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

Citation Author(s):
Shijin
Chen
MCC5 Group Shanghai Co. LTD
Zeyi
Liu
Tsinghua University
Xiao
He
Tsinghua University
Dongliang
Zou
MCC5 Group Shanghai Co. LTD
Donghua
Zhou
Tsinghua University; Shandong University of Science and Technology
Submitted by:
Zeyi Liu
Last updated:
Mon, 04/08/2024 - 22:18
DOI:
10.21227/p8da-cr78
Data Format:
Research Article Link:
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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.

Instructions: 

“gear_pitting_H_speed_circulation_10Nm_1000rpm.csv”:a gearbox dataset for high teeth surface pitting. Single pit diameter is 1.5 mm. Gear output shaft torque is 10 Nm. The motor input shaft rotates at the 0-500-1000 rpm.

“gear_pitting_L_speed_circulation_20Nm_3000rpm.csv”:a gearbox dataset for light teeth surface pitting. Single pit diameter is 0.5 mm. Gear output shaft torque is 20 Nm. The motor input shaft rotates at the 0-2500-3000 rpm.

“gear_pitting_H_torque_circulation-1000rpm_10Nm.csv”:a gearbox dataset for high teeth surface pitting. Single pit diameter is 1.5 mm. The motor input shaft rotates at a constant speed of 1000 rpm. The torque of the gearbox output shaft is between 0-5-10Nm.

“gear_pitting_M_torque_circulation_3000rpm_20Nm.csv”:a gearbox dataset for medium teeth surface pitting. Single pit diameter is 0.5 mm. The motor input shaft rotates at a constant speed of 3000 rpm. The torque of the gearbox output shaft is between 0-15-20Nm.

Comments

The data set description article is being organized for publication. Please indicate the source and cite the following article:

@misc{MCC5-THU_gearbox,

title={Multi-mode fault diagnosis datasets of gearbox under variable working conditions},

author={Shijin Chen and Zeyi Liu and Xiao He and Dongliang Zou and Donghua Zhou},

year={2024},

eprint={2403.12521},

archivePrefix={arXiv},

primaryClass={eess.SY}}

Submitted by Zeyi Liu on Tue, 03/19/2024 - 21:49