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VBL-VA001 — Lab-Scale Machine Vibration Fault Dataset [3.8 GB]

Industrial IoT
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Abstract

"Lab-scale vibration dataset with 4,000 CSV files for normal, bearing fault, misalignment, and unbalance states. 3.8 GB ZIP for predictive-maintenance classification."

Description

Overview

VBL-VA001 is a lab-scale vibration analysis dataset for predictive maintenance and machine-condition classification.

It covers four machine conditions: normal, bearing fault, misalignment, and unbalance.

The dataset was collected from a Panasonic GP-129JXK machine using an enDAQ LOG-0002-100G-DC-8GB-PC shock and vibration sensor.

Column Schema

ColumnDescription
xVibration signal on the x axis.
yVibration signal on the y axis.
zVibration signal on the z axis.
conditionMachine condition from folder structure: normal, bearing fault, misalignment, or unbalance.
file_idCSV file identifier within each condition folder.

Key Statistics

  • Total Records: 4,000 CSV files
  • Features: Three-axis vibration signals plus condition label from folder organization
  • File Format: CSV files in ZIP archive
  • File Size: 3.8 GB
  • Sampling Rate: 20 kHz; 5 seconds per CSV file

Use Cases

  • Predictive maintenance fault classification
  • Bearing fault, misalignment, and unbalance detection
  • Vibration signal analysis benchmarking

Source & Attribution

Created by Haris Ihsannur, Bagus Tris Atmaja, Suyanto, and Dhany Arifianto. Published on Zenodo with DOI 10.5281/zenodo.7006575.

View Data Structure

To explore column names, data types, and sample rows, visit the official dataset page on Zenodo.

Preview on Zenodo

Cite This Dataset

Ihsannur, Haris, Atmaja, Bagus Tris, Suyanto, & Arifianto, Dhany (2022). VBL-VA001 — Lab-Scale Machine Vibration Fault Dataset [3.8 GB]. [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.7006575

Source: Zenodo (2022) · DOI: 10.5281/zenodo.7006575

Indexed by IoTDataset.com on Jun 06, 2026

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