Datasets
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The eddy current raw data
- Citation Author(s):
- Submitted by:
- Meirbek Mussatayev
- Last updated:
- Thu, 05/16/2024 - 10:22
- DOI:
- 10.21227/kraf-rf03
- Data Format:
- Research Article Link:
- License:
- Categories:
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Abstract
This dataset abstract presents findings from a study focused on enhancing surface crack detection in railroad safety through the development and optimization of a hybrid Eddy Current Testing (ECT) probe. Traditional ECT methods often encounter challenges related to 'lift-off noise', which arises from variations in probe-to-material distances. To mitigate this issue, the study introduces a novel probe design that integrates transmit and differential receiver coils, aimed at improving detection sensitivity and minimizing lift-off impact. The research objectives include quantitative evaluation of each probe using signal-to-noise ratio (SNR), real-time data processing algorithm development based on SNR methodology, exploration of optimal frequency range near the electrical resonance of the receiver coil, and examination of sensitivity variations across varying lift-off distances.
Experimental results demonstrate that the newly designed probe, featuring a figure 8-shape driver coil, significantly enhances sensitivity in detecting surface cracks on railroads. Notably, the probe achieves an impressive SNR exceeding 100 for defects with minimal dimensions of 1 mm in width and depth. Simulation outcomes closely align with experimental findings, validating the investigation of optimal operational frequency (0.3 MHz) and lift-off distance (0.5 mm) for optimal probe performance.
The dataset derived from this project offers valuable insights into the performance and optimization of ECT probes for railroad safety applications, contributing to advancements in crack detection efficiency and ultimately enhancing railroad safety.
Supporting data relevant to the journal publication:
Towards Real-Time Railroad Inspection Using Directional Eddy Current Probe
by M. Mussatayev, M. Alanesi, 2024, IEEE Sensors journal.
Read-me written by Dr M Mussatayev, School of Electrical, Electronic and Mechanical Engineering, University of Bristol - 0000-0001-9563-8805 (ORCID number)
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This folder contains 3 folders containing .mat data files. Matlab is required to read the .mat files. Details of each folder sub-contents are detailed below:
- Non-uni_90_oContains 6 .mat files of experimental eddy current scan results of rail sample at frequencies ranging from 0.2 to 0.7 MHz with 0.1MHz incremenents for this probe configuration.
- EC probe with +point driverContains 30 .mat files of experimental eddy current scan results of rail sample at frequencies ranging from 0.4 to 1.3 MHz with 0.1MHz incremenents for this probe configuration.
- EC probe with 8 shape driverContains 30 .mat files of experimental eddy current scan results of rail sample at frequencies ranging from 0.15 to 0.6 MHz with 0.05MHz incremenents for this probe configuration.
Dataset Files
- This dataset presents findings from a study focused on enhancing surface crack detection of rail inspection using eddy current t Raw EC data.zip (17.81 GB)
- This demonstration video illustrates the experimental scanning process and the detection of anomalous signals Video demonstration.MOV (179.60 MB)
- All high-quality images used in the paper 1 Final submission.zip (27.91 MB)
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