Datasets

• CWRU
• HUST
• HUSTbearing
• SCA
• MPFT
• Paderborn
• FEMTO (A.K.A. Pronostia)
• IMS (NASA)
• XJTU-SY
• JNU
• MAFAULDA
• Politecnico di Torino - DIRG
• German Aerospace Center (DLR)
• SEU
• Ottawa
• SDOL
• University of Seoul
• University of Ferrara
• KAIST
• UNSW
• HIT-SM
• HIT
• SUSU
• NCRA

CWRU

Website https://engineering.case.edu/bearingdatacenter

HUST

Paper https://bmcresnotes.biomedcentral.com/articles/10.1186/s13104-023-06400-4

HUSTbearing

Paper https://www.sciencedirect.com/science/article/pii/S0951832024000395?via%3Dihub

SCA

Paper https://www.mdpi.com/2306-5729/8/7/115

ID	Bearing	Sampling Rate (Hz)	Placement	Placement Side	Fixed Speed	Average Rotation Speed (RPM)	Fault Type
1	SKF 22320 E	640	Wire roller	DS	No	1120.6	Inner ring
2	SKF 6310	5120	Engine	DS	Yes	1162.0	Outer ring
3	SKF 6310	512	Wire roller	FS	No	34.6	Inner ring
4	SKF NU328 E	8192	Pump	FS	No	1100.3	Inner ring
5	SKF 7312 BEAP	12,800	Pump	DS	No	2483.5	Ball
6	SKF NU328 E	6400	Pump	FS	No	1208.2	Inner ring
7	SKF 7221 BECBY	4096	Strainer	Upper	Yes	700	Inner ring
8	SKF 6228	5120	Engine	DS	No	1105.9	Outer ring
9	SKF 6310	5120	Engine	DS	Yes	1162.0	Outer ring
10	SKF NU316 ECP	5120	Engine	DS	No	189.3	Outer ring
11	SKF 6228	5120, 12,800	Engine	FS	No	189.3	Not bearing related

MPFT

Data download - https://www.mfpt.org/fault-data-sets/

Paderborn

Apparently, the original link is not available anymore (https://mb.uni-paderborn.de/kat/forschung/datacenter/bearing-datacenter), alternative link - https://data.mendeley.com/datasets/65d3pzth7v/1

FEMTO (A.K.A. Pronostia)

Data download - https://github.com/Lucky-Loek/ieee-phm-2012-data-challenge-dataset?tab=readme-ov-file

IMS (NASA)

First paper: https://www.sciencedirect.com/science/article/pii/S0022460X0500221X#aep-section-id43

Most used citation: J. Lee, H. Qiu, G. Yu, J. Lin, and Rexnord Technical Services (2007). IMS, University of Cincinnati. “Bearing Data Set”, NASA Prognostics Data Repository, NASA Ames Research Center, Moffett Field, CA

Data download - https://www.nasa.gov/intelligent-systems-division/discovery-and-systems-health/pcoe/pcoe-data-set-repository/

XJTU-SY

Data download - https://biaowang.tech/xjtu-sy-bearing-datasets/

JNU

Paper - https://www.sciencedirect.com/science/article/pii/S0952197623001549#b12 Data download - https://github.com/ClarkGableWang/JNU-Bearing-Dataset

MAFAULDA

Data download - https://www02.smt.ufrj.br/~offshore/mfs/page_01.html#SEC1

Paper using this dataset - https://www.researchgate.net/publication/318767684_Improved_Similarity-Based_Modeling_for_the_Classification_of_Rotating-Machine_Failures

Politecnico di Torino - DIRG

Paper https://www.sciencedirect.com/science/article/pii/S0888327018306800

German Aerospace Center (DLR)

Paper https://www.sciencedirect.com/science/article/pii/S2352340923001373

SEU

Paper https://ieeexplore.ieee.org/abstract/document/8432110/

Data download - https://mlmechanics.ics.uci.edu/

Ottawa

2018 - (Huan Huang & Natalie Baddour)

Paper https://www.sciencedirect.com/science/article/pii/S2352340918314124

Data download - https://data.mendeley.com/datasets/v43hmbwxpm/1

2023 - (Mert Sehri & Patrick Dumond & Michel Bouchard)

Paper https://www.sciencedirect.com/science/article/pii/S2352340923004456?via%3Dihub

Data download - https://data.mendeley.com/datasets/y2px5tg92h/5

SDOL

Paper https://www.mdpi.com/2076-3417/10/20/7302

Data download - https://www.kau-sdol.com/bearing

University of Seoul

Paper https://www.sciencedirect.com/science/article/pii/S235234092400903X

University of Ferrara

Paper https://www.sciencedirect.com/science/article/pii/S2352340924005870

KAIST

Fault diagnostic

Paper https://www.sciencedirect.com/science/article/pii/S2352340923001671

Run-to-failure

Paper https://www.sciencedirect.com/science/article/pii/S235234092400372X?pes=vor&utm_source=scopus&getft_integrator=scopus

Data download - https://data.mendeley.com/datasets/5hcdd3tdvb/6

UNSW

Paper - https://www.sciencedirect.com/science/article/pii/S0888327021008116#s0030 Data download - https://data.mendeley.com/datasets/h4df4mgrfb/3

HIT-SM

Paper - https://iopscience.iop.org/article/10.1088/1361-6501/ac7941/meta Data download - https://github.com/hitwzc/Bearing-datasets

SpectraQuest MFS dataset

Seelf-built test rig dataset

HIT

Paper - https://ojs.istp-press.com/dmd/article/view/314/333 Data download - https://github.com/HouLeiHIT/HIT-dataset

SUSU

Paper - https://www.sciencedirect.com/science/article/pii/S0888327022005714?via%3Dihub#s0005

Data download - https://github.com/susu-cm/bearings-dataset

NCRA

Paper - https://www.sciencedirect.com/science/article/pii/S2352340922005170

Inspiration

https://github.com/hustcxl/Rotating-machine-fault-data-set/tree/master