杨磊，华南理工大学 软件学院-凯发k8官网下载客户端

杨磊，华南理工大学软件学院副教授，博士生导师，2014年获香港理工大学电子计算学系博士学位，2010年获中国科学院计算技术研究所硕士学位，2007年获武汉大学电子信息学院学士学位。2014年11月-2016年2月任香港理工大学博士后研究员。2012年12月-2013年3月德国达姆施塔特工业大学访问学者。2016年3月通过华南理工大学骨干教师人才引进加入软件学院。主要研究领域为边缘计算与云计算、物联网、大数据处理等。近年来在ieee tmc、ieee tc、ieee tsc、ieee tpds、ieee tcc、acm tkdd等国际顶级期刊以及 ieee infocom、ieee percom等国际顶级会议发表论文五十余篇，申请发明专利8件。主持国家自然科学基金面上项目与青年项目、广东省自然科学基金项目、中央高校科研业务经费、ccf-腾讯犀牛鸟创意基金等项目。荣获2018年教育部自然科学奖二等奖（排名第3），ieee tccld research innovation award (team award)，《ieee transactions on cloud computing》 spotlight 论文。

期刊论文：

36. lei yang, yanyan lu, jiannong cao, jiaming huang, mingjin zhang. e-tree learning: a novel decentralized model learning framework for edge ai. ieee internet of things journal. doi: 10.1109/jiot.2021.3052195

35. shaoshuai ding, lei yang(*), jiannong cao, wei cai, mingkui tan, zhenyu wang. partitioning stateful data stream applications in dynamic edge cloud environments. ieee transactions on services computing. doi: 10.1109/tsc.2021.3051046.  学生一作

34. lei yang, xi yu, jiannong cao, xuxun liu, pan zhou. exploring deep reinforcement learning for demand dispatching in autonomous on-demand services. acm transactions on knowledge discovery from data. accepted, 2020

33. yuvraj sahni, jiannong cao, lei yang, yusheng ji. multi-hop multi-task partial computation offloading in collaborative edge computing. ieee transactions on parallel and distributed systems. doi: 10.1109/tpds.2020.3042224, 2020. 

32. lei yang, lingling zhang, zongjian he, jiannong cao, weigang wu. efficient hybrid data dissemination in edge assisted automated driving. ieee internet of things journal. 7(1):148 – 159, 2020 

31.lei yang, xi yu, jiannong cao, wengen li, yuqi wang, michal szczecinski. a novel demand dispatching model for autonomous on-demand services. ieee transactions on services computing. 2019, doi：10.1109/tsc.2019.2941680

30. lei yang, jiannong cao,  zhenyu wang, weigang wu. network aware mobile edge computation partitioning in multi-user environments. ieee transactions on services computing, 2018, doi: 10.1109/tsc.2018.2876535

29. lei yang, bo liu, jiannong cao, yuvraj sahni, zhenyu wang. joint computation partitioning and resource allocation for latency sensitive applications in mobile edge cloud. ieee transactions on services computing. 2018, doi: 10.1109/tsc.2018.2890603. 

28. xuxun liu, anfeng liu, tie qiu, bin dai, tian wang, lei yang (*). restoring connectivity of damaged sensor networks for long-term survival in hostile environments. ieee internet of things journal. 7(2): 1205 – 1215, 2020

27. jin cao, lei yang (*), jiannong cao. revisiting computation partitioning in future 5g based edge computing environments. ieee internet of things journal, 6(2): 2427 – 2438, 2019. 学生一作

26. lei yang, jiannong cao, guanqing liang, xu han. cost aware service placement and load dispatching in mobile cloud systems.ieee transactions on computers. 65(5): 1440-1452 (may 2016). 

25. lei yang, jiannong cao, shaojie tang, di han, neeraj suri. run time application repartitioning in dynamic mobile cloud environments. ieee transactions on cloud computing. 4(3): 336-348 (july-september 2016).

24. lei yang, jianong cao, weiping zhu, shaojie tang. accurate and efficient object trackingbased on passive rfid. ieee transactions on mobile computing, 2015, 14(11): 2188-2200 

23. lei yang, jiannong cao, hui cheng, and yusheng ji. multi-user computation partitioning for latency sensitive mobile cloud applications. ieee transactions on computers, 64(8): 2253-2266, 2015

22. yuvraj sahni, jiannong cao, lei yang, yusheng ji. multi-hop offloading of multiple dag tasks in collaborative edge computing. ieee internet of things journal. doi: 10.1109/jiot.2020.3030926, 2020. 

21. xuxun liu, tie qiu, bin bai, lei yang, anfeng liu. swarm intelligence-based rendezvous selection via edge computing for mobile sensor networks. ieee internet of things journal. 7(10): 9471-9480, 2020. 

20. lei yang, doudou yang, jiannong cao, yuvraj sahni, xiaohua xu. qos guaranteed resource allocation for live vm migration in edge clouds. ieee access. vol.7, pp.78441 – 78451, april, 2020.29. 

19. lei yang, xuxun liu, jiannong cao, zhenyu wang. joint scheduling of tasks andnetwork flows in big data clusters. ieee access. pp.66600 - 66611, vol.6, 2018

18. haohuangwen, lei yang (*), zhenyu wang. pargen: a parallel method for partitioning data stream applications in mobile edge clouds. ieee access, pp.5037 – 5048, vol.6, 2018

17. lei yang, jiannong cao. application repartitioning in the cloud. computer. 50(2):11, 2017.

16. lei yang, jiannong cao, yin yuan, tao li, andy han, alvan chan. a framework for partitioning and execution of data stream application in mobile cloud computing. acm sigmetrics performance evaluation review, vol 40, no.4, pp.23-32, 2013

15.  xuxun liu, tie qiu, xiaobo zhou, tian wang, lei yang and victor chang. . . doi:

14. yuvraj sahni, jiannong cao, lei yang. data-aware task allocation for achieving low latency in collaborative edge computing. ieee internet of things journal. 6(2):3512 - 3524, 2019

13. rui liu, jiannong cao, k. zhang, w. gao, lei yang, j. liang, r. yu. understanding mobile users’ privacy expectations: a recommendation-based method through crowdsourcing”, ieee transactions on services computing. 12(2):304-318, 2019

12. di han, jianqing li, lei yang, zihua zeng. a recommender system to address the cold start problem for appusage prediction. international journalof machine learning and cybernetics, 10(9): 2257–2268, 2019

11. rui lui, jiannong cao, k. zhang, w. gao, j. liang, lei yang. when privacy meets usability: unobtrusive privacypermission recommendation system for mobile apps based on crowdsourcing. ieee transactions on services computing. 11(5): 864-878, 2018

10. xu chen, qian shi, lei yang, jiexu. thriftyedge: resource-efficient edge computing for intelligent iot applications. ieee networks, vol 32,no 1, pp.61-65, 2018

9. yuvraj sahni, jiannong cao, shigeng zhang, lei yang. edge mesh: a new paradigm to enable distributed intelligence in internet of things. ieee access. 5: 16441-16458 (august2017) 

8. weiqing liu, jiannong cao, lei yang, lin xu, xuanjia qiu, jing li. appbooster: boosting the performance of interactive mobile applications with computation offloading and parameter tuning. ieee transactions onparallel and distributed systems. 28(6): 1593-1606 (june 2017). 

7. .

6. xianghua fu, jianqiang li, kun yang, laizhong cui, lei yang. dynamic online hdp model for discovering evolutionary topics from chinese social texts, neurocomputing, vol.171, 2016, pp.412-424 

5. weiping zhu, jiannong cao, yi xu, lei yang, junjun kong. fault-tolerant rfid reader localization based on passive rfid tags. ieee transactions on parallel and distributed systems, volume 25, issue 8, pp. 2065 - 2076, 2014 

4. chao ma, jiannong cao, lei yang, junma, yanxiang he. effective social relationship measurement based on user trajectory analysis. j. ambient intelligenceand humanized computing. 5(1): 39-50, 2014 

3. di han, haili liang, xianmin shen, lei yang. subscriber dynamic characteristics-based wireless networkaccessing bandwidth prediction. int.  j. machine learning & cybernetics, 5(6): 875-885 (2014) 

2. lei yang, jiannong cao. computation partitioning in mobile cloud computing: a survey. zte communication. volume 11, issue 4,pp.8-17, 2013

1. lei yang, lei wei, jian ye, hongzhou shi. a location cloaking framework and algorithm for continuous lbs requests. chinese journalof computer engineer, vol.37, no.9, 2011.

会议论文:

16. junzhong jia, lei yang(*), jiannong cao. reliability-aware dynamic service chain scheduling in 5g networks based on reinforcement learning. ieee international conference on computer communications (infocom 2021).  学生一作

15. fulin wen, lei yang(*), wei cai and pan zhou, dp-hybrid: a two-layer consensus protocol for high scalability in permissioned blockchain, international conference on blockchain and trustworthy systems (blocksys 2020), aug. 6-7, 2020. 

14. junpeng liang, lei yang（*）, zhenyu wang, xuxun liu, weigang wu. coding based distributed data shuffling for low communication cost in data center networks. 16th international conference on mobility, sensing and networking (msn 2020) workshop. 

13. zhengjia cao, bowen xiao, haihan duan, lei yang, and wei cai , "a dynamic partitioning framework for edge-assisted cloud computing", in 20th international conference on algorithms and architectures for parallel processing (ica3pp 2020), oct. 2-4, 2020.

12. xiaohua xu, yi zhao, dongfang zhao,lei yang, spiridon bakiras. distributed real-time data aggregation scheduling in duty-cycled multi-hop sensor networks. international conference on wireless algorithms, systems, and applications (wasa 2019).

11. lei yang, jiannong cao, zhenyu wang, weigang wu. network aware multi-user computationpartitioning in mobile edge clouds. the 46th international conference onparallel processing (ieee icpp 2017). august 14-17, 2017. bristol, uk.

10. lei yang, jiannong cao, bo liu, zhenyu wang. joint computation partitioning and resourceallocation for latency sensitive applications in mobile edge cloud.the10th ieee international conference on cloud computing (ieee cloud 2017). june25-30, 2017. honolulu, hawaii, usa.

9. yifan zhang, zhechao li, lei yang, weigang wu. fast vm startup by cooperative image caching for cloud data centers.the 4th ieee international conference on cloud and big data computing (cbdcom2018), october 8-12, 2018. 

8. rui liu, jiannong cao, lei yang, k. zhang. priwe: recommendation for privacy settings of mobile apps based oncrowdsourced users’ expectations. ieee international conference on mobileservice, june 2015, new york, usa. 

7. mikejia, jiannong cao, lei yang. optimal offloading of concurrent tasks for computation-intensive applicationsin mobile cloud computing. ieee infocom 2014 workshop on mobile cloudcomputing, april 27 - may 2, 2014, canada

6. lin xu, jiannong cao, y. wang, lei yang, j. li. bejo: behavior based job classification for resource consumptionprediction in the cloud. 6th international conference on cloud computingtechnology and science, singapore, december 15-18, 2014 

5. lei yang, jiannong cao, weiping zhu, shaojie tang. a hybrid method for achieving highaccuracy and efficiency in object tracking using passive rfid. 10th annual ieeeinternational conference on pervasive computing and communications (percom),mar 19-23 2012, lugano, switzerland 

4. lei yang,jiannong cao, shaojie tang, tao li, alvan chan. a framework for partitioningand execution of data stream application in mobile cloud computing. 5th ieeeinternational conference on cloud computing (cloud), 2012, usa 

3. weiping zhu, jiannong cao, yi xu, lei yang, junjun kong. fault-tolerant rfid reader localization based on passive rfid tags.31st ieee international conference oncomputer communications (infocom), march 25-30, 2012, orlando, usa 

2. chao ma, jiannong cao, lei yang, junma, tao li, junjun kong. an approach to measuring user relationship based onlocation trail. 7th joint conference on hormonious human man evironment (hhme),2011, beijing, china

1. lei yang, lei wei, hongzhou shi, q. liu, d. yang. location cloaking algorithms based onregional characteristics. ieee international conference on computer science andautomation engineering (csae'11), shang hai, china