Tingting Liu is an associate professor in the School of Electronics and Information Engineering, Beihang University (BUAA). She received the B.S. and Ph.D. degrees in signal and information processing from Beihang University, Beijing, China, in 2004 and 2011, respectively. From December 2008 to January 2010, she was a visiting student with the School of Electronics and Computer Science, University of Southampton, Southampton, U.K. Her PhD thesis titled "Joint Transceiver Design in Multicarrier Wireless Communication Systems" was received "2013 National Excellent Doctoral Thesis Nomination", "2012 Excellent Beijing Doctoral Thesis Award", and "2012 Beihang University Excellent Doctoral Thesis Award ". Her current research interests include AI-based mobility management and resource management for future communication systems, e.g., mobility and trajectory prediction, predictive resource allocation, active interference coordination, and theoretical analysis for interference network.
She has published 42 journal and conference papers and filed 11 patents. She currently serves as a reviewer of the IEEE Transactions on Wireless Communications, IEEE Transactions on Signal Processing, IEEE Transactions on Vehicular Technology, Journal on Communications and Journal of electronic information. She is also one of the major contributors for low-rate wireless personal area networks (LR-WPANs) standards IEEE 802.15.4-2006 and GB/T 15629.15-2007.
Yiwen Hu, Tingting Liu, Chenyang Yang, Yuanfang Huang, and Shiqiang Suo, "A Flexible Model Compression and Resource Allocation Scheme for Federated Learning," IEEE Transactions on Machine Learning in Communications and Networking, vol. 1, pp. 168-184, 2023.
Kaiqiang Qi, Tingting Liu and Chenyang Yang, "Dual Connectivity-Aided Proactive Handover and Resource Reservation for Mobile Users," IEEE Access, vol. 9, pp. 36100-36113, 2021.
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.
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.
Tingting Liu and Chenyang Yang, "Genie Chain and Degrees of Freedom of Symmetric MIMO Interference Broadcast Channels," IEEE Trans. on Signal Processing. vol. 64, no. 22,pp. 5914–5929, Nov 2016.
Chuting Yao, Zhikun Xu, Tingting Liu, and Chenyang Yang, "Is Accumulative Information Useful For Designing Energy Efficient transmission?," IEEE Trans. On Communications, vol. 63, no. 2, pp. 401-415, Feb. 2015.
Dan Wu, Chenyang Yang, Tingting Liu, and Zixiang Xiong, "Feasibility conditions for interference neutralization in relay-aided interference channel," IEEE Trans. on Signal Processing, vol. 62, no. 6, pp. 1408-1423, May 2014.
Tingting Liu and Chenyang Yang, "On the Feasibility of Linear Interference Alignment for MIMO Interference Broadcast Channels with Constant Coefficients," IEEE Trans. on Signal Processing, vol.61, no. 9, pp. 2178-2191, May 2013.
Tingting Liu, Chenyang Yang and Lie-Liang Yang , "A Unified Analysis of Spectral Efficiency for Two-Hop Relay Systems with Different Resource Configurations," IEEE Trans. on Vehicular Technology, vol. 62, no. 7, pp. 3137 – 3148, Sept. 2013.
Tingting Liu and Chenyang Yang, "Spectral Efficiency Comparison Between MC-CDMA Two-Hop Relay Systems With Different Channel Information," IEEE Trans. on Vehicular Technology, vol. 61, no. 8, pp. 3603–3614, Oct. 2012.
Tingting Liu and Chenyang Yang, "Equivalent Signal-Alignment-Based Frequency-Domain Equalization for MC-CDMA Two-Way Relay Systems," IEEE Trans. on Vehicular Technology, vol. 61, no. 1, pp. 237-248, Jan. 2012.
Tingting Liu and Chenyang Yang, "Signal Alignment for Multicarrier Code Division Multiple User Two- Way Relay Systems," IEEE Trans. on Wireless Communications, vol. 10, no. 11, pp. 3700-3710, Nov. 2011.
Tingting Liu, Chenyang Yang, and Lieliang Yang, "Joint Transmitter-Receiver Frequency-Domain Equalization in Generalized Multicarrier Code-Division Multiplexing Systems," IEEE Trans. on Vehicular Technology, vol. 59, no. 8, pp. 3786–3797, Oct. 2010.
Tingting Liu, Chenyang Yang, and Lieliang Yang, "A Low-Complexity Subcarrier-Power Allocation Scheme for Frequency-Division Multiple-Access systems," IEEE Trans. on Wireless Communications, vol. 9, no. 5, pp. 1571-1576, May 2010.
胡逸文,杨晨阳,刘婷婷,无线信道预测:联邦学习与集中式学习的通信开销[J]. 信号处理,已录用,2022.
董少鹏,杨晨阳,刘婷婷,基于联邦学习的无线任务:数据非IID一定影响性能?[J]. 信号处理,2021,37(8): 1365-1377.
拜鹏飞, 刘婷婷, 杨晨阳, 索士强, 黄远芳. 基于干扰协调的主动负载均衡[J]. 信号处理,2021,37(8): 1409-1418.
朱中杰,刘婷婷,杨晨阳,索士强,黄远芳. 面向负载均衡的主动切换[J]. 信号处理,2021,37(7): 1142-1152.
刘婷婷,杨晨阳,索士强, 黄远芳.无线通信中的边缘智能[J]. 信号处理(封面论文),2020,36(11): 1789-1803.
刘婷婷,罗义南,杨晨阳. 基于多智能体深度强化学习的分布式干扰协调[J].通信学报(特邀论文),2020, 41(7): 38-48.
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,2019, 35(4): 582-592.
王俊才,刘婷婷,杨晨阳,孙奇. 超密集网络中最大化网络吞吐量的预测资源分配[J].信号处理,2017 33 (3): 260-267.
徐伟嘉,刘婷婷,杨晨阳,孙奇. 超密集网络中的绿色预测资源分配[J]. 信号处理, 2017,33(4): 618-626.
白璐,刘婷婷,杨晨阳. 超密集网络中干扰协调方法及性能分析[J]. 信号处理,2015, 31 (10): 1263-1271.
郭凯洋,刘婷婷,杨晨阳. 密集网络中基于拓扑信息的用户调度与干扰管理”,信号处理,2015,31(10): 1215-1223.(第十七届全国信号处理学术会议优秀论文)
刘婷婷,杨晨阳,多载波码分多址两跳放大转发中继系统的能量效率与频谱效率关系[J],信号处理,2013,29(10):1283-1293.(第十六届全国信号处理学术会议优秀论文)
刘婷婷,杨晨阳,多载波码分多址系统的单抽头码元级频域均衡算法和扩频序列设计[J],信号处理,2011,27(10):1478-1483.
Jiarui Liu, Tingting Liu, and Chenyang Yang, "Learning End-to-End Precoding for Time-Varying Channels with Graph Neural Networks", accepted by IEEE WCSP, 2024.
Yao Peng, Tingting Liu, and Chenyang Yang, "Learning Power Allocation for Cell-free Massive MIMO System with Graph Neural Networks", accepted by IEEE GLOBECOM, 2024.
Jianyu Zhao, Hao Ling, Chenyang Yang, and Tingting Liu, "Decentralized Training of Graph Neural Networks in Mobile Systems for Power Control," IEEE WCNC, 2024.
Yekun Liu, Tingting Liu, Chenyang Yang, Yuanfang Huang, and Shiqiang Suo, "A Distributed Learning-based Interference Coordination and Resource Allocation Scheme," IEEE WCSP, 2023.
Yao Peng, Tingting Liu and Chenyang Yang, "Learning Uplink Power Control with MMSE Receiver-based Graph Neural Network," IEEE WCSP, 2023.
Kaiqiang Qi, Tingting Liu and Chenyang Yang, "Federated Learning Based Proactive Handover in Millimeter-wave Vehicular Networks," IEEE ICSP, 2020.
Wenjing Zhang, Yuan Liu, Tingting Liu and Chenyang Yang, "Trajectory Prediction with Recurrent Neural Networks for Predictive Resource Allocation," IEEE ICSP, 2018.
Kaiyang Guo, Chenyang Yang, and Tingting Liu, "Interference Management by Exploiting Cached Files at Users," IEEE PIMRC, 2017.
Kaiyang Guo, Chenyang Yang, and Tingting Liu, "Caching in Base Station with Recommendation via Q-Learning," IEEE WCNC, 2017.
Lu Bai, Tingting Liu, Zhilin Chen, and Chenyang Yang, "A Graph-based Interference Topology Control for Ultra-dense Networks," IEEE ICSP, 2014.
Tingting Liu and Chenyang Yang, "On the Degrees of Freedom of Asymmetric MIMO Interference Broadcast Channels," IEEE ICC 2014.
Tingting Liu and Chenyang Yang, "On The Degrees of Freedom of Partially-connected Symmetrically-configured MIMO Interference Broadcast Channels" IEEE ICASSP 2014.
Tingting Liu and Chenyang Yang, "Degrees of Freedom of General Symmetric MIMO Interference Broadcast Channels", IEEE ICASSP 2013.
Chuting Yao, Zhikun Xu, Tingting Liu, Chenyang Yang, "When Accumulative Information is Beneficial for Maximizing Energy Efficiency?", IEEE ICC 2014.
Tingting Liu and Chenyang Yang, "Interference Alignment Transceiver Design for MIMO Interference Broadcast Channels", IEEE WCNC 2012.
Tingting Liu, Lieliang Yang, Chenyang Yang, "Spectral-Efficiency of TDD Multiuser Two-Hop MC-CDMA Systems Employing Egocentric-Altruistic Relay Optimization", IEEE VTC Spring 2010.
Dan Wu, Chenyang Yang, Tingting Liu and Zixiang Xiong, "Achieving the Degrees of Freedom of Relay-aided Interference Broadcast Channels", IEEE ICASSP 2012.
Hao Lv, Tingting Liu, Hueying Hou and Chenyang Yang, "Adaptive Interference Alignment for Femtocell Networks", IEEE ICSP 2010.
Tingting Liu, Chenyang Yang, and Lieliang Yang, "Joint Transmitter-Receiver Frequency-Domain Equalization in Multicarrier Code-Division Multiplexing Systems", IEEE VTC Fall 2009.
Tingting Liu, Chenyang Yang and Yafei Tian, "A Fast UWB Timing Acquisition Scheme with Robustness to Multiple Access Interference", IEEE WCNC 2007.
Tingting Liu and Chenyang Yang, "A Symbol-Level FDE and Spread-Spectrum Mode Design for Multi-Code Multiple Access Systems", IEEE ICC 2008.
孙乘坚,张捷,杨晨阳,刘婷婷,索士强,黄远芳,无线资源分配方法、模型训练及推理方法、装置和设备,国家发明专利,申请号202110507804.0,申请日:2021-05-10。
朱中杰,拜鹏飞,刘婷婷,杨晨阳,索士强,黄远芳,一种负载均衡处理方法、装置及网络设备,申请号202110444176.6,申请日:2021-04-23。
孙奇,郭凯洋,刘婷婷,杨晨阳,易芝玲,一种资源分配处理方法、装置及移动终端,申请号:201710025322.5,申请日期:2017-01-13。
吴丹,刘婷婷,杨晨阳,孙鹏飞,喻斌,孙程君,小区间的干扰中和方法及装置,申请号:201410084561.4, 申请日期: 2014-03-10.
刘婷婷,杨晨阳,孙鹏飞,喻斌,孙程君,一种干扰对齐的传输方法,申请号:201410074609.3(已授权)。
刘婷婷,侯雪颖,张千,杨晨阳,一种中继无线通信网络中的下行小区间干扰协调方法,申请号:201010591730.5(已授权)。
刘婷婷,田亚飞,杨晨阳,超宽带多址系统同步中抑制多用户干扰的方法,申请号:200610113862.0(已授权)。
刘婷婷,田亚飞,张良,杨晨阳,郦亮,一种短程无线网络中接收数据的时频同步方法,申请号:200610072958.7(已授权)。
田亚飞,杨晨阳,刘婷婷,胡志建,基于线性调频序列的扩频通信系统中的分集接收方法,申请号:200510071941.5(已授权)。
田亚飞,杨晨阳,刘婷婷,郦亮,短程无线网络中的数据传输方法,申请号:200510069319.0(已授权)。
田亚飞,杨晨阳,刘婷婷,郦亮,短程无线网络数据发送方法,申请号:200510067960.0(已授权)。
女,副教授。2004年、2011年分别获北航电子信息工程系学士学位和信号与信息处理专业工学博士学位,2008年12至2010年1月获国家留学基金委资助赴英国南安普顿大学访问。博士学位论文获得2013年全国优秀博士学位论文提名,2012年北京市和北航优秀博士学位论文奖。近期主要研究方向包括未来通信系统中基于人工智能(AI)的移动性管理和无线资源管理,包含移动性和轨迹预测,预测资源分配,主动干扰管理和干扰网络的理论分析。
至今已在国内外学术期刊和国际会议上发表论文42篇,其中13篇论文分别发表在IEEE Trans. on Signal Processing, IEEE Trans. on Wireless Communication,IEEE Trans. on Vehicular Technology和IEEE Access上。申请了11项国家发明专利(7项授权)。是IEEE Trans. on Wireless Communication、IEEE Trans. on Vehicular Technology、IEEE Trans. on Signal Processing、《通信学报》和《电子信息学报》的审稿人。作为主要成员和子课题负责人参加科研项目十余项,是国际短程无线网络标准IEEE 802.15.4-2006和国家短程无线网络标准GB/T 15629.15-2007的主要贡献人之一。