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Journal Papers

  1. C. Sun, J. Wu, and C. Yang, " Improving Learning Efficiency for Wireless Resource Allocation with Symmetric Prior," accepted， IEEE Wireless Communications.

  2. Shengqian Han, Fei Xue, Chenyang Yang, J. Liu, and F. Lin, " Data-Supported Caching Policy Optimization for Wireless D2D Caching Networks," accepted，IEEE Trans. on Communications.

  3. Jia Guo, and Chenyang Yang, " Learning Power Allocation for Multi-cell-multi-user Systems with Heterogeneous Graph Neural Network," early access，IEEE Trans. on Wireless Communications.

  4. Yinghan Li, Shengqian. Han, and C. Yang, " Multicell Power Control under Rate Constraints with Deep Learning," early access, IEEE Trans. on Wireless Communications.

  5. Jia Guo, Zhaoqi Xu and C. Yang, " Learning Fairly with Class-imbalanced Data for Wireless Tasks," IEEE Trans. on Vehicular Technology, vol. 70, no. 7, July 2021, pp7176-7181.

  6. Dong Liu, Jingjing Cui, Jiankang Zhang, Lajos Hanzo, and Chenyang Yang, " Deep Reinforcement Learning Aided Routing in Aeronautical Ad Hoc Networks," IEEE Trans. on Vehicular Technology, vol. 70, no. 5, May 2021, pp5166-5171.

  7. Dong Liu, Jianyu Zhao, Chenyang Yang and Lajos Hanzo," Accelerating Deep Reinforcement Learning With the Aid of Partial Model: Energy-Efficient Predictive Video Streaming," IEEE Trans. on Wireless Communications, vol. 20, no. 6, June 2021, pp3734-3748.

  8. Changyang She, Chengjian Sun, Zhouyou Gu, Yonghui Li, Chenyang Yang, H. Vincent Poor, and Branka Vucetic," A tutorial on ultra reliable and low-latency communications in 6G: integrating domain knowledge into deep learning," Proceedings of the IEEE, vol. 109, no. 3., Mar. 2021, pp204-246.

  9. Jia Guo, and Chenyang Yang," Impact of Prediction Errors on High Throughput Predictive Resource Allocation," IEEE Trans. on Vehicular Technology, vol.69, no. 9, pp. 9984-9999, Sept. 2020.

  10. Dong Liu, Chengjian Sun, Chenyang Yang, and Lajos Hanzo ," Optimizing Wireless Systems Using Unsupervised and Reinforced- Unsupervised Deep Learning," IEEE Network Magazine, vol. 34, no. 4, pp. 270-277, July/August 2020.

  11. Jiajun Wu, Chenyang Yang, and Binqiang Chen," Proactive Caching and Bandwidth Allocation in Heterogeneous Networks by Learning from Historical Numbers of Requests," IEEE Trans. on Communications, Vol.8, no. 7, pp. 4394-4410, July 2020.

  12. Dong Liu and Chenyang Yang," A Deep Reinforcement Learning Approach to Proactive Content Pushing and Recommendation for Mobile Users," IEEE Access, Vol.7, no. 1, pp. 83120-83136, Dec. 2019.

  13. Dong Liu and Chenyang Yang," A Deep Reinforcement Learning Approach to Proactive Content Pushing and Recommendation for Mobile Users," IEEE Access, Vol.7, no. 1, pp. 83120-83136, Dec. 2019.

  14. Kaiqiang Qi, Shengqian Han，and Chenyang Yang," Learning a Hybrid Proactive and Reactive Caching Policy in Wireless Edge under Dynamic Popularity," IEEE Access, Vol.7, no. 1, pp. 120788-120801, Dec. 2019.

  15. Huiting Su, Shengqian Han, Chenyang Yang, Andreas F. Molisch," Proactive Edge Caching for Video on Demand with Quality Adaptation,"Accepted, IEEE Trans. on Wireless Communications.

  16. Kaiyang Guo and Chenyang Yang, “Temporal-Spatial Recommendation for Caching at Base Stations via Deep Reinforcement Learning,” IEEE Access, Vol.7, no. 1, pp 58519-58532, Dec. 2019.

  17. Dong Liu and Chenyang Yang, "Caching at Base Stations with Heterogeneous User Demands and Spatial Locality," IEEE Trans. on Communications, Vol. 67, No. 2, Feb. 2019, pp 1554-1569.

  18. Jia Guo, Chenyang Yang and I Chih-Lin, "Exploiting Future Radio Resources with End-to-end Prediction by Deep Learning," IEEE Access, vol. 6, pp. 75729-75747, 2018.

  19. Kaiyang Guo, Tingting Liu, Chenyang Yang, and Zixiang Xiong, "Interference Coordination and Resource Allocation Planning with Predicted Average Channel Gains for HetNets," IEEE Access, vol. 6, pp. 60137-60151, 2018.

  20. Binqiang Chen and Chenyang Yang, "Caching Policy for Cache-enabled D2D Communications by Learning User Preference," IEEE Trans. on Communications, vol. 66, no. 12, pp. 6586-6601, Dec. 2018.

  21. Kaiyang Guo, Chenyang Yang, Tingting Liu, and Zixiang Xiong, "Jointly Optimizing User Association and BS Muting for Cache-enabled Networks with Network-coded Multicast and Reconstructed Interference Cancelation," IEEE Trans. On Communications, vol. 66, no. 11, pp. 5539-5553, Nov. 2018.

  22. Huiting Su, Shengqian Han and Chenyang Yang, "Stochastic Geometry Analysis of Downlink Data Rate over Fast Fading Channels," IEEE Communications Letters, vol. 220, no. 9, Sept. 2018, pp. 1958-1961.

  23. Binqiang Chen, Chenyang Yang, and A. Molisch, "Cache-enabled Device-to-Device Communications: Offloading Gain and Energy Costs," IEEE Trans. on Wireless Communications. vol. 16, no. 7, pp. 1558-2248, July 2017

  24. Dong Liu and Chenyang Yang, "Caching Policy Toward Maximal Success Probability and Area Spectral Efficiency of Cache-enabled HetNets," IEEE Trans. On Communications. vol. 65, no. 6, pp.2699-2714, June 2017

  25. Binqiang Chen, Chenyang Yang, and Gang Wang, "High-Throughput Opportunistic Cooperative Device-to-Device Communications With Caching," IEEE Trans. On Vehicular Techniques, vol. 66, no. 8, pp. 7527–7539, Aug. 2017.

  26. Binqiang Chen, Chenyang Yang, and Zixiang Xiong, "Optimal Caching and Scheduling for Cache-enabled D2D Communications," IEEE Communications Letters. vol. 21, no. 5, pp 1155-1158, May 2017

  27. Chuting Yao, Chenyang Yang, and Zixiang Xiong, "Energy-saving Predictive Resource Planning and Allocation," IEEE Trans. On Communications. vol. 64, no. 12, pp. 5078–5095, Dec. 2016.

  28. Dong Liu, Binqiang Chen, Chenyang Yang, and Andreas F. Molisch, "Caching at the Wireless Edge: Design Aspects, Challenges and Future Directions," IEEE Communications Magazine, vol. 54, no. 9, Sept. 2016.

  29. Dong Liu and Chenyang Yang, "Energy Efficiency of Downlink Networks with Caching at Base Stations," IEEE Journal on Selected Areas in Communications, vol. 34, no. 4, pp. 907-922, Apr. 2016.

  30. 刘婷婷，杨晨阳，索士强，黄远芳，“无线通信中的边缘智能”，信号处理（特邀封面文章），2020.11，Vol. 36, no. 11, pp1789-1803

  31. 罗义南，刘婷婷，杨晨阳，“基于多智能体深度强化学习的分布式干扰协调”，通信学报（特邀论文），2020.07, Vol. 41, no. 7, pp38-48

  32. 张宸祚，赵百川，徐兆祺，郭佳，杨晨阳. 同构与异构网中预测资源分配的性能[J]. 信号处理, 已录用.

  33. 郭佳, 余永斌, 杨晨阳. 基于全注意力机制的多步网络流量预测[J]. 信号处理, 35(5): 758-767.

  34. 戚凯强，杨晨阳，韩圣千.基于实测数据集预测用户请求行为对主动边缘缓存的影响[J]. 信号处理, 2019，35(4): 531-541.

  35. 张文婧，刘婷婷，杨晨阳，王俊才, 超密集网络中基于轨迹预测的资源规划[J]. 信号处理, 已录用.

  36. 张宸祚，赵百川，徐兆祺，郭佳，杨晨阳，同构与异构网中预测资源分配的性能[J]. 信号处理, 已录用.

Conference Papers

  1. Jia Guo, and Chenyang Yang, “Learning Power Control for Cellular Systems with Heterogeneous Graph Neural Network,” IEEE WCNC 2021.

  2. Yinghan Li, Shengqian. Han, and Chenyang Yang, “User Scheduling for Uplink OFDMA Systems by Deep Learning,” IEEE WCNC 2021.

  3. Yinghan Li, Shengqian. Han, and Chenyang Yang, “Constrained learning for Multicell Power Control,” IEEE VTC Spring 2021.

  4. Jie Zhang, Chengjian Sun, and Chenyang, Yang, “Resource Allocation in URLLC with Online Learning for Mobile Users,” IEEE VTC Spring 2021.

  5. Jia Guo and Chenyang Yang, “Structure of Deep Neural Networks with a Priori Information in Wireless Tasks”, IEEE ICC 2020.

  6. Kaiqiang Qi and Chenyang Yang, “Popularity Prediction with Federated Learning for Proactive Caching at Wireless Edge”, IEEE WCNC 2020.

  7. Kaiqiang Qi, Tingting Liu and Chenyang Yang, “Federated Learning Based Proactive Handover in Millimeter-wave Vehicular Networks,” IEEE ICSP 2020.

  8. Heng Miao, Shengqian. Han, Yinghan Li, and C. Yang, “Learning Personalized Codebook for TDD Non-Antenna Switching System,” IEEE ICSP 2020.

  9. Chengjian Sun, and Chenyang Yang, "Learning to Optimize with Unsupervised Learning: Training Deep Neural Networks for URLLC," IEEE PIMRC 2019.

  10. Chengjian Sun and Chenyang Yang, “Unsupervised Deep Learning for Ultra-reliable and Low-latency Communications,”, IEEE GLOBECOM 2019.

  11. Dong Liu, Jianyu Zhao and Chenyang Yang,  “Energy-Saving Predictive Video Streaming with Deep Reinforcement Learning,”, IEEE GLOBECOM 2019.

  12. Jiaju Wu and Chenyang Yang, “Why Simple Models Perform Well in Predicting Popularity for Caching?” , IEEE APCC 2019.

  13. Chengjian Sun, Dong Liu and Chenyang Yang, “Model-Free Unsupervised Learning for Optimization Problems with Constraints,”, IEEE APCC 2019.

  14. Xing Wei and Chenyang Yang, “Tile-based Proactive Virtual Reality Streaming via Online Hierarchical Learning,”, IEEE APCC 2019.

  15. Zhaoqi Xu, Jia Guo and Chenyang Yang, “Predictive Resource Allocation with Interference Coordination by Deep Learning，”, IEEE WCSP 2019.

  16. Pengyu Cong，Kaiqiang Qi，and Chenyang Yang, “Impact of Prediction Uncertainty of Popularity Distribution on Proactive Caching,”, IEEE/CIC ICCC 2019.

  17. Kaiqiang Qi, Binqiang Chen, Chenyang Yang, and Shengqian Han, "Optimizing Caching and Recommendation Towards User Satisfaction,", IEEE WCSP 2018.

  18. Dong Liu and Chenyang Yang, "A Learning-based Approach to Joint Content Caching and Recommendation at Base Stations," IEEE GLOBECOM 2018.

  19. Dong Liu, Chenyang Yang, and V. Leung, "When Exploiting Individual User Preference Is Beneficial for Caching at Base Stations?" IEEE ICC 2018 workshop.

  20. Jia Guo and Chenyang Yang, "Predictive Resource Allocation with Deep Learning," IEEE VTC Fall 2018.

  21. Wenjing Zhang, Yuan Liu, Tingting Liu and Chenyang Yang, "Trajectory Prediction with Recurrent Neural Networks for Predictive Resource Allocation," IEEE ICSP 2018.

  22. Jia Guo, Changyang She, and Chenyang Yang, "Predictive Resource Allocation with Coarse-grained Mobility Pattern and Traffic Load Information," IEEE ICC 2018.

  23. Kaiqiang Qi, Shengqian Han, and Chenyang Yang, "Dynamic popularity Driven Caching Optimization at Base Station," IEEE PIMRC 2017.

  24. Jiajun Wu, Binqiang Chen, Chenyang Yang, and Qi Li "Caching and Bandwidth Allocation Policy Optimization in Heterogeneous Networks," IEEE PIMRC 2017.

  25. Kaiyang Guo, Chenyang Yang, and Tingting Liu, "Interference Management by Exploiting Cached Files at Users," IEEE PIMRC 2017.

  26. Binqiang Chen, and Chenyang Yang, "Caching Policy Optimization for D2D Communications by Learning User Preference," IEEE VTC Spring 2017 (invited paper).

  27. Kaiyang Guo, Chenyang Yang, and Tingting Liu, "Caching in Base Station with Recommendation via Q-Learning," IEEE WCNC 2017.

  28. Hao Wang, Shengqian Han, and Chenyang Yang, "Caching Policy Optimization for Video on Demand," IEEE WCNC 2017.

  29. Chuting Yao, Jia Guo, and Chenyang Yang, "Achieving High Throughput with Predictive Resource Allocation," IEEE GlobalSIP 2016.

  30. Huiting Su, Shengqian Han, and Chenyang Yang, "Caching policy optimization for rate adaptive video streaming," IEEE GlobalSIP 2016.

  31. Dong Liu, and Chenyang Yang, "Optimal Content Placement for Offloading in Cache-enabled Heterogeneous Wireless Networks," IEEE Globecom 2016.

  32. Dong Liu and Chenyang Yang, "Cache-enabled Heterogeneous Cellular Networks: Comparison and Tradeoffs," IEEE ICC 2016.

  33. Chuting Yao and Chenyang Yang, "Impact of Uncertainty in Predicting the User's Request on Pushing," IEEE PIMRC 2016.

  34. Chuting Yao, Binqiang Chen, Chenyang Yang, and Gang Wang, "Energy Saving Pushing Based on Personal Interest and Context Information," IEEE VTC spring 2016.

  35. Binqiang Chen, Chenyang Yang, and Gang Wang, "Cooperative Device-to-Device Communications With Caching," IEEE VTC spring 2016.

  36. Binqiang Chen and Chenyang Yang, "Energy Costs for Traffic Offloading by Cache-enabled D2D Communications," IEEE WCNC 2016.

  37. Chuting Yao and Chenyang Yang, "Role of Large Scale Channel Information on Predictive Resource Allocation," IEEE WCNC 2016.

  38. Jia Guo, Chuting Yao and Chenyang Yang, “Proactive Resource Allocation Planning with Three-levels of Context Information”, IEEE ICCC, 2016.

  39. Chuting Yao, Chenyang Yang, and Zixiang Xiong, "Energy-saving Resource Allocation by Exploiting the Context Information," IEEE PIMRC 2015.

  40. Yuzhou Hu, Shengqian Han and Chenyang Yang, "Context-Aware Energy Saving with Proactive Power Allocation," IEEE GlobalSIP 2015.

  41. Changyang She and Chenyang Yang, "Context Aware Energy Efficient Optimization for Video On-demand Service over Wireless Networks," 2015 IEEE/CIC ICCC (invited paper).

  42. Binqiang Chen and Chenyang Yang, "Performance Gain of Precaching at Users in Small Cell Networks," IEEE PIMRC 2015.

  43. Dong Liu and Chenyang Yang, "Will Caching at Base Station Improve Energy Efficiency of Downlink Transmission?" IEEE GlobalSIP 2014.