Layered Media Parameter Inversion Method Based on Deconvolution Autoencoder and Self-Attention Mechanism Using GPR Data

Layered medium parameter inversion is a crucial technique in ground-penetrating radar (GPR) data processing and has wide application in civil engineering and geological exploration. In response to the issues of high computational complexity and low accuracy associated with existing methods, a novel...

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Bibliographic Details
Published in:	IEEE transactions on geoscience and remote sensing Vol. 62; pp. 1 - 14
Main Authors:	Yang, Xiaopeng, Sun, Haoran, Guo, Conglong, Li, Yixuan, Gong, Junbo, Qu, Xiaodong, Lan, Tian
Format:	Journal Article
Language:	English
Published:	New York The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024
Subjects:	Accuracy Adaptability Autocorrelation Civil engineering Computational efficiency Computer applications Computing time Data acquisition Data analysis Data processing Deconvolution Feature extraction Geological surveys Ground penetrating radar Inversions Mathematical models Modules Multilayer perceptrons Parameters Radar Robustness (mathematics)
ISSN:	0196-2892, 1558-0644
Online Access:	Get full text
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