computing (Ubicomp), Singapore, 9-11 Oct., 2018

陳旭(中山大學數據科學與計算機學院教授)

基本介紹

研究領域

教育背景

獲獎榮譽

學術兼職

代表論著

代表論著

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