# Multi-mode fault diagnosis datasets of gearbox under variable working conditions

**Authors:** Shijin Chen, Zeyi Liu, Xiao He, Dongliang Zou, Donghua Zhou

PMC · DOI: 10.1016/j.dib.2024.110453 · Data in Brief · 2024-04-18

## TL;DR

This paper introduces a dataset of gearbox vibration signals under various faults and operating conditions to help test and improve fault diagnosis methods.

## Contribution

The novelty lies in providing a comprehensive dataset with multiple fault types and variable working conditions for gearbox fault diagnosis.

## Key findings

- The dataset includes various fault types such as missing teeth, wear, and root cracks.
- It encompasses compound faults and operates under diverse speed and load conditions.
- The dataset supports testing the reliability of new fault diagnosis techniques.

## Abstract

The gearbox is a critical component of electromechanical systems. The occurrence of multiple faults can significantly impact system accuracy and service life. The vibration signal of the gearbox is an effective indicator of its operational status and fault information. However, gearboxes in real industrial settings often operate under variable working conditions, such as varying speeds and loads. It is a significant and challenging research area to complete the gearbox fault diagnosis procedure under varying operating conditions using vibration signals. This data article presents vibration datasets collected from a gearbox exhibiting various fault degrees of severity and fault types, operating under diverse speed and load conditions. These faults are manually implanted into the gears or bearings through precise machining processes, which include health, missing teeth, wear, pitting, root cracks, and broken teeth. Several kinds of actual compound faults are also encompassed. The development of these datasets facilitates testing the effectiveness and reliability of newly developed fault diagnosis methods.

## Full-text entities

- **Chemicals:** ER16K (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** start-stop, S001V

## Full text

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## Figures

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## References

12 references — full list in the complete paper: https://tomesphere.com/paper/PMC11070670/full.md

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Source: https://tomesphere.com/paper/PMC11070670