DeepCMS: A parallel spectrum-aware deep learning model for composite modulation signal recognition.

Zhigang Zhu 0002 Xidian University, School of Electronic Engineering, Xi'an, China https://orcid.org/0000-0003-4101-4903 Zhigang Zhu Zhigang Zhu 0001 City University of New York (CUNY), CUNY Grad Center, NY, USA https://orcid.org/0000-0002-9990-1137 Zhigang Zhu 0003 University of Shanghai for Science and Technology, School of Health Science and Engineering, Shanghai, China https://orcid.org/0000-0002-0911-179X https://www.wikidata.org/entity/Q90349287 Zhigang Zhu 0004 Guangdong Construction Polytechnic, Qingyuan, China https://orcid.org/0009-0003-1887-067X Zhigang Zhu 0005 Lanzhou University of Technology, Lanzhou, China https://orcid.org/0000-0002-7467-4986 Zhigang Zhu 0006 City College of New York, New York, NY, USA

Shiyao Li Hongbing Ji Lin Li 0050 Zhigang Zhu 0002 Yi Zhang DeepCMS: A parallel spectrum-aware deep learning model for composite modulation signal recognition. 2026 106142 179 Digit. Signal Process. https://doi.org/10.1016/j.dsp.2026.106142 db/journals/dsp/dsp179.html#LiJLZZ26 streams/journals/dsp

Lin Li 0050 Jinglong Meng Zhigang Zhu 0002 Bo Zang Wenbo Zhang 0007 Specific Emitter Identification for Open-Set Satellite TT${\&}$C Signals Based on Multi-Task Learning. 2026 February 2356-2368 75 IEEE Trans. Veh. Technol. 2 https://doi.org/10.1109/TVT.2025.3598051 db/journals/tvt/tvt75.html#LiMZZZ26 streams/journals/tvt

Haitao Dong Jian Suo Zhigang Zhu 0002 Haiyan Wang Hongbing Ji Enhanced Underwater Single Vector-Acoustic DOA Estimation via Linear Matched Stochastic Resonance Preprocessing. 1802 2024 May 16 Remote. Sens. 10 https://doi.org/10.3390/rs16101802 db/journals/remotesensing/remotesensing16.html#DongSZWJ24

Haitao Dong Shilei Ma Jian Suo Zhigang Zhu 0002 Matched Stochastic Resonance Enhanced Underwater Passive Sonar Detection under Non-Gaussian Impulsive Background Noise. 2943 2024 May 24 Sensors 9 https://doi.org/10.3390/s24092943 db/journals/sensors/sensors24.html#DongMSZ24

Rui Feng Hongbing Ji Zhigang Zhu 0002 Lei Wang 0079 Global Information Embedding Network for Few-Shot Learning. 501-505 2024 31 IEEE Signal Process. Lett. https://doi.org/10.1109/LSP.2024.3358755 https://www.wikidata.org/entity/Q129358017 db/journals/spl/spl31.html#FengJZW24

Zhaodong Chen Hongbing Ji Yongquan Zhang Zhigang Zhu 0002 Yifan Li High-Resolution Feature Pyramid Network for Small Object Detection on Drone View. 475-489 2024 January 34 IEEE Trans. Circuits Syst. Video Technol. 1 https://doi.org/10.1109/TCSVT.2023.3286896 db/journals/tcsv/tcsv34.html#ChenJZZL24

Renzhong Qiao Hongbing Ji Zhigang Zhu 0002 Wenbo Zhang 0007 Local-to-Global Semantic Learning for Multi-View 3D Object Detection From Point Cloud. 9371-9385 2024 October 34 IEEE Trans. Circuits Syst. Video Technol. 10 https://doi.org/10.1109/TCSVT.2024.3396870 db/journals/tcsv/tcsv34.html#QiaoJZZ24 streams/journals/tcsv

Fan Zhang Hongbing Ji Yongquan Zhang Zhigang Zhu 0002 Joint Spatial and Temporal Feature Enhancement Network for Disturbed Object Detection. 12258-12273 2024 December 34 IEEE Trans. Circuits Syst. Video Technol. 12 https://doi.org/10.1109/TCSVT.2024.3432900 db/journals/tcsv/tcsv34.html#ZhangJZZ24 streams/journals/tcsv

Qiancheng Zhang Hongbing Ji Lin Li 0050 Zhigang Zhu 0002 Automatic Modulation Recognition of Unknown Interference Signals Based on Graph Model. 2317-2321 2024 September 13 IEEE Wirel. Commun. Lett. 9 https://doi.org/10.1109/LWC.2024.3401720 db/journals/wcl/wcl13.html#ZhangJLZ24 streams/journals/wcl

Zhigang Zhu 0002 Hongbing Ji Wenbo Zhang 0007 Lin Li 0050 Tenghao Ji Complex Convolutional Neural Network for Signal Representation and Its Application to Radar Emitter Recognition. 856-860 2023 March 27 IEEE Commun. Lett. 3 https://doi.org/10.1109/LCOMM.2023.3234464 db/journals/icl/icl27.html#ZhuJZLJ23

Lin Li 0050 Zhiyuan Dong Zhigang Zhu 0002 Qingtang Jiang Deep-Learning Hopping Capture Model for Automatic Modulation Classification of Wireless Communication Signals. 772-783 2023 April 59 IEEE Trans. Aerosp. Electron. Syst. 2 https://doi.org/10.1109/TAES.2022.3189335 db/journals/taes/taes59.html#LiDZJ23

Zhigang Zhu 0002 Hongbing Ji Lin Li 0050 Deep Multimodal Subspace Interactive Mutual Network for Specific Emitter Identification. 4289-4300 2023 August 59 IEEE Trans. Aerosp. Electron. Syst. 4 https://doi.org/10.1109/TAES.2023.3240115 db/journals/taes/taes59.html#ZhuJL23

Lin Li 0050 Yaxin Zhu Zhigang Zhu 0002 Automatic Modulation Classification Using ResNeXt-GRU With Deep Feature Fusion. 1-10 2023 72 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2023.3290301 db/journals/tim/tim72.html#LiZZ23

Rui Feng Hongbing Ji Zhigang Zhu 0002 Lei Wang 0079 SelfNet: A semi-supervised local Fisher discriminant network for few-shot learning. 352-362 2022 512 Neurocomputing https://doi.org/10.1016/j.neucom.2022.09.012 db/journals/ijon/ijon512.html#FengJZW22

Hui Han Zhiyuan Ren Lin Li 0050 Zhigang Zhu 0002 Automatic Modulation Classification Based on Deep Feature Fusion for High Noise Level and Large Dynamic Input. 2117 2021 21 Sensors 6 https://doi.org/10.3390/s21062117 db/journals/sensors/sensors21.html#HanRLZ21

Zhigang Zhu 0002 Hongbing Ji Wenbo Zhang 0007 Nonlinear gated channels networks for action recognition. 325-332 2020 386 Neurocomputing https://doi.org/10.1016/j.neucom.2019.12.077 db/journals/ijon/ijon386.html#ZhuJZ20

Guopeng Huang Hongbing Ji Wenbo Zhang 0007 Zhigang Zhu 0002 Adaptive multilayer level set method for segmenting images with intensity inhomogeneity. 1714-1724 2019 13 IET Image Process. 10 https://doi.org/10.1049/iet-ipr.2019.0315 https://www.wikidata.org/entity/Q127736054 db/journals/iet-ipr/iet-ipr13.html#HuangJZZ19

Zhigang Zhu 0002 Hongbing Ji Wenbo Zhang 0007 Guopeng Huang Temporal stochastic linear encoding networks. 14-20 2019 70 Signal Process. Image Commun. https://doi.org/10.1016/j.image.2018.09.001 db/journals/spic/spic70.html#ZhuJZH19

Zhigang Zhu 0002 Hongbing Ji Wenbo Zhang 0007 Yiping Xu Rank pooling dynamic network: Learning end-to-end dynamic characteristic for action recognition. 101-109 2018 317 Neurocomputing https://doi.org/10.1016/j.neucom.2018.08.018 https://www.wikidata.org/entity/Q129400967 db/journals/ijon/ijon317.html#ZhuJZX18

Zhaodong Chen Haitao Dong Zhiyuan Dong Rui Feng Hui Han Guopeng Huang Hongbing Ji Tenghao Ji Qingtang Jiang Lin Li 0050 Shiyao Li Yifan Li Shilei Ma Jinglong Meng Renzhong Qiao Zhiyuan Ren Jian Suo Haiyan Wang Lei Wang 0079 Yiping Xu Bo Zang Fan Zhang Qiancheng Zhang Wenbo Zhang 0007 Yi Zhang Yongquan Zhang Yaxin Zhu