{"title":"A Novel Scheme for Range Ambiguity Suppression of Spaceborne SAR Based on Underdetermined Blind Source Separation","authors":"Yunkai Deng, Shuhe Tang, Sheng Chang, Heng Zhang, Dacheng Liu, Wei Wang","doi":"10.1109/tgrs.2025.3556296","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556296","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"1 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143757930","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Regularization by Denoising for the Least-squares Reverse Time Migration with Source Encoding","authors":"Guangshuai Peng, Xiangbo Gong, Shiqi Lv, Zhiyu Cao, Yingkaer Nabi, Zhuo Xu","doi":"10.1109/tgrs.2025.3556863","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556863","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"3 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143757933","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Unveiling Strength: Efficient Recovery of Reflectivity from Coarsely Quantized Seismic Data","authors":"Naveed Iqbal","doi":"10.1109/tgrs.2025.3556189","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556189","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"21 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143744975","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yi Xie, Longyong Chen, Haibo Tang, Fubo Zhang, Tao Jiang, Zhenhua Li
{"title":"A Two-Dimensional Autofocus Algorithm for Long Synthetic Aperture Time SAR in Low Contrast Scenarios Based on Deep Neural Network","authors":"Yi Xie, Longyong Chen, Haibo Tang, Fubo Zhang, Tao Jiang, Zhenhua Li","doi":"10.1109/tgrs.2025.3556140","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556140","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"75 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143744976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Dual-Prior Conditional Probability Diffusion Model for Seismic Data Resolution Enhancement","authors":"Fuyao Sun, Ning Wu, Yue Li","doi":"10.1109/tgrs.2025.3556448","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556448","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"33 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143745026","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Prediction of the Geomechanical Properties of Anisotropic Reservoirs from Acoustic Logs using Machine Learning","authors":"Elsa Maalouf, Hayssam Chebli, Alissar Yehya","doi":"10.1109/tgrs.2025.3556039","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556039","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"19 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143745064","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sergi Hernández-Burgos, Ferran Gibert, Antoni Broquetas, Pol Villalvilla, Alejandro Egido, Gorka Moyano, Adrián Flores de la Cruz, Marco Fornari
{"title":"Accelerated Algorithm for Back-projection Fully Focused SAR Altimetry","authors":"Sergi Hernández-Burgos, Ferran Gibert, Antoni Broquetas, Pol Villalvilla, Alejandro Egido, Gorka Moyano, Adrián Flores de la Cruz, Marco Fornari","doi":"10.1109/tgrs.2025.3556544","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556544","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"51 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143744973","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Alessandro Sebastianelli, Francesco Mauro, Giulia Ciabatti, Dario Spiller, Bertrand Le Saux, Paolo Gamba, Silvia Ullo
{"title":"Quanv4EO: Empowering Earth Observation by means of Quanvolutional Neural Networks","authors":"Alessandro Sebastianelli, Francesco Mauro, Giulia Ciabatti, Dario Spiller, Bertrand Le Saux, Paolo Gamba, Silvia Ullo","doi":"10.1109/tgrs.2025.3556335","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556335","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"21 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143744992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Digital Surface Model-Embedded Intrinsic Hyperspectral Unmixing","authors":"Yanyuan Huang;Tianzhu Liu;Yanfeng Gu","doi":"10.1109/TGRS.2025.3553823","DOIUrl":"10.1109/TGRS.2025.3553823","url":null,"abstract":"High-precision spectral unmixing (SU) of hyperspectral image (HSI) faces a challenging problem in that it is difficult to distinguish the different objective classes presenting similar spectra without elevation information. A digital surface model (DSM) with the same spatial resolution as HSI can provide additional geometric information that can be useful for the HSI SU task. Existing SU methods that incorporate the DSM data miss the consideration that DSM data and hyperspectral data are actually different dimensions of information from different sensors observing the same scene. The intrinsic hyperspectral unmixing model can obtain the shading component and the reflectance component, which can be further decomposed into the endmember and the abundance. From a physical modeling perspective, the shadow component can be considered as the interaction of illumination and the geometric component from the DSM data; thus, the quality of hyperspectral unmixing under invariant illumination conditions can be significantly enhanced. Furthermore, the elevation information within the DSM data contributes to the unmixing process by distinguishing different objective classes with similar physiochemical properties at varying altitudes. Experimental validation is conducted using three HSI datasets. The results can indicate the robustness and superiority of the proposed unmixing method.","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"63 ","pages":"1-12"},"PeriodicalIF":7.5,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143744974","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Improving Model-Based Carbon Dioxide Datasets Using Deep Learning and Satellite Observations","authors":"Farhan Mustafa, Ming Xu","doi":"10.1109/tgrs.2025.3556309","DOIUrl":"https://doi.org/10.1109/tgrs.2025.3556309","url":null,"abstract":"","PeriodicalId":13213,"journal":{"name":"IEEE Transactions on Geoscience and Remote Sensing","volume":"72 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143744972","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}