Determination of bearing clearance by the application of neural networks

Nicolas Meier; Yashvardhan Biyani; Anthimos Georgiadis

doi:10.1109/ICSENS.2018.8589587

Determination of bearing clearance by the application of neural networks

Nicolas Meier
, Yashvardhan Biyani
, Anthimos Georgiadis

Manipal Academy of Higher Education

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › Begutachtung

4 Zitate (Scopus)

Abstract

The aim of the work is to investigate the relationship between bearing radial clearance and vibration frequencies during service. The bearing clearance can be determined based on the energy spectrum of the rotation vibration by the application of neural networks. Experimental investigations are performed using two double-row self-aligning ball bearings and vibration sensors in order to examine this assumption. The bearing vibrations are recorded at different clearances and rotation frequencies and analyzed. The developed system can be used for monitoring or prediction of clearance during service.

Originalsprache	Englisch
Titel	2018 IEEE SENSORS, SENSORS 2018 - Conference Proceedings : 2018 Confernce Proceedings
Seitenumfang	4
Erscheinungsort	Piscataway
Herausgeber (Verlag)	IEEE - Institute of Electrical and Electronics Engineers Inc.
Erscheinungsdatum	26.12.2018
Seiten	1620-1623
Aufsatznummer	8589587
ISBN (Print)	978-1-5386-4708-0
ISBN (elektronisch)	978-1-5386-4707-3
DOIs	https://doi.org/10.1109/ICSENS.2018.8589587
Publikationsstatus	Erschienen - 26.12.2018
Veranstaltung	IEEE Sensors 2018 - Pullman New Delhi Aerocity, New Delhi, Indien Dauer: 28.10.2018 → 31.10.2018 Konferenznummer: 17 https://2018.ieee-sensorsconference.org/ http://ieee-sensors2018.org/

Fachgebiete und Schlagwörter

Ingenieurwissenschaften
Sensoren
Lagerluft
Signalverarbeitung
Neuronale Netze
Wälzlager

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10.1109/ICSENS.2018.8589587

https://ieeexplore.ieee.org/document/8589587

Determination of Bearing Clearance by the Application of Neural Networks
Meier, N. (Sprecher*in)
28.10.2018 → 31.10.2018
Aktivität: Vorträge und Gastvorlesungen › Präsentationen (Poster ua.) › Forschung

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Meier, N., Biyani, Y., & Georgiadis, A. (2018). Determination of bearing clearance by the application of neural networks. in 2018 IEEE SENSORS, SENSORS 2018 - Conference Proceedings: 2018 Confernce Proceedings (S. 1620-1623). Artikel 8589587 (Proceedings of IEEE Sensors; Band 2018-October). IEEE - Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICSENS.2018.8589587

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title = "Determination of bearing clearance by the application of neural networks",

abstract = "The aim of the work is to investigate the relationship between bearing radial clearance and vibration frequencies during service. The bearing clearance can be determined based on the energy spectrum of the rotation vibration by the application of neural networks. Experimental investigations are performed using two double-row self-aligning ball bearings and vibration sensors in order to examine this assumption. The bearing vibrations are recorded at different clearances and rotation frequencies and analyzed. The developed system can be used for monitoring or prediction of clearance during service.",

keywords = "Engineering, Sensoren, Lagerluft, Signalverarbeitung, Neuronale Netze, W{\"a}lzlager",

author = "Nicolas Meier and Yashvardhan Biyani and Anthimos Georgiadis",

year = "2018",

month = dec,

day = "26",

doi = "10.1109/ICSENS.2018.8589587",

language = "English",

isbn = "978-1-5386-4708-0",

series = "Proceedings of IEEE Sensors",

publisher = "IEEE - Institute of Electrical and Electronics Engineers Inc.",

pages = "1620--1623",

booktitle = "2018 IEEE SENSORS, SENSORS 2018 - Conference Proceedings",

address = "United States",

note = "17th IEEE SENSORS Conference - SENSORS 2018, IEEE Sensors 2018 ; Conference date: 28-10-2018 Through 31-10-2018",

url = "https://2018.ieee-sensorsconference.org/, http://ieee-sensors2018.org/",

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Meier, N, Biyani, Y & Georgiadis, A 2018, Determination of bearing clearance by the application of neural networks. in 2018 IEEE SENSORS, SENSORS 2018 - Conference Proceedings: 2018 Confernce Proceedings., 8589587, Proceedings of IEEE Sensors, Bd. 2018-October, IEEE - Institute of Electrical and Electronics Engineers Inc., Piscataway, S. 1620-1623, IEEE Sensors 2018, New Delhi, Indien, 28.10.18. https://doi.org/10.1109/ICSENS.2018.8589587

Determination of bearing clearance by the application of neural networks. / Meier, Nicolas; Biyani, Yashvardhan; Georgiadis, Anthimos.
2018 IEEE SENSORS, SENSORS 2018 - Conference Proceedings: 2018 Confernce Proceedings. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 2018. S. 1620-1623 8589587 (Proceedings of IEEE Sensors; Band 2018-October).

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › Begutachtung

TY - CHAP

T1 - Determination of bearing clearance by the application of neural networks

AU - Meier, Nicolas

AU - Biyani, Yashvardhan

AU - Georgiadis, Anthimos

N1 - Conference code: 17

PY - 2018/12/26

Y1 - 2018/12/26

N2 - The aim of the work is to investigate the relationship between bearing radial clearance and vibration frequencies during service. The bearing clearance can be determined based on the energy spectrum of the rotation vibration by the application of neural networks. Experimental investigations are performed using two double-row self-aligning ball bearings and vibration sensors in order to examine this assumption. The bearing vibrations are recorded at different clearances and rotation frequencies and analyzed. The developed system can be used for monitoring or prediction of clearance during service.

AB - The aim of the work is to investigate the relationship between bearing radial clearance and vibration frequencies during service. The bearing clearance can be determined based on the energy spectrum of the rotation vibration by the application of neural networks. Experimental investigations are performed using two double-row self-aligning ball bearings and vibration sensors in order to examine this assumption. The bearing vibrations are recorded at different clearances and rotation frequencies and analyzed. The developed system can be used for monitoring or prediction of clearance during service.

KW - Engineering

KW - Sensoren

KW - Lagerluft

KW - Signalverarbeitung

KW - Neuronale Netze

KW - Wälzlager

UR - https://www.scopus.com/pages/publications/85060847887

U2 - 10.1109/ICSENS.2018.8589587

DO - 10.1109/ICSENS.2018.8589587

M3 - Article in conference proceedings

SN - 978-1-5386-4708-0

T3 - Proceedings of IEEE Sensors

SP - 1620

EP - 1623

BT - 2018 IEEE SENSORS, SENSORS 2018 - Conference Proceedings

PB - IEEE - Institute of Electrical and Electronics Engineers Inc.

CY - Piscataway

T2 - 17th IEEE SENSORS Conference - SENSORS 2018

Y2 - 28 October 2018 through 31 October 2018

ER -

Determination of bearing clearance by the application of neural networks

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Determination of Bearing Clearance by the Application of Neural Networks

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