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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Vydané v:	IEEE transactions on geoscience and remote sensing Ročník 62; s. 1 - 14
Hlavní autori:	Yang, Xiaopeng, Sun, Haoran, Guo, Conglong, Li, Yixuan, Gong, Junbo, Qu, Xiaodong, Lan, Tian
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	New York The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024
Predmet:	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
On-line prístup:	Získať plný text
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