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研究中心
团队成员
个人简介

董延杰,深圳北理莫斯科大学人工智能研究院副教授、院长助理,西安电子科技大学获得通信工程学士学位,加拿大不列颠哥伦比亚大学获得应用科学硕士学位和电子与计算机工程博士学位,师从加拿大三院院士Victor C. M. Leung(梁中明)教授。作为骨干人员,参与深圳市数智化技术与系统重点实验室和粤港澳情感智能与普适计算联合实验室筹建。IEEE 会员,中国自动化学会会员,自动化学会具身智能委员会委员,Journal of Information and Intelligence青年编委。

目前主持国家自然科学基金青年项目,参与多项国家级科研项目(包括:国家自然科学基金重点项目1项、面上项目多项),谷歌引用1000余次、专利申请8项(其中,授权4项),在国内外知名期刊会议上发表论文30余篇。曾获2016年不列颠哥伦比亚大学四年全额奖学金(Four-Year Fellowship for Top 10% Incoming PhD Students in UBC)、2016至2018年不列颠哥伦比亚大学电子与计算机工程系研究生奖学金、2018年IEEE通信协会学生旅行资助、2018年IEEE TCOM优秀审稿人、2018年和2019年IEEE COMML优秀审稿人、2019年不列颠哥伦比亚省研究生奖学金、2019年Mitacs全球科研奖助金、2020年中国教育部优秀自费留学生奖学金、2021年IEEE ICICN最佳会议报告奖、2021年深圳市海外高层次人才“孔雀计划”C类人才、2022年腾讯“犀牛鸟”青年教师科研基金项目奖等。

指导学生获得EAI Qshine 2023最佳论文奖、中国国际“互联网+”大学生创新创业大赛广东省分赛产业命题赛道铜奖、全国大学生数学建模竞赛广东省分赛二等奖、深圳大学2024级优秀硕士生毕业论文奖。


招生方向

目前研究方向包括:1)面向普适情感计算未来移动互联网和人工智能赋能的边缘计算系统;2)人工智能模型训练方法设计及有限时长收敛性分析;3)量子人工智能算法设计及应用。

我们团队为成员提供有竞争优势的岗位津贴和国内外一流的软硬件配套。希望热爱科研、自激励的同学和科研人员加入我们团队。对具备良好科研潜力的同学,我们还将提供更加广阔的科研平台,包括但不限于国内外顶级名校交流机会及推荐科研型硕士和博士机会。

最新进展

[2024-01-18] 我们获批IEEE CloudCom 2025主办权

[2023-10-14] 我们在中国工业与应用数学学会(CSIAM)第二十一届年会机器学习中优化算法的最新进展分组受邀报告,报告题目“Accelerating Wireless Federated Learning via Nesterov's Momentum and Distributed Principal Component Analysis”



教育经历

2016.09--2020.08,电子与计算机工程博士(PhD),不列颠哥伦比亚大学,电子与计算机工程系

2015.01--2016.07,应用科学硕士(MASc),不列颠哥伦比亚大学,工程学院

2007.09--2011.08,工学学士(BEng),西安电子科技大学,通信工程学院

工作经历

人工智能研究员,华为温哥华研究院,2020.09--2021.02


发表论文

在投论文

[4] Y. Dong, H. Zhang, G. Chen, X. Fan, V. C. M. Leung, and X. Hu, ``Communication-efficient model splitting enhanced federated learning for CSI feedback,'' submitted to IEEE Transactions on Vehicular Technology, Nov. 2024.

[3] Y. Dong, H. Zhang, G. Wang, S. Cui, and X. Hu, ``Heavy-Ball Momentum Accelerated Actor-Critic With Function Approximation, '' submitted to IEEE Transactions on Automatic Control, Aug. 2024. 

[2] Y. Dong, H. Zhang, C. Li, S. Guo, V. C. M. Leung, and X. Hu, ``Fine-Tuning and Deploying Large Language Models Over Edges: Issues and Approaches," submitted to IEEE Communications Magazine, Oct. 2024.

[1]  Z. Shangguan, Y. Dong, S. Guo, V. C. M. Leung, M. J. Deen, and X. Hu, ``Facial Expression Analysis and Its Potentials in IoT Systems: A Contemporary Survey, " submitted to ACM Computing Survey, June 2024.



期刊论文

[18] X. Deng, L. Zhou, Y. Dong, X. Hu, Z. Ning, and J. Wei, ``Semantic Information Extraction and Multi-Agent Communication Optimization Based on Generative Pretrained Transformer," IEEE Transactions on Cognitive Communications and Networking, to be published, June 2024.

[17] P. Wu, K. Li, T. Wang, Y. Dong, V. C. M. Leung, and F. Wang, ``FedFMSL: Federated Learning of Foundations Models with Sparsely Activated LoRA," IEEE Transactions on Mobile Computing,  to be published, Sept. 2024.

[16] P. Wu, Q. Liu, Y. Dong, Z. Wang, and F. Wang, ``LMaaS: Exploring Pricing Strategy of Large Model as a Service for Communication," IEEE Transactions on Mobile Computing,  to be published, June 2024.

[15] Y. Dong et al., ``Accelerating Wireless Federated Learning via Nesterov's Momentum and Distributed Principal Component Analysis,'' IEEE Transactions on Wireless Communications, vol. 23, no. 6, pp. 5938--5952, June 2024.

[14] C. Su, J. Guo, Y. Dong, Z. Chen, V. C. M. Leung, and Z. Han, ``Strategy-Proof Computational Resource Reservation Based on Dynamic Matching for Vehicular Edge Computing," IEEE Internet of Things Journal, vol. 11, no. 9, pp. 15602--15615, May 2024.

[13] Y. Chi, Y. Dong, Z. J. Wang, F. R. Yu, and V. C. M. Leung, ``Knowledge-based fault diagnosis in industrial internet of things: A survey,'' IEEE Internet of Things Journal, vol. 9, no. 15, pp. 12886--12900, 1 Aug. 2022.

[12] Y. Dong, H. Zhang, J. Li, F. R. Yu, S. Guo, V. C. M. Leung, ``An online zero-forcing precoder for weighted sum-rate maximization algorithm in green CoMP systems,'' IEEE Transactions on Wireless Communications, vol. 21, no. 9, pp. 7566--7581, Sept. 2022. 

[11] V. C. M. Leung, Y. Dong, and H. Pan, ``Editorial recent techniques of green information and communications technologies,'' IEEE Transactions on Green Communications and Networking, vol. 5, no. 4, pp. 1649--1652, Dec. 2021.

[10] Y. Dong, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Cross-layer scheduling and beamforming in smart-grid powered cellular networks with heterogeneous energy coordination,'' IEEE Transactions on Communications, vol. 69, no. 5, pp. 2711--2725, May 2020.

[9] Y. Dong, J. Cheng, M. J. Hossain, and V. C. M. Leung, ``Secure distributed on-device learning networks with Byzantine adversaries,'' IEEE Network, vol. 33, no. 6, pp. 180--187, Nov.--Dec. 2019.

[8] Y. Dong, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Robust energy efficient beamforming in MISOME-SWIPT systems with proportional secrecy rate,'' IEEE Journal on Selected Areas in Communications, vol. 37, no. 1, pp. 202--215, Jan. 2019.

[7] Y. Dong, A. E. Shafie, M. J. Hossain, J. Cheng, N. Al-Dhahir, and V. C. M. Leung, ``Secure beamforming in full-duplex MISO-SWIPT systems with multiple eavesdroppers,'' IEEE Transactions on Wireless Communications, vol. 17, no. 10, pp. 6559--6574, Oct. 2018.

[6] Y. Dong, M. Z. Hassan, J. Cheng, M. J. Hossain and V. C. M. Leung, ``An edge computing empowered radio access network with UAV-mounted FSO fronthaul and backhaul: Key challenges and approaches,'' IEEE Wireless Communications, vol. 25, no. 3, pp. 154--160, June 2018.

[5] Y. Dong, M. J. Hossain, J. Cheng and V. C. M. Leung, ``Dynamic cross-layer beamforming in hybrid powered communication systems with harvest-use-trade strategy,'' IEEE Transactions on Wireless Communications, vol. 16, no. 12, pp. 8011--8025, Dec. 2017.

[4] Y. Dong, X. Ge, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Proportional fairness based beamforming and signal splitting for MISO-SWIPT systems," IEEE Communications Letters, vol. 21, no. 5, pp.1135--1138, May 2017.

[3] H. Zhang, Y. Dong, J. Cheng, M. J. Hossain and V. C. M. Leung, ``Fronthauling for 5G LTE-U ultra dense cloud small cell networks,'' IEEE Wireless Communications, vol. 23, no. 6, pp. 48--53, Dec. 2016. [Web of Science Highly Cited Paper]

[2] Y. Dong, M. J. Hossain and J. Cheng, ``Performance of wireless powered amplify and forward relaying over Nakagami-m fading channels with nonlinear energy harvester,'' IEEE Communications Letters, vol. 20, no. 4, pp. 672--675, Apr. 2016.

[1] Y. Dong, M. J. Hossain and J. Cheng, ``Joint power control and time switching for SWIPT systems with heterogeneous QoS requirements,'' IEEE Communications Letters, vol. 20, no. 2, pp. 328--331, Feb. 2016.


会议论文

[15] L. Wang, Y. Dong, L. Zhang, X. Hu, L. Cui, and V. C. M. Leung, "Wireless Model Splitting for Communication-Efficient Personalized Federated Learning with Pipeline Parallelism," in Proc. IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), Shanghai, China, 2023, pp. 421--425.

[14] Y. Dong et al., ``A Momentum-based wireless federated learning acceleration with distributed principal decomposition,'' in IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), Rhodes Island, Greece, pp. 1--5, 2023.

[13] L. Zhang, H. Guo, Y. Dong, F. Wang, L. Cui and V. C. M. Leung, ``Collaborative Streaming and Super Resolution Adaptation for Mobile Immersive Videos,'' in Proc. IEEE INFOCOM, New York City, NY, USA, 2023, pp. 1--10 (CCF-A).

[12] Y. Dong, H. Zhang, J. Li, F. R. Yu, S. Guo, V. C. M. Leung, ``An online throughput maximization algorithm for green coordinated multi-point systems,'' in Proc. IEEE ICASSP, to be published, 2022 (CCF-B).

[11] L. Wang, V. Y. Dong, Y. He, J. Li, V. C. M. Leung, ``Dirty paper coding based weighted throughout maximization for UAV-mounted wireless systems,'' in Proc. IEEE ICICN, pp. 166--169, Nov. 2021 (Best Oral Presentation for Yanjie Dong).

[10] Y. Dong, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Joint precoding and power control in small-cell networks with proportional-rate MISO-BC backhaul,'' in Proc. IEEE Globecom, Waikoloa, HI, USA, pp. 1--6, Dec. 2019.

[9] Y. Dong, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Cross-layer scheduling and beamforming in smart grid powered small-cell networks,'' in Proc. IEEE ICC, Shanghai, China, pp. 1--6, June 2019.

[8] Y. Dong, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Robust secrecy energy efficient beamforming in MISOME-SWIPT systems with proportional fairness,'' in Proc. IEEE Globecom, Abu Dhabi, UAE, pp. 1--6, Dec. 2018.

[7] Y. Dong, J. Cheng, M. J. Hossain, and V. C. M. Leung, ``Extracting the most weighted throughput in UAV empowered wireless systems with nonlinear energy harvester,'' in Proc. Biennial Symposium on Communications (BSC) 2018, Toronto, Canada.

[6] Y. Dong, A. E. Shafie, M. J. Hossain, J. Cheng, N. Al-Dhahir, and V. C. M. Leung,``Secure beamforming in full-duplex SWIPT systems with loopback self-interference cancellation,'' in Proc. IEEE ICC, Kansas City, MO, USA, pp. 1--6, June 2018.

[5] Y. Dong, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Fronthaul-aware group sparse precoding and signal splitting in SWIPT C-RAN,'' in Proc. IEEE Globecom, Singapore, pp. 1--6, Dec. 2017.

[4] Y. Dong, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Joint RRH selection and beamforming in distributed antenna systems with energy harvesting,'' in Proc. IEEE ICNC, Silicon Valley, CA, USA, pp. 1--6, Jan. 2017.

[3] Y. Dong, M. J. Hossain, and J. Cheng, ``Joint power control and subchannel allocation for D2D communication underlaying cellular networks: A coalitional game perspective,'' in Proc. GameNets 2016, Kelowna, BC, CA, pp. 1--14, May 2016.

[2] Y. Dong, H. Zhang, M. J. Hossain, J. Cheng, and V. C. M. Leung, ``Energy efficient resource allocation for OFDMA full duplex distributed antenna systems with energy recycling,'' in Proc. IEEE Globecom, San Diego, CA, USA, pp. 1--6, Dec. 2015.

[1] Y. Dong, M. Sheng, S. Zhang and C. Yang, ``Coalition based interference mitigation in femtocell networks with multi-resource allocation,'' Proc. IEEE ICC, Sydney, NSW, pp. 2695--2700, June 2014.

发明专利

[8] 董延杰、吴奇露、郑建波、胡希平。一种基于强化学习的自动驾驶行为决策方法及系统。申请号:202410974484.3,申请日期:2024.07.19。

[7] Yanjie Dong et al., ``A method, apparatus, device, and medium for image recognition based on wireless federated learning,'' Filed number: PA2410598CN-US, May 26, 2024. 

[6] 董延杰王鲁亚、郑建波、胡希平、梁中明。一种面向无线边缘节点模型分割机器学习方法。申请号:2023108662165,申请日期:2023.07.14。

[5] 董延杰王鲁亚、王佳、李坚强、张海君、于非、郭嵩、梁中明。基于无线联邦学习的图像识别方法、装置、设备及介质。申请号:202211164597.4,申请日期:2022.09.23。

[4] 董延杰李坚强、梁中明、张海君、郭嵩、于非。一种面向无线多点协作传输系统的碳中和预编码方法。专利号:ZL202111100996.X,授权日期:2022.06.21。

[3] 盛敏、董延杰王玺钧、张琰、史琰、李建东、张顺。家庭基站联盟切换方法。专利号:ZL201310637681.8,授权日期:2016.08.17。

[2] 杨春刚、董延杰李建东、李红艳、刘勤、张琰。干扰感知的非合作速率控制方法。专利号:ZL201210393691.7,授权日期:2015.04.18。

[1] 杨春刚、盛敏、董延杰、李建东、李红艳、刘勤、张琰。干扰感知的合作速率分配方法。专利号:ZL201210476444.3,授权日期:2015.01.07。

专著章节

Yanjie Dong, Haijun Zhang, Julian Cheng, Md. Jahangir Hossain and Victor C. M. Leung ``Ultra Dense Cloud Radio Access Network Architecture,'' in Ultra Dense Networks: Principles and Technologies. Editors: Haijun Zhang, Jemin Lee, Tony Q. S. Quek, Chih-Lin I. Cambridge University Press, Dec. 2019.