Wavelength Extraction and Analysis of Wind Streaks in SAR Imagery.

Gang Zheng 0001 Southern Marine Science and Engineering Guangdong Laboratory, Second Institute of Oceanography, Zhuhai, China https://orcid.org/0000-0001-8507-7880 https://www.wikidata.org/entity/Q98652052 Gang Zheng Gang Zheng 0002 Foshan University, School of Mathematics, and Big Data, China University of Lille, Inria, CNRS, France https://orcid.org/0000-0002-5671-7700 Gang Zheng 0003 Nanjing University School of Medicine, Department of Medical Imaging, Jinling Hospital, China https://orcid.org/0000-0003-2864-0395 https://www.wikidata.org/entity/Q87692612 Gang Zheng 0004 Wuhan University, GNSS Research Center, China https://orcid.org/0009-0000-0405-0724 https://orcid.org/0000-0003-3407-0886 Gang Zheng 0005 Zhejiang University, China Gang Zheng 0006 Meituan, Beijing, China Gang Zheng 0007 XuZhou Central Hospital, XuZhou, Jiangsu, China Gang Zheng 0008 University of Electronic Science and Technology of China, Chengdu, China

Lizhang Zhou Gang Zheng 0001 Chen Wang 0038 Jinliang Shao Peng Chen 0019 Lin Ren Xuanwei Wan Yuanyuan Zhu He Wang 0005 Wavelength Extraction and Analysis of Wind Streaks in SAR Imagery. 16769-16779 2025 18 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2025.3584105 db/journals/staeors/staeors18.html#ZhouZWSCRWZW25 streams/journals/staeors

Yu Chai Xinhai Han Yiqi Wang Dan Luo Jingsong Yang Peng Chen 0019 Gang Zheng 0001 TransOilSeg: A Novel SAR Oil Spill Detection Method Addressing Data Limitations and Look-Alike Confusions. 1-16 2025 63 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2025.3542810 db/journals/tgrs/tgrs63.html#ChaiHWLYCZ25 streams/journals/tgrs

Xiunan Li Peng Chen 0019 Jingsong Yang Wentao An Gang Zheng 0001 Dan Luo Aiying Lu Ship Target Search in Multisource Visible Remote Sensing Images Based on Two-Branch Deep Learning. 1-5 2024 21 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2024.3401458 db/journals/lgrs/lgrs21.html#LiCYAZLL24

Lin Ren Xiao Dong Limin Cui Jingsong Yang Yi Zhang Peng Chen 0023 Gang Zheng 0001 Lizhang Zhou NRCS Recalibration and Wind Speed Retrieval for SWOT KaRIn Radar Data. 3103 2024 August 16 Remote. Sens. 16 https://doi.org/10.3390/rs16163103 db/journals/remotesensing/remotesensing16.html#RenDCYZCZZ24 streams/journals/remotesensing

Zimu Wang Xiunan Li Peng Chen 0019 Dan Luo Gang Zheng 0001 Xin Chen 0017 A Monocular Ranging Method for Ship Targets Based on Unmanned Surface Vessels in a Shaking Environment. 4220 2024 16 Remote. Sens. 22 https://doi.org/10.3390/rs16224220 db/journals/remotesensing/remotesensing16.html#WangLCLZC24 streams/journals/remotesensing

Xiunan Li Peng Chen 0019 Jingsong Yang Wentao An Gang Zheng 0001 Dan Luo Aiying Lu Zimu Wang TKP-Net: A Three Keypoint Detection Network for Ships Using SAR Imagery. 364-376 2024 17 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2023.3329252 db/journals/staeors/staeors17.html#LiCYAZLLW24

Gang Zheng 0001 Jian Guo Liu 0005 Liang Wu Peng Chen 0019 Qiaoyan Wu Jie Ming Lizhang Zhou Cloud-Top Motion Variation of a Landfall Typhoon Observed by Geostationary Satellite Imagery. 7577-7591 2024 17 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2024.3378572 db/journals/staeors/staeors17.html#ZhengLWCWMZ24

Jia Wang Gang Zheng 0001 Jiali Yu Jinliang Shao Yinfei Zhou Sea Surface Temperature Prediction Method Based on Deep Generative Adversarial Network. 14704-14711 2024 17 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2024.3439022 db/journals/staeors/staeors17.html#WangZYSZ24 streams/journals/staeors

Shanshan Mu Xiaofeng Li 0001 Haoyu Wang Gang Zheng 0001 William Perrie Chong Wang 0018 High-Resolution Tropical Cyclone Rainfall Detection From C-Band SAR Imagery With Deep Learning. 1-15 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2024.3445280 db/journals/tgrs/tgrs62.html#MuLWZPW24 streams/journals/tgrs

Qingren Yao Yuan Zhou 0006 Chang Tang Wei Xiang 0001 Gang Zheng 0001 End-to-End Hyperspectral Image Change Detection Based on Band Selection. 1-14 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2024.3382638 db/journals/tgrs/tgrs62.html#YaoZTXZ24

Gang Zheng 0001 Xiaofeng Li 0001 Empirical Function Method: A Precise Approach for Filling Data Gaps in Satellite Sea Surface Temperature Imagery. 1-14 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2023.3335940 db/journals/tgrs/tgrs62.html#ZhengL24

Gang Zheng 0001 Yinfei Zhou Bin Liu 0019 Lizhang Zhou Han Jiang Xuanwei Wan Peng Chen 0019 Difference-Focusing Fusion Decision Method: An Ensemble Learning Framework and Its Application in Improving Deep Learning Sea-Land Segmentation for Waterline Extraction in Synthetic Aperture Radar Imagery. 1-14 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2024.3446317 db/journals/tgrs/tgrs62.html#ZhengZLZJWC24 streams/journals/tgrs

Xiaohui Li 0011 Xinhai Han Jiuke Wang J. Wang Guoqi Han Gang Zheng 0001 Lizhang Zhou Peng Chen 0023 Lin Ren Yiqi Wang Retrieving Tropical Cyclone Wind Speed with Random Forest Using RADARSAT and Sentinel-1A/B SAR Images. 6795-6797 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10641454 conf/igarss/2024 db/conf/igarss/igarss2024.html#LiHWWHZZCRW24 streams/conf/igarss

Xinhai Han Xiaohui Li 0011 Jingsong Yang Jiuke Wang Gang Zheng 0001 Lin Ren Peng Chen 0023 He Fang Qingmei Xiao Dual-Level Contextual Attention Generative Adversarial Network for Reconstructing SAR Wind Speeds in Tropical Cyclones. 2454 2023 May 15 Remote. Sens. 9 https://doi.org/10.3390/rs15092454 db/journals/remotesensing/remotesensing15.html#HanLYWZRCFX23

Xiaofang Yao Gang Zheng 0001 Jiali Yu Jinliang Shao Jialu Zuo Robust Prediction of Sea Surface Temperature Based on SSPGAN. 9823-9832 2023 16 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2023.3316731 db/journals/staeors/staeors16.html#YaoZYSZ23

Kangyu Zhang Biao Zhang 0001 William Perrie Gang Zheng 0001 Jingsong Yang He Fang Assessment of Thermal Noise Effect on Wind Speed Retrieval Accuracy Using Sentinel-1 Cross-Polarized TOPSAR Images. 1-11 2023 61 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2023.3323260 db/journals/tgrs/tgrs61.html#ZhangZPZYF23

He Wang 0005 Jingsong Yang Bertrand Chapron Gang Zheng 0001 Jianqiang Liu 0001 Lin Ren Jianhua Zhu Determining Errors in Directional Buoy-Derived Swell Heights via the Joint Analysis of Space-Borne Radars and WaveWatch III Simulations. 1-5 2022 19 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2022.3216667 db/journals/lgrs/lgrs19.html#WangYCZLRZ22

Xiaohui Li 0011 Jingsong Yang Guoqi Han Lin Ren Gang Zheng 0001 Peng Chen 0023 Han Zhang 0016 Tropical Cyclone Wind Field Reconstruction and Validation Using Measurements from SFMR and SMAP Radiometer. 3929 2022 14 Remote. Sens. 16 https://doi.org/10.3390/rs14163929 https://www.wikidata.org/entity/Q114604145 db/journals/remotesensing/remotesensing14.html#LiYHRZCZ22

Guangyang Liu Bin Liu 0019 Gang Zheng 0001 Xiaofeng Li 0001 Environment Monitoring of Shanghai Nanhui Intertidal Zone With Dual-Polarimetric SAR Data Based on Deep Learning. 1-18 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2022.3197149 db/journals/tgrs/tgrs60.html#LiuLZL22

Chong Wang 0018 Gang Zheng 0001 Xiaofeng Li 0001 Qing Xu 0009 Bin Liu 0019 Jun A. Zhang Tropical Cyclone Intensity Estimation From Geostationary Satellite Imagery Using Deep Convolutional Neural Networks. 1-16 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2021.3066299 https://www.wikidata.org/entity/Q114628761 db/journals/tgrs/tgrs60.html#WangZLXLZ22

Yan Wang 0002 Gang Zheng 0001 Xiaofeng Li 0001 Lizhang Zhou Bin Liu 0019 Peng Chen 0019 Lin Ren Xiaohui Li 0011 An Automatic Algorithm for Estimating Tropical Cyclone Centers in Synthetic Aperture Radar Imagery. 1-16 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2021.3105705 https://www.wikidata.org/entity/Q114628753 db/journals/tgrs/tgrs60.html#WangZLZLCRL22

Lizhang Zhou Gang Zheng 0001 Jingsong Yang Xiaofeng Li 0001 Bin Zhang He Wang 0005 Peng Chen 0019 Yan Wang 0002 Sea Surface Wind Speed Retrieval From Textures in Synthetic Aperture Radar Imagery. 1-11 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2021.3062401 db/journals/tgrs/tgrs60.html#ZhouZYLZWCW22

Ping Du Anyong Qing Gang Zheng 0001 Penghao Hu Fast Wideband Monostatic Scattering Analysis Method Combining Macro-Block Characteristic Basis Function Method With Improved FIR for Freestanding Large-Scale Finite Periodic Arrays. 15603-15608 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3052612 db/journals/access/access9.html#DuQZH21

Xiaohui Li 0011 Dongkai Yang Guoqi Han Lei Yang 0034 Jiuke Wang Jingsong Yang Dake Chen Gang Zheng 0001 Exploiting the Potential of Coastal GNSS-R for Improving Storm Surge Modeling. 1134-1138 2021 18 IEEE Geosci. Remote. Sens. Lett. 7 https://doi.org/10.1109/LGRS.2020.2996415 db/journals/lgrs/lgrs18.html#LiYHYWYCZ21

Xiaohui Li 0011 Dongkai Yang Jingsong Yang Guoqi Han Gang Zheng 0001 Weiqiang Li 0001 Validation of NOAA CyGNSS Wind Speed Product with the CCMP Data. 1832 2021 13 Remote. Sens. 9 https://doi.org/10.3390/rs13091832 db/journals/remotesensing/remotesensing13.html#LiYYHZL21

Guangyang Liu Bin Liu 0019 Xiaofeng Li 0001 Gang Zheng 0001 Classification of Multi-Channel SAR Data Based on MB-U<sup>2</sup>-ACNet Model for Shanghai Nanhui Dongtan Intertidal Zone Environment Monitoring. 7366-7369 2021 IGARSS https://doi.org/10.1109/IGARSS47720.2021.9555172 conf/igarss/2021 db/conf/igarss/igarss2021.html#LiuLLZ21 Bin Liu 0019 Xiaofeng Li 0001 Gang Zheng 0001 Automatic Mapping of Tropical Cyclone-Induced Coastal Inundation in SAR Imagery Based on Clustering of Deep Features. 5765-5768 2020 IGARSS https://doi.org/10.1109/IGARSS39084.2020.9324529 conf/igarss/2020 db/conf/igarss/igarss2020.html#LiuLZ20

Tangao Hu Yiyue Wu Gang Zheng 0001 Dengrong Zhang Yuzhou Zhang Yao Li 0035 Tropical Cyclone Center Automatic Determination Model Based on HY-2 and QuikSCAT Wind Vector Products. 709-721 2019 57 IEEE Trans. Geosci. Remote. Sens. 2 https://doi.org/10.1109/TGRS.2018.2859819 https://www.wikidata.org/entity/Q129388396 db/journals/tgrs/tgrs57.html#HuWZZZL19

Gang Zheng 0001 Jingsong Yang Xiaofeng Li 0001 Lizhang Zhou Lin Ren Peng Chen 0019 Huaguo Zhang 0002 Xiulin Lou Using Artificial Neural Network Ensembles With Crogging Resampling Technique to Retrieve Sea Surface Temperature From HY-2A Scanning Microwave Radiometer Data. 985-1000 2019 57 IEEE Trans. Geosci. Remote. Sens. 2 https://doi.org/10.1109/TGRS.2018.2863948 db/journals/tgrs/tgrs57.html#ZhengY0ZR0ZL19

Jianguo Liu 0005 Gang Zheng 0001 Jingsong Yang Juan Wang 0009 Top Cloud Motion Field of Typhoon Megi-2016 Revealed by GF-4 Images. 4427-4444 2019 57 IEEE Trans. Geosci. Remote. Sens. 7 https://doi.org/10.1109/TGRS.2019.2891207 https://www.wikidata.org/entity/Q128467375 db/journals/tgrs/tgrs57.html#LiuZYW19

Lin Ren Jingsong Yang Alexis Aurelien Mouche He Wang 0005 Gang Zheng 0001 Juan Wang 0009 Huaguo Zhang 0002 Xiulin Lou Peng Chen 0019 Assessments of Ocean Wind Retrieval Schemes Used for Chinese Gaofen-3 Synthetic Aperture Radar Co-Polarized Data. 7075-7085 2019 57 IEEE Trans. Geosci. Remote. Sens. 9 https://doi.org/10.1109/TGRS.2019.2911325 https://www.wikidata.org/entity/Q127902088 db/journals/tgrs/tgrs57.html#RenYMWZWZLC19

Gang Zheng 0001 Jianguo Liu 0005 Jingsong Yang Xiaofeng Li 0001 Automatically Locate Tropical Cyclone Centers Using Top Cloud Motion Data Derived From Geostationary Satellite Images. 10175-10190 2019 57 IEEE Trans. Geosci. Remote. Sens. 12 https://doi.org/10.1109/TGRS.2019.2931795 db/journals/tgrs/tgrs57.html#ZhengLYL19

Gang Zheng 0001 Xiaofeng Li 0001 Bin Liu 0019 AI-Based Remote Sensing Oceanography - Image Classification, Data Fusion, Algorithm Development and Phenomenon Forecast. 7940-7943 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8899779 conf/igarss/2019 db/conf/igarss/igarss2019.html#Zheng0L19 Chong Wang 0018 Qing Xu 0009 Gang Zheng 0001 Xiaofeng Li 0001 Estimating Typhoon Intensity with Convolutional Neural Network. 10011-10014 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8900127 conf/igarss/2019 db/conf/igarss/igarss2019.html#WangXZ019

Xiaohui Li 0011 Guoqi Han Jingsong Yang Dake Chen Gang Zheng 0001 Nan Chen Using Satellite Altimetry to Calibrate the Simulation of Typhoon Seth Storm Surge off Southeast China. 2018 10 Remote. Sens. 4 https://doi.org/10.3390/rs10040657 db/journals/remotesensing/remotesensing10.html#LiHYCZC18 657

Lin Ren Jingsong Yang Yongjun Jia Xiao Dong Juan Wang 0009 Gang Zheng 0001 Sea Surface Wind Speed Retrieval and Validation of the Interferometric Imaging Radar Altimeter Aboard the Chinese Tiangong-2 Space Laboratory. 4718-4724 2018 11 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12 https://doi.org/10.1109/JSTARS.2018.2879753 https://www.wikidata.org/entity/Q128920133 db/journals/staeors/staeors11.html#RenYJDWZ18

Gang Zheng 0001 Xiaofeng Li 0001 Lizhang Zhou Jingsong Yang Lin Ren Peng Chen 0019 Huaguo Zhang 0002 Xiulin Lou Development of a Gray-Level Co-Occurrence Matrix-Based Texture Orientation Estimation Method and Its Application in Sea Surface Wind Direction Retrieval From SAR Imagery. 5244-5260 2018 56 IEEE Trans. Geosci. Remote. Sens. 9 https://doi.org/10.1109/TGRS.2018.2812778 https://www.wikidata.org/entity/Q130027826 db/journals/tgrs/tgrs56.html#ZhengLZYRCZL18

Tangao Hu Xiao Wang Dengrong Zhang Gang Zheng 0001 Yuzhou Zhang Yiyue Wu Bin Xie Study on Typhoon Center Monitoring Based on HY-2 and FY-2 Data. 2350-2354 2017 14 IEEE Geosci. Remote. Sens. Lett. 12 https://doi.org/10.1109/LGRS.2017.2764620 db/journals/lgrs/lgrs14.html#HuWZZZWX17

Lizhang Zhou Gang Zheng 0001 Xiaofeng Li 0001 Jingsong Yang Lin Ren Peng Chen 0019 Huaguo Zhang 0002 Xiulin Lou An Improved Local Gradient Method for Sea Surface Wind Direction Retrieval from SAR Imagery. 671 2017 9 Remote. Sens. 7 https://doi.org/10.3390/rs9070671 db/journals/remotesensing/remotesensing9.html#ZhouZLYRCZL17

Lin Ren Jingsong Yang Alexis Mouche He Wang 0005 Juan Wang 0009 Gang Zheng 0001 Huaguo Zhang 0002 Preliminary Analysis of Chinese GF-3 SAR Quad-Polarization Measurements to Extract Winds in Each Polarization. 1215 2017 9 Remote. Sens. 12 https://doi.org/10.3390/rs9121215 db/journals/remotesensing/remotesensing9.html#RenYMWWZZ17

Lin Ren Jingsong Yang Qingmei Xiao Gang Zheng 0001 Juan Wang 0009 On CFOSAT swim wave spectrometer retrieval of ocean waves. 1966-1969 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8127365 conf/igarss/2017 db/conf/igarss/igarss2017.html#RenYXZW17 Jingsong Yang Lin Ren Juan Wang 0009 Gang Zheng 0001 Xiaohui Li 0011 Preliminary retrieval of ocean winds and waves from Chinese newly launched spaceborne microwave sensors. 4040-4045 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8127887 conf/igarss/2017 db/conf/igarss/igarss2017.html#YangRWZL17

Gang Zheng 0001 Jingsong Yang Antony K. Liu Xiaofeng Li 0001 William G. Pichel Shuangyan He Comparison of Typhoon Centers From SAR and IR Images and Those From Best Track Data Sets. 1000-1012 2016 54 IEEE Trans. Geosci. Remote. Sens. 2 https://doi.org/10.1109/TGRS.2015.2472282 db/journals/tgrs/tgrs54.html#ZhengYLLPH16

Lin Ren Jingsong Yang Yunhua Zhang Wenshuai Zhai Gang Zheng 0001 Juan Wang 0009 Exploring for the wind speed retrieval from Interferometric Imaging Radar Altimeter. 4637-4640 2016 IGARSS https://doi.org/10.1109/IGARSS.2016.7730210 conf/igarss/2016 db/conf/igarss/igarss2016.html#RenYZZZW16 Wentao An Yu Chai Bertrand Chapron Dake Chen Nan Chen Peng Chen 0019 Peng Chen 0023 Xin Chen 0017 Limin Cui Xiao Dong Ping Du He Fang Guoqi Han Xinhai Han Shuangyan He Penghao Hu Tangao Hu Yongjun Jia Han Jiang Weiqiang Li 0001 Xiaofeng Li 0001 Xiaohui Li 0011 Xiunan Li Yao Li 0035 Antony K. Liu Bin Liu 0019 Guangyang Liu Jian Guo Liu 0005Jianguo Liu 0005 Jianqiang Liu 0001 Xiulin Lou Aiying Lu Dan Luo Jie Ming Alexis MoucheAlexis Aurelien Mouche Shanshan Mu William Perrie William PichelWilliam G. Pichel Anyong Qing Lin Ren Jin-Liang ShaoJinliang Shao Chang Tang Xuanwei Wan Chen Wang 0038 Chong Wang 0018 Haoyu Wang He Wang 0005 J. Wang Jia Wang Jiuke Wang Juan Wang 0009 Xiao Wang Yan Wang 0002 Yiqi Wang Zimu Wang Liang Wu Qiaoyan Wu Yiyue Wu Wei Xiang 0001 Qingmei Xiao Bin Xie Qing Xu 0009 Dongkai Yang Jingsong Yang Lei Yang 0034 Qingren Yao Xiaofang Yao Jiali Yu Wenshuai Zhai Biao Zhang 0001 Bin Zhang Dengrong Zhang Han Zhang 0016 Huaguo Zhang 0002 Jun A. Zhang Kangyu Zhang Yi Zhang Yunhua Zhang Yuzhou Zhang Lizhang Zhou Yinfei Zhou Yuan Zhou 0006 Jianhua Zhu Yuanyuan Zhu Jialu Zuo