Cognitive radio spectrum allocation using evolutionary algorithms. - Zhijin Zhao; Zhen Peng; Shilian Zheng; Junna Shang (IEEE Trans. Wirel. Commun., 2009)

Cognitive radio adaptation using particle swarm optimization. - Zhijin Zhao; Shiyu Xu; Shilian Zheng; Junna Shang (Wirel. Commun. Mob. Comput., 2009)

Joint Power Control and Spectrum Allocation for Cognitive Radio with QoS Constraint. - Zhijin Zhao; Zhen Peng; Zhidong Zhao; Shilian Zheng (Commun. Netw., 2010)

Specific primary user sensing for wireless security in IEEE 802.22 network. - Zhenxing Luo; Caiyi Lou; Shichuan Chen; Shilian Zheng; Shaowei Li (ISCIT, 2011)

Wideband spectrum sensing in modulated wideband converter based cognitive radio system. - Shilian Zheng; Xiaoniu Yang (ISCIT, 2011)

Distributed consensus algorithms for decision fusion based cooperative spectrum sensing in cognitive radio. - Shilian Zheng; Xiaoniu Yang; Caiyi Lou (ISCIT, 2011)

Target Channel Sequence Selection Scheme for Proactive-Decision Spectrum Handoff. - Shilian Zheng; Xiaoniu Yang; Shichuan Chen; Caiyi Lou (IEEE Commun. Lett., 2011)

Wideband spectrum sensing based on group testing utilizing polyphase filter banks. - Shilian Zheng; Xiaoniu Yang (DSP, 2014)

Target Channel Visiting Order Design Using Particle Swarm Optimization for Spectrum Handoff in Cognitive Radio Networks. - Shilian Zheng; Zhijin Zhao; Changlin Luo; Xiaoniu Yang (Algorithms, 2014)

Predecision for Wideband Spectrum Sensing With Sub-Nyquist Sampling. - Tianyi Xiong; Hongbin Li 001; Peihan Qi; Zan Li 001; Shilian Zheng (IEEE Trans. Veh. Technol., 2017)

Big Data Processing Architecture for Radio Signals Empowered by Deep Learning: Concept, Experiment, Applications and Challenges. - Shilian Zheng; Shichuan Chen; Lifeng Yang; Jiawei Zhu; Zhenxing Luo; Junjie Hu; Xiaoniu Yang (IEEE Access, 2018)

Joint Delay and Maintenance Optimization for Spectrum Handoff in Cognitive Radio Networks Using Binary Shuffled Frog Leaping Algorithm. - Jianjun Jiang; Shilian Zheng (ICCT, 2019)

Deep Learning for Large-Scale Real-World ACARS and ADS-B Radio Signal Classification. - Shichuan Chen; Shilian Zheng; Lifeng Yang; Xiaoniu Yang (IEEE Access, 2019)

Fusion Methods for CNN-Based Automatic Modulation Classification. - Shilian Zheng; Peihan Qi; Shichuan Chen; Xiaoniu Yang (IEEE Access, 2019)

Weight-Variable Scattering Convolution Networks and Its Application in Electromagnetic Signal Classification. - Huaji Zhou; Licheng Jiao; Shilian Zheng; Shichuan Chen; Lifeng Yang; Weiguo Shen; Xiaoniu Yang (IEEE Access, 2019)

Spectrum Sensing Based on Deep Learning Classification for Cognitive Radios. - Shilian Zheng; Shichuan Chen; Peihan Qi; Huaji Zhou; Xiaoniu Yang (CoRR, 2019)

融合学习差分进化和粒子群优化算法的认知决策引擎 (Cognitive Decision Engine of Hybrid Learning Differential Evolution and Particle Swarm Optimization). - Yupei Zhang; Zhijin Zhao; Shilian Zheng (计算机科学, 2019)

Feature Explainable Deep Classification for Signal Modulation Recognition. - Jinyin Chen; Shenghuan Miao; Haibin Zheng; Shilian Zheng (IECON, 2020)

SigNet: An Advanced Deep Learning Framework for Radio Signal Classification. - Zhuangzhi Chen; Hui Cui; Jingyang Xiang; Kunfeng Qiu; Liang Huang 006; Shilian Zheng; Shichuan Chen; Qi Xuan 001; Xiaoniu Yang (CoRR, 2020)

CLPVG: Circular limited penetrable visibility graph as a new network model for time series. - Qi Xuan 001; Jinchao Zhou; Kunfeng Qiu; Dongwei Xu; Shilian Zheng; Xiaoniu Yang (CoRR, 2021)

Adaptive Visibility Graph Neural Network and its Application in Modulation Classification. - Qi Xuan 001; Kunfeng Qiu; Jinchao Zhou; Zhuangzhi Chen; Dongwei Xu; Shilian Zheng; Xiaoniu Yang (CoRR, 2021)

FEM: Feature extraction and mapping for radio modulation classification. - Jinyin Chen; Hui Cui; Shenghuan Miao; Changan Wu; Haibin Zheng; Shilian Zheng; Liang Huang 006; Qi Xuan 001 (Phys. Commun., 2021)

Cooperative Topology Sensing of Wireless Networks With Distributed Sensors. - Zitong Liu; Guoru Ding; Zheng Wang 013; Shilian Zheng; Jiachen Sun; Qihui Wu 001 (IEEE Trans. Cogn. Commun. Netw., 2021)

Automatic Modulation Classification Based on Deep Residual Networks With Multimodal Information. - Peihan Qi; Xiaoyu Zhou; Shilian Zheng; Zan Li 001 (IEEE Trans. Cogn. Commun. Netw., 2021)

DeepReceiver: A Deep Learning-Based Intelligent Receiver for Wireless Communications in the Physical Layer. - Shilian Zheng; Shichuan Chen; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2021)

Deep Learning Based Source Number Estimation with Single-Channel Mixtures. - Weiguo Shen; Shilian Zheng; Shichuan Chen; Huaji Zhou; Xiaoniu Yang (ICC, 2022)

Deep Reinforcement Learning Based Decision Making for Complex Jamming Waveforms. - Yuting Xu; Chao Wang; Jiakai Liang; Keqiang Yue; Wenjun Li; Shilian Zheng; Zhijin Zhao (Entropy, 2022)

Intelligent Anti-Jamming Decision Algorithm of Bivariate Frequency Hopping Pattern Based on DQN With PER and Pareto. - Jiasheng Zhu; Zhijin Zhao; Shilian Zheng (Int. J. Inf. Technol. Web Eng., 2022)

Electromagnetic Signal Classification Based on Class Exemplar Selection and Multi-Objective Linear Programming. - Huaji Zhou; Jing Bai 003; Linchun Niu; Jie Xu; Zhu Xiao; Shilian Zheng; Licheng Jiao; Xiaoniu Yang (Remote. Sens., 2022)

SigNet: A Novel Deep Learning Framework for Radio Signal Classification. - Zhuangzhi Chen; Hui Cui; Jingyang Xiang; Kunfeng Qiu; Liang Huang 006; Shilian Zheng; Shichuan Chen; Qi Xuan 001; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2022)

Detection of Direct Sequence Spread Spectrum Signals Based on Deep Learning. - Fei Wei; Shilian Zheng; Xiaoyu Zhou; Luxin Zhang; Caiyi Lou; Zhijin Zhao; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2022)

AvgNet: Adaptive Visibility Graph Neural Network and Its Application in Modulation Classification. - Qi Xuan 001; Jinchao Zhou; Kunfeng Qiu; Zhuangzhi Chen; Dongwei Xu; Shilian Zheng; Xiaoniu Yang (IEEE Trans. Netw. Sci. Eng., 2022)

A Deep Learning-Based Intelligent Receiver for Improving the Reliability of the MIMO Wireless Communication System. - Bin Wang 031; Ke Xu; Shilian Zheng; Huaji Zhou; Yang Liu 268 (IEEE Trans. Reliab., 2022)

Deep Learning-Based SNR Estimation with Covariance Input. - Shurun Chen; Shilian Zheng; Zhuang Yang; Tao Chen 049; Zhijin Zhao; Xiaoniu Yang (ICCT, 2023)

Deep Blind Demodulation of Binary Modulated Signals. - Zhangbin Pei; Shilian Zheng; Shichuan Chen; Jiepeng Chen; Weidang Lu; Xiaoniu Yang (ICCT, 2023)

Unified Deep Neural Demodulation Network Design for QAM Signal Recovery. - Bowen Xiao; Shilian Zheng; Jiawei Zhu; Ziyi Zhang; Yan Long 001; Honghao Ju (VTC Fall, 2023)

Deep Learning-Based Frequency Offset Estimation. - Tao Chen 049; Shilian Zheng; Jiawei Zhu; Qi Xuan 001; Xiaoniu Yang (CoRR, 2023)

Contrastive Clustering for Unsupervised Recognition of Interference Signals. - Xiangwei Chen; Zhijin Zhao; Xueyi Ye; Shilian Zheng; Caiyi Lou; Xiaoniu Yang (Comput. Syst. Sci. Eng., 2023)

Adversarial Attacks on Deep Learning-Based DOA Estimation With Covariance Input. - Zhuang Yang; Shilian Zheng; Luxin Zhang; Zhijin Zhao; Xiaoniu Yang (IEEE Signal Process. Lett., 2023)

Online Edge Learning Offloading and Resource Management for UAV-Assisted MEC Secure Communications. - Yu Ding 006; Yunqi Feng 001; Weidang Lu; Shilian Zheng; Nan Zhao 001; Limin Meng; Arumugam Nallanathan; Xiaoniu Yang (IEEE J. Sel. Top. Signal Process., 2023)

FedBKD: Heterogenous Federated Learning via Bidirectional Knowledge Distillation for Modulation Classification in IoT-Edge System. - Peihan Qi; Xiaoyu Zhou; Yuanlei Ding; Zhengyu Zhang; Shilian Zheng; Zan Li 001 (IEEE J. Sel. Top. Signal Process., 2023)

EMD and VMD Empowered Deep Learning for Radio Modulation Recognition. - Tao Chen 049; Shuncheng Gao; Shilian Zheng; Shanqing Yu; Qi Xuan 001; Caiyi Lou; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2023)

Toward Next-Generation Signal Intelligence: A Hybrid Knowledge and Data-Driven Deep Learning Framework for Radio Signal Classification. - Shilian Zheng; Xiaoyu Zhou; Luxin Zhang; Peihan Qi; Kunfeng Qiu; Jiawei Zhu; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2023)

Collaborative and Incremental Learning for Modulation Classification With Heterogeneous Local Dataset in Cognitive IoT. - Peihan Qi; Xiaoyu Zhou; Yuanlei Ding; Shilian Zheng; Tao Jiang 017; Zan Li 001 (IEEE Trans. Green Commun. Netw., 2023)

The Importance of Expert Knowledge for Automatic Modulation Open Set Recognition. - Taotao Li; Zhenyu Wen; Yang Long 001; Zhen Hong; Shilian Zheng; Li Yu 001; Bo Chen 003; Xiaoniu Yang; Ling Shao 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

OFDM sensing based on deep learning. - Shilian Zheng; Fei Wei; Xiaoyu Zhou; Fengyang Gu; Keqiang Yue; Caiyi Lou; Zhijin Zhao; Xiaoniu Yang (Phys. Commun., 2023)

Intelligent Anti-Jamming Decision With Continuous Action and State in Bivariate Frequency Agility Communication System. - Yupei Zhang; Zhijin Zhao; Shilian Zheng; Fangfang Qiang (IEEE Trans. Cogn. Commun. Netw., 2023)

Detection of DSSS Signals Based on Autocorrelation Compressed Sampling and Deep Learning. - Fengyang Gu; Shilian Zheng; Keqiang Yue; Zhijin Zhao; Xiaoniu Yang (ICCT, 2024)

SigRNet: A Deep Intelligent Speech Receiver Based on Regression Model. - Ziliang Zhou; Shilian Zheng; Zhijin Zhao; Xiaoniu Yang (ICCT, 2024)

Unraveling Complexity: An Exploration Into Large-Scale Multimodal Signal Processing. - Zhenyu Wen; Yuheng Ye; Jie Su 001; Taotao Li; Jinhao Wan; Shilian Zheng; Zhen Hong; Shibo He; Haoran Duan 001; Yuexiang Li; Yawen Huang; Yefeng Zheng 001 (IEEE Intell. Syst., 2024)

Deep Learning-Based SNR Estimation. - Shilian Zheng; Shurun Chen; Tao Chen 049; Zhuang Yang; Zhijin Zhao; Xiaoniu Yang (IEEE Open J. Commun. Soc., 2024)

Deep Learning-Based FM Demodulation in Complex Electromagnetic Environment. - Shilian Zheng; Zhangbin Pei; Tao Chen 049; Jiepeng Chen; Weidang Lu; Xiaoniu Yang (IEEE Open J. Commun. Soc., 2024)

Intelligent decision-making for a "Three-Variable" frequency-hopping pattern based on OC-CDRL. - Ziyu Meng; Shaogang Dai; Zhijin Zhao; Xueyi Ye; Shilian Zheng; Caiyi Lou; Xiaoniu Yang (Phys. Commun., 2024)

Learn to Defend: Adversarial Multi-Distillation for Automatic Modulation Recognition Models. - Zhuangzhi Chen; Zhangwei Wang; Dongwei Xu; Jiawei Zhu; Weiguo Shen; Shilian Zheng; Qi Xuan 001; Xiaoniu Yang (IEEE Trans. Inf. Forensics Secur., 2024)

Blind Recognition Method for Non-Cooperative Communication Signals Based on Aerial Computing. - Bin Wang 031; Ziyan Jiang; Huaji Zhou; Shilian Zheng (IEEE Trans. Netw. Sci. Eng., 2024)

AdvCheck: Characterizing adversarial examples via local gradient checking. - Ruoxi Chen; Haibo Jin; Jinyin Chen; Haibin Zheng; Shilian Zheng; Xiaoniu Yang; Xing Yang 004 (Comput. Secur., 2024)

DeepSIG: A Hybrid Heterogeneous Deep Learning Framework for Radio Signal Classification. - Kunfeng Qiu; Shilian Zheng; Luxin Zhang; Caiyi Lou; Xiaoniu Yang (IEEE Trans. Wirel. Commun., 2024)

GAN-Based Siamese Neuron Network for Modulation Classification Against White-Box Adversarial Attacks. - Xiaoyu Zhou; Peihan Qi; Weilin Zhang; Shilian Zheng; Ning Zhang 007; Zan Li 001 (IEEE Trans. Cogn. Commun. Netw., 2024)

MASSnet: Deep-Learning-Based Multiple-Antenna Spectrum Sensing for Cognitive-Radio-Enabled Internet of Things. - Luxin Zhang; Shilian Zheng; Kunfeng Qiu; Caiyi Lou; Xiaoniu Yang (IEEE Internet Things J., 2024)

Channel Pruning Method for Signal Modulation Recognition Deep Learning Models. - Zhuangzhi Chen; Zhangwei Wang; Xuzhang Gao; Jinchao Zhou; Dongwei Xu; Shilian Zheng; Qi Xuan 001; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2024)

Adversarial Defense Embedded Waveform Design for Reliable Communication in the Physical Layer. - Peihan Qi; Yongchao Meng; Shilian Zheng; Xiaoyu Zhou; Nan Cheng; Zan Li 001 (IEEE Internet Things J., 2024)

A ConvLSTM-Based Blind Receiver for Physical Layer Wireless Communication. - Huimei Han; Tianjia Shen; Yunxian Chen; Weidang Lu; Shilian Zheng; Xianbin Wang 001; Xiaoniu Yang (IEEE Trans. Veh. Technol., 2024)

Data-Driven Intelligent Receiver for OTFS Communication in Internet of Vehicles. - Bin Wang 031; Zhuang Yuan; Shilian Zheng; Yang Liu 268 (IEEE Trans. Veh. Technol., 2024)

AT-GAN: A Backdoor Attack Against Radio Signals Modulation Based on Adaptive Trigger. - Dongwei Xu; Ruochen Fang; Qi Xuan 001; Weiguo Shen; Shilian Zheng; Xiaoniu Yang (IEEE Trans. Circuits Syst. II Express Briefs, 2024)

Deep Learning-Based DOA Estimation. - Shilian Zheng; Zhuang Yang; Weiguo Shen; Luxin Zhang; Jiawei Zhu; Zhijin Zhao; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2024)

Speech Semantic Communication Based on Swin Transformer. - Ziliang Zhou; Shilian Zheng; Jie Chen; Zhijin Zhao; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2024)

RobustRMC: Robustness Interpretable Deep Neural Network for Radio Modulation Classification. - Jinyin Chen; Danxin Liao; Shilian Zheng; Linhui Ye; Chenyu Jia; Haibin Zheng; Sheng Xiang (IEEE Trans. Cogn. Commun. Netw., 2024)

PCSP: A Novel Class Discovery Algorithm for Radio Signal Classification. - Jie Chen; Zhijin Zhao; Shilian Zheng; Luxin Zhang; Kunfeng Qiu; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2024)

FM-Based Positioning via Deep Learning. - Shilian Zheng; Jiacheng Hu; Luxin Zhang; Kunfeng Qiu; Jie Chen; Peihan Qi; Zhijin Zhao; Xiaoniu Yang (IEEE J. Sel. Areas Commun., 2024)

AIR: Threats of Adversarial Attacks on Deep Learning-Based Information Recovery. - Jinyin Chen; Jie Ge; Shilian Zheng; Linhui Ye; Haibin Zheng; Weiguo Shen; Keqiang Yue; Xiaoniu Yang (IEEE Trans. Wirel. Commun., 2024)

Unsupervised Spectrum Anomaly Detection With Distillation and Memory Enhanced Autoencoders. - Peihan Qi; Tao Jiang 017; Jiabo Xu; Jinyang He; Shilian Zheng; Zan Li 001 (IEEE Internet Things J., 2024)

Augmenting Radio Signals With Wavelet Transform for Deep Learning-Based Modulation Recognition. - Tao Chen 049; Shilian Zheng; Kunfeng Qiu; Luxin Zhang; Qi Xuan 001; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2024)

Adversarial Attack and Reliable Defense Based on Frequency Domain Feature Enhancement for Automatic Modulation Classification. - Yongchao Meng; Peihan Qi; Shilian Zheng; Zihao Cai; Xiaoyu Zhou; Tao Jiang 017 (IEEE Trans. Inf. Forensics Secur., 2025)

Intelligent Decision-Making for Asynchronous Dynamic Orthogonal Networking Based on DO-QMIX Algorithm. - Yibo Chen; Zhijin Zhao; Xueyi Ye; Shilian Zheng; Xiaoniu Yang (IEEE Commun. Lett., 2025)

Residual CNN-Based Transceiver With Attention-Aided GAN for Unknown Channels. - Huimei Han; Shanshan Wang; Weidang Lu; Shilian Zheng; Xiaoniu Yang (IEEE Trans. Cogn. Commun. Netw., 2025)

EraseIMF: Enhancing Deep Learning-Based Few-Shot Modulation Recognition With VMD Random Erasure Augmentation. - Tao Chen 049; Shilian Zheng; Qi Xuan 001; Xiaoniu Yang (IEEE Commun. Lett., 2025)

Multi-View Discriminant Framework for Automatic Modulation Open Set Recognition. - Jiaye Hou; Dongwei Xu; Fuxing Song; Zhuangzhi Chen; Qi Xuan 001; Shilian Zheng; Yun Lin 005; Xiaoniu Yang (IEEE Trans. Commun., 2025)