Record Details
Time Domain Reflectometry Waveform Interpretation With Convolutional Neural Networks
University of Nebraska - Lincoln Digital Commons
| Field | Value |
|---|---|
| Title |
Time Domain Reflectometry Waveform Interpretation With Convolutional Neural Networks |
| Creator | Wang, Zhuangji Hua, Shan Timlin, Dennis Kojima, Yuki Lu, Songtao Sun, Wenguang Fleisher, David Horton, Robert Reddy, Vangimalla R. Tully, Katherine |
| Description | Interpreting time domain reflectometry (TDR) waveforms obtained in soils with non-uniform water content is an open question. We design a new TDR waveform interpretation model based on convolutional neural networks (CNNs) that can reveal the spatial variations of soil relative permittivity and water content along a TDR sensor. The proposed model, namely TDR-CNN, is constructed with three modules. First, the geometrical features of the TDR waveforms are extracted with a simplified version of... |
| Date | 2023-01-25T08:00:00Z |
| Type | text |
| Format | application/pdf |
| Identifier | https://digitalcommons.unl.edu/watercenterpubs/71 https://digitalcommons.unl.edu/context/watercenterpubs/article/1074/viewcontent/Wang_WRR_2023_Time_Domain_Reflectometry.pdf |
| Source | Faculty Publications from The Water Center |
| Publisher | DigitalCommons@University of Nebraska - Lincoln |
| Subject | Civil and Environmental Engineering Environmental Indicators and Impact Assessment Fresh Water Studies Hydraulic Engineering Hydrology Sustainability Water Resource Management |
