Convolutional Neural Networks for Water Content Classification and Prediction With Ground Penetrating Radar

IEEE Access ◽

10.1109/access.2019.2960768 ◽

2019 ◽

Vol 7 ◽

pp. 185385-185392 ◽

Author(s):

Jing Zheng ◽

Xingzhi Teng ◽

Jie Liu ◽

Xu Qiao

Keyword(s):

Neural Networks ◽

Water Content ◽

Convolutional Neural Networks ◽

Ground Penetrating Radar ◽

Content Classification ◽

Ground Penetrating

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Transfer and multitask learning using convolutional neural networks for buried wire detection from ground penetrating radar data

Detection and Sensing of Mines, Explosive Objects, and Obscured Targets XXIV ◽

10.1117/12.2518875 ◽

2019 ◽

Author(s):

Enver Aydin ◽

Seniha Esen Yüksel Erdem

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Ground Penetrating Radar ◽

Multitask Learning ◽

Ground Penetrating

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Improving convolutional neural networks for buried target detection in ground penetrating radar using transfer learning via pretraining

10.1117/12.2263112 ◽

2017 ◽

Author(s):

John Bralich ◽

Daniël Reichman ◽

Leslie M. Collins ◽

Jordan M. Malof

Keyword(s):

Neural Networks ◽

Transfer Learning ◽

Target Detection ◽

Convolutional Neural Networks ◽

Ground Penetrating Radar ◽

Ground Penetrating

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Some good practices for applying convolutional neural networks to buried threat detection in Ground Penetrating Radar

2017 9th International Workshop on Advanced Ground Penetrating Radar (IWAGPR) ◽

10.1109/iwagpr.2017.7996100 ◽

2017 ◽

Author(s):

Daniel Reichman ◽

Leslie M. Collins ◽

Jordan M. Malof

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Ground Penetrating Radar ◽

Threat Detection ◽

Good Practices ◽

Ground Penetrating

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Recognizing subsurface target responses in ground penetrating radar data using convolutional neural networks

10.1117/12.2177747 ◽

2015 ◽

Author(s):

Rayn T. Sakaguchi ◽

Kenneth D. Morton ◽

Leslie M. Collins ◽

Peter A. Torrione

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Ground Penetrating Radar ◽

Ground Penetrating

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Hyperbola Recognition from Ground Penetrating Radar Using Deep Convolutional Neural Networks

DEStech Transactions on Computer Science and Engineering ◽

10.12783/dtcse/aita2017/15982 ◽

2017 ◽

Author(s):

Zhi-jun LONG ◽

Bang-an XING ◽

Hai LIU ◽

Qing-huo LIU

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Ground Penetrating Radar ◽

Deep Convolutional Neural Networks ◽

Ground Penetrating

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Arbitrarily-oriented tunnel lining defects detection from Ground Penetrating Radar images using deep Convolutional Neural networks

Automation in Construction ◽

10.1016/j.autcon.2021.104044 ◽

2022 ◽

Vol 133 ◽

pp. 104044

Author(s):

Jing Wang ◽

Jiaqi Zhang ◽

Anthony G. Cohn ◽

Zhengfang Wang ◽

Hanchi Liu ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Ground Penetrating Radar ◽

Tunnel Lining ◽

Deep Convolutional Neural Networks ◽

Radar Images ◽

Ground Penetrating

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Correcting Water Content Measurement Errors Associated with Critically Refracted First Arrivals on Zero Offset Profiling Borehole Ground Penetrating Radar Profiles

Vadose Zone Journal ◽

10.2136/vzj2004.2780 ◽

2004 ◽

Vol 3 (1) ◽

pp. 278-287 ◽

Author(s):

Dale F. Rucker ◽

Ty P. A. Ferré

Keyword(s):

Water Content ◽

Ground Penetrating Radar ◽

Measurement Errors ◽

Content Measurement ◽

Zero Offset ◽

Ground Penetrating

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An Automatic Processing Framework for In Situ Determination of Ecohydrological Root Water Content by Ground-Penetrating Radar

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2021.3065066 ◽

2021 ◽

pp. 1-15

Author(s):

Xinbo Liu ◽

Li Guo ◽

Xihong Cui ◽

John R. Butnor ◽

Elizabeth W. Boyer ◽

...

Keyword(s):

Water Content ◽

Ground Penetrating Radar ◽

Automatic Processing ◽

Ground Penetrating ◽

Processing Framework

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Correction to "Ground-Penetrating Radar Measurement of Soil Water Content Dynamics Using a Suspended Horn Antenna"

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2004.835790 ◽

2004 ◽

Vol 42 (9) ◽

pp. 2016-2016

Keyword(s):

Water Content ◽

Soil Water Content ◽

Ground Penetrating Radar ◽

Horn Antenna ◽

Radar Measurement ◽

Ground Penetrating

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Permafrost soil water content evaluation using high-frequency ground-penetrating radar in Amdo catchment, Central Tibetan Plateau

2012 14th International Conference on Ground Penetrating Radar (GPR) ◽

10.1109/icgpr.2012.6254940 ◽

2012 ◽

Author(s):

Yingzhao Ma ◽

Yinsheng Zhang ◽

S. B. Farhan ◽

Yanhong Guo

Keyword(s):

Tibetan Plateau ◽

Water Content ◽

Soil Water Content ◽

Ground Penetrating Radar ◽

High Frequency ◽

Permafrost Soil ◽

Central Tibetan Plateau ◽

Content Evaluation ◽

Ground Penetrating

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