Shengheng Liu

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 61

Top Topics

Sparse Bayesian Learning

Fourier Transform

Top Venues

Signal Process.

IEEE Trans. Signal Process.

Publications

Shengheng Liu, Han Zhang, Lei Li, Zhihan Gong, Yongming Huang, Jinhong Yuan
Super-resolution delay-Doppler estimation for OTFS-based automotive radar. Signal Process. 224 (2024)
Fan Meng, Shengheng Liu, Songtao Gao, Yiming Yu, Cheng Zhang, Yongming Huang, Zhaohua Lu
TDoA positioning with data-driven LoS inference in mmWave MIMO communications. Signal Process. 220 (2024)
Chunmei Xu, Shengheng Liu, Yongming Huang, Björn E. Ottersten, Dusit Niyato
Random Aggregate Beamforming for Over-the-Air Federated Learning in Large-Scale Networks. CoRR (2024)
Shengheng Liu, Xingkang Li, Zihuan Mao, Peng Liu, Yongming Huang
Model-Driven Deep Neural Network for Enhanced AoA Estimation Using 5G gNB. AAAI (2024)
Shengheng Liu, Zheng Zhang, Tai Fei, Zhihan Gong, Lian Kou, Danfeng Shan, Lei Li, Yongming Huang
Design and performance validation of CWT-MCA based interference mitigation for automotive radars. Digit. Signal Process. 153 (2024)
Zhihan Gong, Shengheng Liu, Lei Li, Yongming Huang, Jinhong Yuan
Super-Resolution Delay-Doppler Estimation for OTFS Radar. ICC Workshops (2023)
Xinghua Jia, Peng Liu, Wangdong Qi, Shengheng Liu, Yongming Huang, Wang Zheng, Mengguan Pan, Xiaohu You
Link-Level Simulator for 5G Localization. IEEE Trans. Wirel. Commun. 22 (8) (2023)
Wenzhe Fan, Shengheng Liu, Chunguo Li, Yongming Huang
Fast Direct Localization for Millimeter Wave MIMO Systems via Deep ADMM Unfolding. IEEE Wirel. Commun. Lett. 12 (4) (2023)
Shengheng Liu, Hao Wang, Mengguan Pan, Peng Liu, Yahui Ma, Yongming Huang
5G NR Monostatic Positioning with Array Impairments: Data-and-Model-Driven Framework and Experiment Results. ISACom@MobiCom (2023)
Shengheng Liu, Jiacheng Chen, Lei Li, Yahui Ma, Yongming Huang
Automatic Driving Scenarios: A Cross-Domain Approach for Object Detection. ICANN (7) (2023)
Xiaohu You, Yongming Huang, Shengheng Liu, Dongming Wang, Junchao Ma, Chuan Zhang, Hang Zhan, Cheng Zhang, Jiao Zhang, Zening Liu, Jin Li, Min Zhu, Jianjie You, Dongjie Liu, Yang Cao, Shiwen He, Guanghui He, Fengyi Yang, Yang Liu, Jianjun Wu, Jianmin Lu, Ge Li, Xiaowu Chen, Wenguang Chen, Wen Gao
Toward 6G $\text{TK}\mu$ Extreme Connectivity: Architecture, Key Technologies and Experiments. IEEE Wirel. Commun. 30 (3) (2023)
Chong Zheng, Shengheng Liu, Yongming Huang, Wei Zhang, Luxi Yang
Unsupervised Recurrent Federated Learning for Edge Popularity Prediction in Privacy-Preserving Mobile-Edge Computing Networks. IEEE Internet Things J. 9 (23) (2022)
Fan Meng, Shengheng Liu, Yongming Huang, Zhaohua Lu
Learning-Aided Beam Prediction in mmWave MU-MIMO Systems for High-Speed Railway. IEEE Trans. Commun. 70 (1) (2022)
Xinghua Jia, Peng Liu, Shengheng Liu, Xiaodong Li, Wangdong Qi
Link-Level Simulator for 5G Localization. GLOBECOM (Workshops) (2022)
Chong Zheng, Shengheng Liu, Yongming Huang, Wei Zhang, Luxi Yang
Unsupervised Recurrent Federated Learning for Edge Popularity Prediction in Privacy-Preserving Mobile Edge Computing Networks. CoRR (2022)
Shengheng Liu, Chong Zheng, Yongming Huang, Tony Q. S. Quek
Distributed Reinforcement Learning for Privacy-Preserving Dynamic Edge Caching. IEEE J. Sel. Areas Commun. 40 (3) (2022)
Xingshuai Qiao, Yuan Feng, Shengheng Liu, Tao Shan, Ran Tao
Radar Point Clouds Processing for Human Activity Classification Using Convolutional Multilinear Subspace Learning. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Mengguan Pan, Peng Liu, Shengheng Liu, Wangdong Qi, Yongming Huang, Xiaohu You, Xinghua Jia, Xiaodong Li
Efficient Joint DOA and TOA Estimation for Indoor Positioning With 5G Picocell Base Stations. IEEE Trans. Instrum. Meas. 71 (2022)
Zihuan Mao, Shengheng Liu, Si Qin, Yongming Huang
Cramér-Rao Bound of Joint DOA-Range Estimation for Coprime Frequency Diverse Arrays. Remote. Sens. 14 (3) (2022)
Fan Meng, Shengheng Liu, Yongming Huang, Zhaohua Lu
Learning-Aided Beam Prediction in mmWave MU-MIMO Systems for High-Speed Railway. CoRR (2022)
Jingyi Su, Shengheng Liu, Yongming Huang, Jinhong Yuan
Peak-to-Average Power Ratio Reduction via Symbol Precoding in OTFS Modulation. VTC Spring (2022)
Zhihan Gong, Shengheng Liu, Yongming Huang
Doppler Diversity Reception for OTFS Modulation. VTC Spring (2022)
Jingyi Su, Fan Meng, Shengheng Liu, Yongming Huang, Zhaohua Lu
Learning to Predict and Optimize Imperfect MIMO System Performance: Framework and Application. GLOBECOM (2022)
Zihuan Mao, Shengheng Liu, Yimin D. Zhang, Leixin Han, Yongming Huang
Joint DoA-Range Estimation Using Space-Frequency Virtual Difference Coarray. IEEE Trans. Signal Process. 70 (2022)
Fan Meng, Shengheng Liu, Yongming Huang, Zhaohua Lu
Learnable Model-Driven Performance Prediction and Optimization for Imperfect MIMO System: Framework and Application. CoRR (2022)
Dongdong Pang, Tao Shan, Pengge Ma, Wei Li, Shengheng Liu, Ran Tao
A Novel Spatiotemporal Saliency Method for Low-Altitude Slow Small Infrared Target Detection. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Xiaohu You, Yongming Huang, Shengheng Liu, Dongming Wang, Junchao Ma, Wei Xu, Chuan Zhang, Hang Zhan, Cheng Zhang, Jiao Zhang, Jin Li, Min Zhu, Jianjie You, Dongjie Liu, Shiwen He, Guanghui He, Fengyi Yang, Yang Liu, Jianjun Wu, Jianmin Lu, Ge Li, Xiaowu Chen, Wenguang Chen, Wen Gao
Toward 6G TKμ Extreme Connectivity: Architecture, Key Technologies and Experiments. CoRR (2022)
Shengheng Liu, Chong Zheng, Yongming Huang, Tony Q. S. Quek
Distributed Reinforcement Learning for Privacy-Preserving Dynamic Edge Caching. CoRR (2021)
Chong Zheng, Shengheng Liu, Yongming Huang, Luxi Yang
Hybrid Policy Learning for Energy-Latency Tradeoff in MEC-Assisted VR Video Service. IEEE Trans. Veh. Technol. 70 (9) (2021)
Shengheng Liu, Yongming Huang, Hancong Wu, Chao Tan, Jiabin Jia
Efficient Multitask Structure-Aware Sparse Bayesian Learning for Frequency-Difference Electrical Impedance Tomography. IEEE Trans. Ind. Informatics 17 (1) (2021)
Chunmei Xu, Shengheng Liu, Cheng Zhang, Yongming Huang, Zhaohua Lu, Luxi Yang
Multi-Agent Reinforcement Learning Based Distributed Transmission in Collaborative Cloud-Edge Systems. IEEE Trans. Veh. Technol. 70 (2) (2021)
Chunmei Xu, Shengheng Liu, Zhaohui Yang, Yongming Huang, Kai-Kit Wong
Learning Rate Optimization for Federated Learning Exploiting Over-the-Air Computation. IEEE J. Sel. Areas Commun. 39 (12) (2021)
Chunmei Xu, Shengheng Liu, Zhaohui Yang, Yongming Huang, Dusit Niyato, Kai-Kit Wong
Learning Rate Optimization for Federated Learning Exploiting Over-the-air Computation. CoRR (2021)
Shengheng Liu, Zihuan Mao, Yimin D. Zhang, Yongming Huang
Rank Minimization-Based Toeplitz Reconstruction for DoA Estimation Using Coprime Array. IEEE Commun. Lett. 25 (7) (2021)
Yuqi Zhang, Shengheng Liu, Zhaohua Lu, Fan Meng, Yongming Huang
Learning-Aided Beam Management for mmWave High-Speed Railway Networks. GLOBECOM (2021)
Chong Zheng, Shengheng Liu, Yongming Huang, Luxi Yang
Hybrid Policy Learning for Energy-Latency Tradeoff in MEC-Assisted VR Video Service. CoRR (2021)
Chunmei Xu, Shengheng Liu, Yongming Huang, Chongwen Huang, Zhaoyang Zhang
Over-the-air Learning Rate Optimization for Federated Learning. ICC Workshops (2021)
Chenwen Liu, Shengheng Liu, Zihuan Mao, Yongming Huang, Haiming Wang
Low-Complexity Parameter Learning for OTFS Modulation Based Automotive Radar. ICASSP (2021)
Hongchi Zhang, Tao Shan, Shengheng Liu, Ran Tao
Performance evaluation and parameter optimization of sparse Fourier transform. Signal Process. 179 (2021)
Chong Zheng, Shengheng Liu, Yongming Huang, Tony Q. S. Quek
Privacy-Preserving Federated Reinforcement Learning for Popularity-Assisted Edge Caching. GLOBECOM (2021)
Yongming Huang, Shengheng Liu, Cheng Zhang, Xiaohu You, Hequan Wu
True-data testbed for 5G/B5G intelligent network. Intell. Converged Networks 2 (2) (2021)
Hongchi Zhang, Tao Shan, Shengheng Liu, Ran Tao
Optimized sparse fractional Fourier transform: Principle and performance analysis. Signal Process. 174 (2020)
Chunmei Xu, Shengheng Liu, Cheng Zhang, Yongming Huang, Luxi Yang
Joint User Scheduling and Beam Selection in mmWave Networks Based on Multi-Agent Reinforcement Learning. SAM (2020)
Dongdong Pang, Tao Shan, Wei Li, Pengge Ma, Shengheng Liu, Ran Tao
Infrared Dim and Small Target Detection Based on Greedy Bilateral Factorization in Image Sequences. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13 (2020)
Shengheng Liu, Ruisong Cao, Yongming Huang, Taweechai Ouypornkochagorn, Jiabin Jia
Time Sequence Learning for Electrical Impedance Tomography Using Bayesian Spatiotemporal Priors. IEEE Trans. Instrum. Meas. 69 (9) (2020)
Chong Zheng, Shengheng Liu, Yongming Huang, Luxi Yang
MEC-Enabled Wireless VR Video Service: A Learning-Based Mixed Strategy for Energy-Latency Tradeoff. WCNC (2020)
Yongming Huang, Shengheng Liu, Cheng Zhang, Xiaohu You, Hequan Wu
True-data Testbed for 5G/B5G Intelligent Network. CoRR (2020)
Dongming Ren, Kang Chen, Shengheng Liu, Yongming Huang
FPGA Prototyping of A Millimeter-Wave Multiple Gigabit WLAN System. SiPS (2019)
Cunsuo Pang, Shengheng Liu, Yan Han
Coherent Detection Algorithm for Radar Maneuvering Targets Based on Discrete Polynomial-Phase Transform. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12 (9) (2019)
Shengheng Liu, Hancong Wu, Yongming Huang, Yunjie Yang, Jiabin Jia
Accelerated Structure-Aware Sparse Bayesian Learning for Three-Dimensional Electrical Impedance Tomography. IEEE Trans. Ind. Informatics 15 (9) (2019)
Yahui Ma, Shengheng Liu, Jun Lu
A Multi-Channel Partial-Update Algorithm for Sea Clutter Suppression in Passive Bistatic Radar. SAM (2018)
Shengheng Liu, Yimin D. Zhang, Tao Shan, Ran Tao
Structure-Aware Bayesian Compressive Sensing for Frequency-Hopping Spectrum Estimation With Missing Observations. IEEE Trans. Signal Process. 66 (8) (2018)
Shengheng Liu, Jiabin Jia, Yimin D. Zhang, Yunjie Yang
Image Reconstruction in Electrical Impedance Tomography Based on Structure-Aware Sparse Bayesian Learning. IEEE Trans. Medical Imaging 37 (9) (2018)
Cunsuo Pang, Shengheng Liu, Yan Han
High-Speed Target Detection Algorithm Based on Sparse Fourier Transform. IEEE Access 6 (2018)
Shengheng Liu, Yimin D. Zhang, Tao Shan
Detection of weak astronomical signals with frequency-hopping interference suppression. Digit. Signal Process. 72 (2018)
Jianguo Liu, Li Yu, Xuesong Li, Shengheng Liu
Research on joint segment optimisation and stereo matching. IET Commun. 11 (9) (2017)
Jiaqi Lin, Yuan Feng, Shengheng Liu
Fast ISAR imaging based on sparse fourier transform algorithm. ICAIT (2017)
Cunsuo Pang, Yan Han, Huiling Hou, Shengheng Liu, Nan Zhang
Micro-Doppler Signal Time-Frequency Algorithm Based on STFRFT. Sensors 16 (10) (2016)
Jun Ma, Yonghong Zhang, Shengheng Liu
Improvement of Auctioneer's Revenue under Incomplete Information in Cognitive Radio Networks. IEICE Trans. Inf. Syst. (2) (2016)
Yonghui Zhai, Ding Wang, Jiang Wu, Shengheng Liu
A Novel Clutter Cancellation Method Utilizing Joint Multi-Domain Information for Passive Radar. IEICE Trans. Commun. (10) (2016)
Shengheng Liu, Zhengxin Zeng, Yimin D. Zhang, Tingting Fan, Tao Shan, Ran Tao
Automatic human fall detection in fractional fourier domain for assisted living. ICASSP (2016)
Shengheng Liu, Tao Shan, Ran Tao, Yimin D. Zhang, Guo Zhang, Feng Zhang, Yue Wang
Sparse Discrete Fractional Fourier Transform and Its Applications. IEEE Trans. Signal Process. 62 (24) (2014)
Tao Shan, Yahui Ma, Ran Tao, Shengheng Liu
Multi-channel NLMS-based sea clutter cancellation in passive bistatic radar. IEICE Electron. Express 11 (20) (2014)