---
_id: '9980'
abstract:
- lang: eng
  text: Die Erfindung betrifft ein Gerät mit wenigstens einem elastisch verformbaren
    Bauteil als Strukturteil und/oder Lagerteil, auf das im Betriebsverlauf von wechselnden
    Betriebszuständen abhängige, unterschiedliche Verformungskräfte einwirken, die
    zu einem die Bauteilnutzungsdauer begrenzenden Bauteilverschleiß führen, und mit
    einer Einrichtung zur Bestimmung der Bauteilnutzungsdauer und einer verschleißbedingten
    Bauteil-Restnutzungsdauer. Erfindungsgemäß wird ein sich zeitversetzt wiederholender,
    jeweils gleicher Betriebszustand vorbestimmt, dem eine jeweils gleiche, periodisch
    wirkende Verformungskraft zugeordnet ist, durch die das elastisch verformbare
    Bauteilmaterial periodisch verformt wird, wobei durch Walkarbeit ein Energieeintrag
    mit einem messbaren Temperaturanstieg im Vergleich zu einer Umgebungstemperatur
    erfolgt und wobei der jeweilige Temperaturanstieg als Kenngröße im Verlauf einer
    Bauteilnutzungsdauer entsprechend einer abnehmenden Bauteilsteifigkeit größer
    wird. Ein solcher vorbestimmter Betriebszustand wird jeweils von einer Messund
    Auswerteeinheit erkannt und ein Messvorgang durch ein Startsignal selbsttätig
    gestartet, wobei mit wenigstens einem bauteilzugeordneten Temperatursensor, der
    aktuelle Temperaturanstieg im Vergleich zur Umgebungstemperatur als Kenngröße
    für eine aktuelle Bauteilsteifigkeit gemessen und jeweils in einer Messkurve gespeichert
    und verglichen wird.
application_date: 02.02.2017
application_number: 10 2017 000 926.0
author:
- first_name: Kai
  full_name: Reinke, Kai
  last_name: Reinke
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: James Kuria
  full_name: Kimotho, James Kuria
  last_name: Kimotho
citation:
  ama: 'Reinke K, Bender A, Meyer T, Sextro W, Kimotho JK. Patent DE 10 2017 000 926
    B4: Gerät mit wenigstens einem elastisch verformbaren Bauteil, insbesondere einem
    Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung des Beginns einer
    verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren zur Bestimmung
    der Bauteil-Restnutzungsdauer. Published online 2022.'
  apa: 'Reinke, K., Bender, A., Meyer, T., Sextro, W., &#38; Kimotho, J. K. (2022).
    <i>Patent DE 10 2017 000 926 B4: Gerät mit wenigstens einem elastisch verformbaren
    Bauteil, insbesondere einem Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung
    des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren
    zur Bestimmung der Bauteil-Restnutzungsdauer.</i>'
  bibtex: '@article{Reinke_Bender_Meyer_Sextro_Kimotho_2022, title={Patent DE 10 2017
    000 926 B4: Gerät mit wenigstens einem elastisch verformbaren Bauteil, insbesondere
    einem Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung des Beginns
    einer verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren zur Bestimmung
    der Bauteil-Restnutzungsdauer.}, author={Reinke, Kai and Bender, Amelie and Meyer,
    Tobias and Sextro, Walter and Kimotho, James Kuria}, year={2022} }'
  chicago: 'Reinke, Kai, Amelie Bender, Tobias Meyer, Walter Sextro, and James Kuria
    Kimotho. “Patent DE 10 2017 000 926 B4: Gerät Mit Wenigstens Einem Elastisch Verformbaren
    Bauteil, Insbesondere Einem Gummi-Metall-Lager Und Mit Einer Einrichtung Zur Feststellung
    Des Beginns Einer Verschleißbedingten Bauteil-Restnutzungsdauer, Sowie Verfahren
    Zur Bestimmung Der Bauteil-Restnutzungsdauer.,” 2022.'
  ieee: 'K. Reinke, A. Bender, T. Meyer, W. Sextro, and J. K. Kimotho, “Patent DE
    10 2017 000 926 B4: Gerät mit wenigstens einem elastisch verformbaren Bauteil,
    insbesondere einem Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung
    des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren
    zur Bestimmung der Bauteil-Restnutzungsdauer.” 2022.'
  mla: 'Reinke, Kai, et al. <i>Patent DE 10 2017 000 926 B4: Gerät Mit Wenigstens
    Einem Elastisch Verformbaren Bauteil, Insbesondere Einem Gummi-Metall-Lager Und
    Mit Einer Einrichtung Zur Feststellung Des Beginns Einer Verschleißbedingten Bauteil-Restnutzungsdauer,
    Sowie Verfahren Zur Bestimmung Der Bauteil-Restnutzungsdauer.</i> 2022.'
  short: K. Reinke, A. Bender, T. Meyer, W. Sextro, J.K. Kimotho, (2022).
date_created: 2019-05-27T09:44:22Z
date_updated: 2023-09-28T09:48:38Z
ddc:
- '620'
department:
- _id: '151'
file:
- access_level: closed
  content_type: application/pdf
  creator: ekubi
  date_created: 2022-09-07T05:04:49Z
  date_updated: 2022-09-07T05:04:49Z
  file_id: '33276'
  file_name: DE102017000926B4_1.pdf
  file_size: 244882
  relation: main_file
  success: 1
file_date_updated: 2022-09-07T05:04:49Z
has_accepted_license: '1'
ipc: G01M 7/00 (2006.01)
ipn: 'DE: 10 2017 000 926 B4 '
page: '1'
publication_date: 31.03.2022
status: public
title: 'Patent DE 10 2017 000 926 B4: Gerät mit wenigstens einem elastisch verformbaren
  Bauteil, insbesondere einem Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung
  des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren
  zur Bestimmung der Bauteil-Restnutzungsdauer.'
type: patent
user_id: '210'
year: '2022'
...
---
_id: '27652'
abstract:
- lang: ger
  text: "Aufgrund der Fortschritte der Digitalisierung finden Systeme zur Zustandsüberwachung
    vermehrt Einsatz in der Industrie, um durch eine zustandsbasierte oder eine prädiktive
    Instandhaltung Vorteile, wie eine verbesserte Zuverlässigkeit und geringere Kosten
    zu erzielen. Dabei beruhen Zustandsüberwachungssysteme auf den folgenden Bausteinen:
    Sensorik, Datenvorverarbeitung, Merkmalsextraktion und -auswahl, Diagnose bzw.
    Prognose sowie einer Entscheidungsfindung basierend auf den Ergebnissen. Jeder
    dieser Bausteine erfordert individuelle Einstellungen, um ein geeignetes Zustandsüberwachungssystem
    für die jeweilige Anwendung zu entwickeln. Eine offene Fragestellung im Bereich
    der Zustandsüberwachung ergibt sich aufgrund der Unsicherheit der Zukunft, die
    sich in den zukünftigen Betriebs- und Umgebungsbedingungen zeigt. Diese Unsicherheit
    gilt es in allen Bausteinen zu berücksichtigen.\r\nDieser Beitrag konzentriert
    sich auf den Baustein Merkmalsextraktion und -selektion, mit dem Ziel anhand geeigneter
    Merkmale eine Prognose der nutzbaren Restlebensdauer mit hoher Genauigkeit realisieren
    zu können. Daher werden geeignete Merkmale aus dem Zeitbereich und daraus abgeleitete
    Zustandsindikatoren für die Restlebensdauerprognose von technischen Systemen vorgestellt.
    Dabei sind Zustandsindikatoren Kenngrößen zur Beobachtung des Zustands der kritischen
    Systemkomponenten. Anhand dreier Anwendungsbeispiele wird ihre Eignung evaluiert.
    Dabei werden Daten aus Lebensdauerversuchen unter instationären Betriebs- und
    Umgebungsbedingungen ausgewertet. Die auftretenden Unsicherheiten der Zukunft
    werden somit berücksichtigt. Die Beispielsysteme beruhen auf Gummi-Metall-Elementen
    und Wälzlagern. Aus den generierten Ergebnissen lässt sich schließen, dass die
    Zustandsindikatoren aus der betrachteten Zeitreihen-Toolbox auch unter unbekannten
    Betriebs- und Umgebungsbedingungen robust sind.\r\n"
- lang: eng
  text: "Due to the advances in digitalization, condition monitoring systems have
    found numerous applications in the industry due to benefits such as improved reliability
    and lowered costs through condition-based or predictive maintenance. Condition
    monitoring systems typically involve elements, such as data acquisition via suitable
    sensors, data preprocessing, feature extraction and selection, diagnostics, prognostics
    and (maintenance) decisions based on diagnosis or prognosis. For the application-specific
    development of a suitable condition monitoring system, each of these elements
    requires individual settings. Due to the uncertainty of the future, an open question
    arises in the condition monitoring field, which is reflected in unknown future
    operating and environmental conditions. This uncertainty needs consideration in
    all elements of a condition monitoring system.\r\nThis article focuses on feature
    extraction and selection, building on the hypothesis that the remaining useful
    life of a technical system can be predicted with high accuracy utilizing suitable
    features. In this article, health indicators derived from time-domain features
    that permit the monitoring of the health of critical system components are presented
    for predicting the remaining useful life of technical systems. Three distinct
    application examples based on rubber-metal elements and rolling-element bearings
    are evaluated to validate the suitability of the presented methods. Experimental
    data from accelerated lifetime tests conducted under non-stationary operating
    and environmental conditions are considered to take possible future uncertainties
    into account. It can be concluded from the acquired results that health indicators
    derived from the presented time series toolbox are robust to varying operating
    and environmental conditions.\r\n"
author:
- first_name: Osarenren Kennedy
  full_name: Aimiyekagbon, Osarenren Kennedy
  id: '9557'
  last_name: Aimiyekagbon
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Aimiyekagbon OK, Bender A, Sextro W. Extraktion und Selektion geeigneter Merkmale
    für die Restlebensdauerprognose von technischen Systemen trotz aleatorischen Unsicherheiten
    . In: <i>VDI-Berichte 2391</i>. VDI Verlag GmbH; 2021:197-210.'
  apa: Aimiyekagbon, O. K., Bender, A., &#38; Sextro, W. (2021). Extraktion und Selektion
    geeigneter Merkmale für die Restlebensdauerprognose von technischen Systemen trotz
    aleatorischen Unsicherheiten . <i>VDI-Berichte 2391</i>, 197–210.
  bibtex: '@inproceedings{Aimiyekagbon_Bender_Sextro_2021, place={Düsseldorf}, title={Extraktion
    und Selektion geeigneter Merkmale für die Restlebensdauerprognose von technischen
    Systemen trotz aleatorischen Unsicherheiten }, booktitle={VDI-Berichte 2391},
    publisher={VDI Verlag GmbH}, author={Aimiyekagbon, Osarenren Kennedy and Bender,
    Amelie and Sextro, Walter}, year={2021}, pages={197–210} }'
  chicago: 'Aimiyekagbon, Osarenren Kennedy, Amelie Bender, and Walter Sextro. “Extraktion
    und Selektion geeigneter Merkmale für die Restlebensdauerprognose von technischen
    Systemen trotz aleatorischen Unsicherheiten .” In <i>VDI-Berichte 2391</i>, 197–210.
    Düsseldorf: VDI Verlag GmbH, 2021.'
  ieee: O. K. Aimiyekagbon, A. Bender, and W. Sextro, “Extraktion und Selektion geeigneter
    Merkmale für die Restlebensdauerprognose von technischen Systemen trotz aleatorischen
    Unsicherheiten ,” in <i>VDI-Berichte 2391</i>, Würzburg, 2021, pp. 197–210.
  mla: Aimiyekagbon, Osarenren Kennedy, et al. “Extraktion und Selektion geeigneter
    Merkmale für die Restlebensdauerprognose von technischen Systemen trotz aleatorischen
    Unsicherheiten .” <i>VDI-Berichte 2391</i>, VDI Verlag GmbH, 2021, pp. 197–210.
  short: 'O.K. Aimiyekagbon, A. Bender, W. Sextro, in: VDI-Berichte 2391, VDI Verlag
    GmbH, Düsseldorf, 2021, pp. 197–210.'
conference:
  end_date: 2021-11-17
  location: Würzburg
  name: '3. VDI-Fachtagung  '
  start_date: 2021-11-16
date_created: 2021-11-22T07:42:44Z
date_updated: 2022-01-06T06:57:43Z
department:
- _id: '151'
keyword:
- run-to-failure
- rubber-metal element
- bearing prognostics
- non-stationary operating conditions
- varying operating conditions
- feature extraction
- feature selection
language:
- iso: ger
page: 197 - 210
place: Düsseldorf
publication: VDI-Berichte 2391
publication_identifier:
  isbn:
  - 978-3-18-092391-8
  issn:
  - '0083-5560 '
publication_status: published
publisher: VDI Verlag GmbH
status: public
title: 'Extraktion und Selektion geeigneter Merkmale für die Restlebensdauerprognose
  von technischen Systemen trotz aleatorischen Unsicherheiten '
type: conference
user_id: '9557'
year: '2021'
...
---
_id: '34274'
author:
- first_name: Paul
  full_name: Eichwald, Paul
  last_name: Eichwald
citation:
  ama: Eichwald P. <i>Prozessgerechte Gestaltung von Werkzeugen auf Basis von Verschleißsimulationen
    am Beispiel des Ultraschallbondens</i>. Vol 11. Shaker; 2021.
  apa: Eichwald, P. (2021). <i>Prozessgerechte Gestaltung von Werkzeugen auf Basis
    von Verschleißsimulationen am Beispiel des Ultraschallbondens</i> (Vol. 11). Shaker.
  bibtex: '@book{Eichwald_2021, series={Schriften des Lehrstuhls für Dynamik und Mechatronik},
    title={Prozessgerechte Gestaltung von Werkzeugen auf Basis von Verschleißsimulationen
    am Beispiel des Ultraschallbondens}, volume={11}, publisher={Shaker}, author={Eichwald,
    Paul}, year={2021}, collection={Schriften des Lehrstuhls für Dynamik und Mechatronik}
    }'
  chicago: Eichwald, Paul. <i>Prozessgerechte Gestaltung von Werkzeugen auf Basis
    von Verschleißsimulationen am Beispiel des Ultraschallbondens</i>. Vol. 11. Schriften
    des Lehrstuhls für Dynamik und Mechatronik. Shaker, 2021.
  ieee: P. Eichwald, <i>Prozessgerechte Gestaltung von Werkzeugen auf Basis von Verschleißsimulationen
    am Beispiel des Ultraschallbondens</i>, vol. 11. Shaker, 2021.
  mla: Eichwald, Paul. <i>Prozessgerechte Gestaltung von Werkzeugen auf Basis von
    Verschleißsimulationen am Beispiel des Ultraschallbondens</i>. Shaker, 2021.
  short: P. Eichwald, Prozessgerechte Gestaltung von Werkzeugen auf Basis von Verschleißsimulationen
    am Beispiel des Ultraschallbondens, Shaker, 2021.
date_created: 2022-12-07T14:33:40Z
date_updated: 2022-12-07T14:34:26Z
department:
- _id: '151'
extern: '1'
intvolume: '        11'
language:
- iso: ger
page: '144'
publication_identifier:
  isbn:
  - "\t978-3-8440-7812-1"
publication_status: published
publisher: Shaker
related_material:
  link:
  - relation: dissertation_contains
    url: https://www.shaker.de/de/content/catalogue/index.asp?lang=de&ID=8&ISBN=978-3-8440-7812-1&search=yes
series_title: Schriften des Lehrstuhls für Dynamik und Mechatronik
status: public
supervisor:
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
title: Prozessgerechte Gestaltung von Werkzeugen auf Basis von Verschleißsimulationen
  am Beispiel des Ultraschallbondens
type: dissertation
user_id: '210'
volume: 11
year: '2021'
...
---
_id: '25265'
abstract:
- lang: eng
  text: "Waveguide-based methods can be used for the non-destructive determination
    of acoustic material parameters. One of these methods is based on transmission
    measurements of cylindrical polymeric specimens. Here, the experimental setup
    consists of two transducers, which excite and receive the waveguide modes at the
    faces of the cylinder. The measurement, as well as a forward model, are used to
    determine material parameters of the polymeric specimen in an inverse approach.\r\n1-3
    piezoelectric composites are used as an active element because they can be approximated
    by a thickness vibration only. This allows an easy identification of Mason model
    parameters to characterise the transducers’ vibration behaviour. \r\nHowever,
    sensitivity analysis shows a high uncertainty in the determination of the mechanical
    shear parameters due to the uniform excitation. To increase the sensitivity to
    these shear motions, arbitrary excitations were investigated by means of numerical
    simulation. \r\nIn order to be able to realise the determined optimal excitation,
    new transducer prototypes were designed. By subdividing the electrodes of the
    active element, for example, ring-shaped excitation is feasible. Furthermore,
    it can be shown that modelling these transducers with a one-dimensional Mason
    model is sufficient."
author:
- first_name: Dmitrij
  full_name: Dreiling, Dmitrij
  id: '32616'
  last_name: Dreiling
- first_name: Dominik
  full_name: Itner, Dominik
  last_name: Itner
- first_name: Nadine
  full_name: Feldmann, Nadine
  id: '23082'
  last_name: Feldmann
- first_name: Claus
  full_name: Scheidemann, Claus
  id: '38259'
  last_name: Scheidemann
- first_name: Hauke
  full_name: Gravenkamp, Hauke
  last_name: Gravenkamp
- first_name: Bernd
  full_name: Henning, Bernd
  id: '213'
  last_name: Henning
citation:
  ama: 'Dreiling D, Itner D, Feldmann N, Scheidemann C, Gravenkamp H, Henning B. Application
    and modelling of ultrasonic transducers using 1-3 piezoelectric composites with
    structured electrodes. In: <i>Fortschritte Der Akustik - DAGA 2021</i>. Deutsche
    Gesellschaft für Akustik e.V. (DEGA); 2021.'
  apa: Dreiling, D., Itner, D., Feldmann, N., Scheidemann, C., Gravenkamp, H., &#38;
    Henning, B. (2021). Application and modelling of ultrasonic transducers using
    1-3 piezoelectric composites with structured electrodes. <i>Fortschritte Der Akustik
    - DAGA 2021</i>. DAGA 2021 - 47. JAHRESTAGUNG FÜR AKUSTIK, Wien.
  bibtex: '@inproceedings{Dreiling_Itner_Feldmann_Scheidemann_Gravenkamp_Henning_2021,
    place={Wien}, title={Application and modelling of ultrasonic transducers using
    1-3 piezoelectric composites with structured electrodes}, booktitle={Fortschritte
    der Akustik - DAGA 2021}, publisher={Deutsche Gesellschaft für Akustik e.V. (DEGA)},
    author={Dreiling, Dmitrij and Itner, Dominik and Feldmann, Nadine and Scheidemann,
    Claus and Gravenkamp, Hauke and Henning, Bernd}, year={2021} }'
  chicago: 'Dreiling, Dmitrij, Dominik Itner, Nadine Feldmann, Claus Scheidemann,
    Hauke Gravenkamp, and Bernd Henning. “Application and Modelling of Ultrasonic
    Transducers Using 1-3 Piezoelectric Composites with Structured Electrodes.” In
    <i>Fortschritte Der Akustik - DAGA 2021</i>. Wien: Deutsche Gesellschaft für Akustik
    e.V. (DEGA), 2021.'
  ieee: D. Dreiling, D. Itner, N. Feldmann, C. Scheidemann, H. Gravenkamp, and B.
    Henning, “Application and modelling of ultrasonic transducers using 1-3 piezoelectric
    composites with structured electrodes,” presented at the DAGA 2021 - 47. JAHRESTAGUNG
    FÜR AKUSTIK, Wien, 2021.
  mla: Dreiling, Dmitrij, et al. “Application and Modelling of Ultrasonic Transducers
    Using 1-3 Piezoelectric Composites with Structured Electrodes.” <i>Fortschritte
    Der Akustik - DAGA 2021</i>, Deutsche Gesellschaft für Akustik e.V. (DEGA), 2021.
  short: 'D. Dreiling, D. Itner, N. Feldmann, C. Scheidemann, H. Gravenkamp, B. Henning,
    in: Fortschritte Der Akustik - DAGA 2021, Deutsche Gesellschaft für Akustik e.V.
    (DEGA), Wien, 2021.'
conference:
  end_date: 2021-08-18
  location: Wien
  name: DAGA 2021 - 47. JAHRESTAGUNG FÜR AKUSTIK
  start_date: 2021-08-15
date_created: 2021-10-04T07:54:10Z
date_updated: 2022-09-05T12:54:31Z
ddc:
- '620'
department:
- _id: '49'
- _id: '151'
file:
- access_level: closed
  content_type: application/octet-stream
  creator: dmitrij
  date_created: 2021-10-04T07:49:28Z
  date_updated: 2021-10-04T07:49:28Z
  file_id: '25268'
  file_name: daga
  file_size: 906618
  relation: main_file
  success: 1
file_date_updated: 2021-10-04T07:49:28Z
has_accepted_license: '1'
language:
- iso: eng
place: Wien
project:
- _id: '89'
  grant_number: '409779252'
  name: Vollständige Bestimmung der akustischen Materialparameter von Polymeren
publication: Fortschritte der Akustik - DAGA 2021
publication_status: published
publisher: Deutsche Gesellschaft für Akustik e.V. (DEGA)
status: public
title: Application and modelling of ultrasonic transducers using 1-3 piezoelectric
  composites with structured electrodes
type: conference
user_id: '38259'
year: '2021'
...
---
_id: '25046'
abstract:
- lang: eng
  text: <jats:p>While increasing digitalization enables multiple advantages for a
    reliable operation of technical systems, a remaining challenge in the context
    of condition monitoring is seen in suitable consideration of uncertainties affecting
    the monitored system. Therefore, a suitable prognostic approach to predict the
    remaining useful lifetime of complex technical systems is required. To handle
    different kinds of uncertainties, a novel Multi-Model-Particle Filtering-based
    prognostic approach is developed and evaluated by the use case of rubber-metal-elements.
    These elements are maintained preventively due to the strong influence of uncertainties
    on their behavior. In this paper, two measurement quantities are compared concerning
    their ability to establish a prediction of the remaining useful lifetime of the
    monitored elements and the influence of present uncertainties. Based on three
    performance indices, the results are evaluated. A comparison with predictions
    of a classical Particle Filter underlines the superiority of the developed Multi-Model-Particle
    Filter. Finally, the value of the developed method for enabling condition monitoring
    of technical systems related to uncertainties is given exemplary by a comparison
    between the preventive and the predictive maintenance strategy for the use case.</jats:p>
article_number: '210'
article_type: original
author:
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
citation:
  ama: Bender A. A Multi-Model-Particle Filtering-Based Prognostic Approach to Consider
    Uncertainties in RUL Predictions. <i>Machines</i>. 2021;9(10). doi:<a href="https://doi.org/10.3390/machines9100210">10.3390/machines9100210</a>
  apa: Bender, A. (2021). A Multi-Model-Particle Filtering-Based Prognostic Approach
    to Consider Uncertainties in RUL Predictions. <i>Machines</i>, <i>9</i>(10), Article
    210. <a href="https://doi.org/10.3390/machines9100210">https://doi.org/10.3390/machines9100210</a>
  bibtex: '@article{Bender_2021, title={A Multi-Model-Particle Filtering-Based Prognostic
    Approach to Consider Uncertainties in RUL Predictions}, volume={9}, DOI={<a href="https://doi.org/10.3390/machines9100210">10.3390/machines9100210</a>},
    number={10210}, journal={Machines}, author={Bender, Amelie}, year={2021} }'
  chicago: Bender, Amelie. “A Multi-Model-Particle Filtering-Based Prognostic Approach
    to Consider Uncertainties in RUL Predictions.” <i>Machines</i> 9, no. 10 (2021).
    <a href="https://doi.org/10.3390/machines9100210">https://doi.org/10.3390/machines9100210</a>.
  ieee: 'A. Bender, “A Multi-Model-Particle Filtering-Based Prognostic Approach to
    Consider Uncertainties in RUL Predictions,” <i>Machines</i>, vol. 9, no. 10, Art.
    no. 210, 2021, doi: <a href="https://doi.org/10.3390/machines9100210">10.3390/machines9100210</a>.'
  mla: Bender, Amelie. “A Multi-Model-Particle Filtering-Based Prognostic Approach
    to Consider Uncertainties in RUL Predictions.” <i>Machines</i>, vol. 9, no. 10,
    210, 2021, doi:<a href="https://doi.org/10.3390/machines9100210">10.3390/machines9100210</a>.
  short: A. Bender, Machines 9 (2021).
date_created: 2021-09-27T07:07:58Z
date_updated: 2022-11-03T11:42:46Z
department:
- _id: '151'
doi: 10.3390/machines9100210
intvolume: '         9'
issue: '10'
keyword:
- prognostics
- RUL predictions
- particle filter
- uncertainty consideration
- Multi-Model-Particle Filter
- model-based approach
- rubber-metal-elements
- predictive maintenance
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/2075-1702/9/10/210
oa: '1'
publication: Machines
publication_identifier:
  issn:
  - 2075-1702
publication_status: published
quality_controlled: '1'
status: public
title: A Multi-Model-Particle Filtering-Based Prognostic Approach to Consider Uncertainties
  in RUL Predictions
type: journal_article
user_id: '54290'
volume: 9
year: '2021'
...
---
_id: '27508'
abstract:
- lang: eng
  text: <jats:p>To analyze the influence of suspension kinematics on tire wear, detailed
    simulation models are required. In this study, a non-linear, flexible multibody
    model of a rear axle system is built up in the simulation software MSC Adams/View.
    The physical model comprises the suspension kinematics, compliance, and dynamics
    as well as the non-linear behavior of the tire using the FTire model. FTire is
    chosen because it has a separate tire tread model to compute the contact pressure
    and friction force distribution in the tire contact patch. To build up the simulation
    model, a large amount of data is needed. Bushings, spring, and damper characteristics
    are modeled based on measurements. For the structural components (e.g., control
    arms), reverse engineering techniques are used. The components are 3D-scanned,
    reworked, and included as a modal reduced finite element (FE)-model using component
    mode synthesis by Craig–Bampton. Finally, the suspension model is validated by
    comparing the simulated kinematic and compliance characteristics to experimental
    results. To investigate the interaction of suspension kinematics and tire wear,
    straight line driving events, such as acceleration, driving with constant velocity,
    and deceleration, are simulated with different setups of wheel suspension kinematics.
    The influence of the setups on the resulting friction work between tire and road
    is examined, and an exemplarily calculation of tire wear based on a validated
    FTire tire model is carried out. The results demonstrate, on the one hand, that
    the chosen concept of elasto-kinematic axle leads to a relatively good match with
    experimental results and, on the other hand, that there are significant possibilities
    to reduce tire wear by adjusting the suspension kinematics.</jats:p>
author:
- first_name: Jan
  full_name: Schütte, Jan
  id: '22109'
  last_name: Schütte
  orcid: 0000-0001-9025-9742
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: Schütte J, Sextro W. Tire Wear Reduction Based on an Extended Multibody Rear
    Axle Model. <i>Vehicles</i>. Published online 2021:233-256. doi:<a href="https://doi.org/10.3390/vehicles3020015">10.3390/vehicles3020015</a>
  apa: Schütte, J., &#38; Sextro, W. (2021). Tire Wear Reduction Based on an Extended
    Multibody Rear Axle Model. <i>Vehicles</i>, 233–256. <a href="https://doi.org/10.3390/vehicles3020015">https://doi.org/10.3390/vehicles3020015</a>
  bibtex: '@article{Schütte_Sextro_2021, title={Tire Wear Reduction Based on an Extended
    Multibody Rear Axle Model}, DOI={<a href="https://doi.org/10.3390/vehicles3020015">10.3390/vehicles3020015</a>},
    journal={Vehicles}, author={Schütte, Jan and Sextro, Walter}, year={2021}, pages={233–256}
    }'
  chicago: Schütte, Jan, and Walter Sextro. “Tire Wear Reduction Based on an Extended
    Multibody Rear Axle Model.” <i>Vehicles</i>, 2021, 233–56. <a href="https://doi.org/10.3390/vehicles3020015">https://doi.org/10.3390/vehicles3020015</a>.
  ieee: 'J. Schütte and W. Sextro, “Tire Wear Reduction Based on an Extended Multibody
    Rear Axle Model,” <i>Vehicles</i>, pp. 233–256, 2021, doi: <a href="https://doi.org/10.3390/vehicles3020015">10.3390/vehicles3020015</a>.'
  mla: Schütte, Jan, and Walter Sextro. “Tire Wear Reduction Based on an Extended
    Multibody Rear Axle Model.” <i>Vehicles</i>, 2021, pp. 233–56, doi:<a href="https://doi.org/10.3390/vehicles3020015">10.3390/vehicles3020015</a>.
  short: J. Schütte, W. Sextro, Vehicles (2021) 233–256.
date_created: 2021-11-17T09:47:49Z
date_updated: 2024-05-27T07:49:17Z
department:
- _id: '151'
doi: 10.3390/vehicles3020015
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/2624-8921/3/2/15
oa: '1'
page: 233-256
publication: Vehicles
publication_identifier:
  issn:
  - 2624-8921
publication_status: published
quality_controlled: '1'
status: public
title: Tire Wear Reduction Based on an Extended Multibody Rear Axle Model
type: journal_article
user_id: '22109'
year: '2021'
...
---
_id: '21630'
abstract:
- lang: ger
  text: Eine zustandsbasierte Instandhaltungsstrategie reduziert das Risiko eines
    Ausfalls eines technischen Systems bei gleichzeitig hoher Ausnutzung und planbaren
    Instandhaltungsmaßnahmen. Das Ziel dieser Arbeit liegt in der Entwicklung einer
    Zustandsüberwachung für Gummi-Metall-Elemente. Die Herausforderungen dieser Zustandsüberwachung
    leiten sich aus dem viskoelastischen Verhalten sowie dem komplexen Degradationsverhalten
    der Elemente ab. Infolge der daraus resultierenden Unsicherheiten werden die Elemente
    heutzutage präventiv instandgehalten. In Lebensdauerversuchen der Gummi-Metall-Elemente
    werden drei Messgrößen detektiert. Dabei wird mit der Temperatur eine Messgröße
    identifiziert, die am geeignetsten zur Beschreibung des Zustands der Elemente
    ist. Generell wird die Genauigkeit einer Zustandsüberwachung durch verschiedene
    Unsicherheiten beeinflusst. Für die Prognose der nutzbaren Restlebensdauer der
    Gummi-Metall-Elemente wird das Partikelfilter, eine verbreitete modellbasierte
    Methode zur Zustandsüberwachung technischer Systeme, weiterentwickelt, um Unsicherheiten
    im Verhalten und der Degradation der Elemente zu berücksichtigen. Anhand der Ergebnisse
    wird belegt, dass aufbauend auf dieser Zustandsüberwachung die Ausnutzung der
    Gummi-Metall-Elemente in realen Anwendungen durch eine präventive Instandhaltung
    erhöht werden kann. Damit bildet diese Arbeit die Basis für zukünftige, prädiktive
    Instandhaltungskonzepte für diese Elemente. Weiterhin bestätigt die Arbeit, dass
    eine Berücksichtigung vorliegender Unsicherheiten zu einem frühen Zeitpunkt im
    Entwicklungsprozess des Zustandsüberwachungssystems empfehlenswert ist.
- lang: eng
  text: With condition-based maintenance, the risk of system failure is reduced while
    maximizing system utilization and ensuring a predictable maintenance schedule.
    The aim of this thesis is the development of a condition monitoring system of
    rubber-metal-elements. Due to the viscoelasticity and the complex degradation
    behavior of the elements, they are currently maintained preventively. During lifetime
    tests of the rubber-metal-elements, three measurement quantities are acquired.
    Thereby, temperature is identified as the most suitable measurement quantity to
    describe the rubber-metal-elements state. The accuracy of a condition monitoring
    system is generally influenced by various uncertainties. To consider available
    uncertainties within the behavior and the degradation of the elements, the particle
    filter, a state-of-the-art model-based method for predicting remaining useful
    life, is enhanced and employed. The results prove that the developed condition
    monitoring system enables an increased utilization of rubber-metal-elements in
    real applications through predictive maintenance. This thesis provides the basis
    for future concepts of predictive maintenance for rubber-metal-elements. Moreover,
    it is recommended to take uncertainties into account at an early stage of the
    development process of condition monitoring systems.
author:
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
citation:
  ama: Bender A. <i>Zustandsüberwachung zur Prognose der Restlebensdauer von Gummi-Metall-Elementen
    unter Berücksichtigung systembasierter Unsicherheiten</i>. Shaker; 2021. doi:<a
    href="https://doi.org/10.17619/UNIPB/1-1084">10.17619/UNIPB/1-1084</a>
  apa: Bender, A. (2021). <i>Zustandsüberwachung zur Prognose der Restlebensdauer
    von Gummi-Metall-Elementen unter Berücksichtigung systembasierter Unsicherheiten</i>.
    Shaker. <a href="https://doi.org/10.17619/UNIPB/1-1084">https://doi.org/10.17619/UNIPB/1-1084</a>
  bibtex: '@book{Bender_2021, title={Zustandsüberwachung zur Prognose der Restlebensdauer
    von Gummi-Metall-Elementen unter Berücksichtigung systembasierter Unsicherheiten},
    DOI={<a href="https://doi.org/10.17619/UNIPB/1-1084">10.17619/UNIPB/1-1084</a>},
    publisher={Shaker}, author={Bender, Amelie}, year={2021} }'
  chicago: Bender, Amelie. <i>Zustandsüberwachung zur Prognose der Restlebensdauer
    von Gummi-Metall-Elementen unter Berücksichtigung systembasierter Unsicherheiten</i>.
    Shaker, 2021. <a href="https://doi.org/10.17619/UNIPB/1-1084">https://doi.org/10.17619/UNIPB/1-1084</a>.
  ieee: A. Bender, <i>Zustandsüberwachung zur Prognose der Restlebensdauer von Gummi-Metall-Elementen
    unter Berücksichtigung systembasierter Unsicherheiten</i>. Shaker, 2021.
  mla: Bender, Amelie. <i>Zustandsüberwachung zur Prognose der Restlebensdauer von
    Gummi-Metall-Elementen unter Berücksichtigung systembasierter Unsicherheiten</i>.
    Shaker, 2021, doi:<a href="https://doi.org/10.17619/UNIPB/1-1084">10.17619/UNIPB/1-1084</a>.
  short: A. Bender, Zustandsüberwachung zur Prognose der Restlebensdauer von Gummi-Metall-Elementen
    unter Berücksichtigung systembasierter Unsicherheiten, Shaker, 2021.
date_created: 2021-04-15T10:29:53Z
date_updated: 2023-09-15T12:22:50Z
department:
- _id: '151'
doi: 10.17619/UNIPB/1-1084
keyword:
- Zustandsüberwachung
- Prognose der Restlebensdauer
- modellbasierte Prognose
- Partikelfilter
- Unsicherheiten
- Gummi
- Verlässlichkeit
- Lebensdauerversuche
- Predictive Maintenance
language:
- iso: ger
publisher: Shaker
status: public
supervisor:
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: Stefan
  full_name: Bracke, Stefan
  last_name: Bracke
title: Zustandsüberwachung zur Prognose der Restlebensdauer von Gummi-Metall-Elementen
  unter Berücksichtigung systembasierter Unsicherheiten
type: dissertation
user_id: '210'
year: '2021'
...
---
_id: '21436'
abstract:
- lang: eng
  text: Ultrasonic wire bonding is a solid-state joining process, used in the electronics
    industry to form electrical connections, e.g. to connect electrical terminals
    within semiconductor modules. Many process parameters affect the bond strength,
    such like the bond normal force, ultrasonic power, wire material and bonding frequency.
    Today, process design, development, and optimization is most likely based on the
    knowledge of process engineers and is mainly performed by experimental testing.
    In this contribution, a newly developed simulation tool is presented, to reduce
    time and costs and efficiently determine optimized process parameter. Based on
    a co-simulation of MATLAB and ANSYS, the different physical phenomena of the wire
    bonding process are considered using finite element simulation for the complex
    plastic deformation of the wire and reduced order models for the transient dynamics
    of the transducer, wire, substrate and bond formation. The model parameters such
    as the coefficients of friction between bond tool and wire and between wire and
    substrate were determined for aluminium and copper wire in experiments with a
    test rig specially developed for the requirements of heavy wire bonding. To reduce
    simulation time, for the finite element simulation a restart analysis and high
    performance computing is utilized. Detailed analysis of the bond formation showed,
    that the normal pressure distribution in the contact between wire and substrate
    has high impact on bond formation and distribution of welded areas in the contact
    area.
author:
- first_name: Reinhard
  full_name: Schemmel, Reinhard
  id: '28647'
  last_name: Schemmel
- first_name: Viktor
  full_name: Krieger, Viktor
  last_name: Krieger
- first_name: Tobias
  full_name: Hemsel, Tobias
  id: '210'
  last_name: Hemsel
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: Schemmel R, Krieger V, Hemsel T, Sextro W. Co-simulation of MATLAB and ANSYS
    for ultrasonic wire bonding process optimization. <i>Microelectronics Reliability</i>.
    2021;119:114077. doi:<a href="https://doi.org/10.1016/j.microrel.2021.114077">https://doi.org/10.1016/j.microrel.2021.114077</a>
  apa: Schemmel, R., Krieger, V., Hemsel, T., &#38; Sextro, W. (2021). Co-simulation
    of MATLAB and ANSYS for ultrasonic wire bonding process optimization. <i>Microelectronics
    Reliability</i>, <i>119</i>, 114077. <a href="https://doi.org/10.1016/j.microrel.2021.114077">https://doi.org/10.1016/j.microrel.2021.114077</a>
  bibtex: '@article{Schemmel_Krieger_Hemsel_Sextro_2021, title={Co-simulation of MATLAB
    and ANSYS for ultrasonic wire bonding process optimization}, volume={119}, DOI={<a
    href="https://doi.org/10.1016/j.microrel.2021.114077">https://doi.org/10.1016/j.microrel.2021.114077</a>},
    journal={Microelectronics Reliability}, author={Schemmel, Reinhard and Krieger,
    Viktor and Hemsel, Tobias and Sextro, Walter}, year={2021}, pages={114077} }'
  chicago: 'Schemmel, Reinhard, Viktor Krieger, Tobias Hemsel, and Walter Sextro.
    “Co-Simulation of MATLAB and ANSYS for Ultrasonic Wire Bonding Process Optimization.”
    <i>Microelectronics Reliability</i> 119 (2021): 114077. <a href="https://doi.org/10.1016/j.microrel.2021.114077">https://doi.org/10.1016/j.microrel.2021.114077</a>.'
  ieee: 'R. Schemmel, V. Krieger, T. Hemsel, and W. Sextro, “Co-simulation of MATLAB
    and ANSYS for ultrasonic wire bonding process optimization,” <i>Microelectronics
    Reliability</i>, vol. 119, p. 114077, 2021, doi: <a href="https://doi.org/10.1016/j.microrel.2021.114077">https://doi.org/10.1016/j.microrel.2021.114077</a>.'
  mla: Schemmel, Reinhard, et al. “Co-Simulation of MATLAB and ANSYS for Ultrasonic
    Wire Bonding Process Optimization.” <i>Microelectronics Reliability</i>, vol.
    119, 2021, p. 114077, doi:<a href="https://doi.org/10.1016/j.microrel.2021.114077">https://doi.org/10.1016/j.microrel.2021.114077</a>.
  short: R. Schemmel, V. Krieger, T. Hemsel, W. Sextro, Microelectronics Reliability
    119 (2021) 114077.
date_created: 2021-03-10T09:37:02Z
date_updated: 2023-09-21T14:15:33Z
department:
- _id: '151'
doi: https://doi.org/10.1016/j.microrel.2021.114077
intvolume: '       119'
keyword:
- Ultrasonic heavy wire bonding
- Co-simulation
- ANSYS
- MATLAB
- Process optimization
- Friction coefficient
- Copper-copper
- Aluminium-copper
language:
- iso: eng
page: '114077'
publication: Microelectronics Reliability
publication_identifier:
  issn:
  - 0026-2714
publication_status: published
quality_controlled: '1'
status: public
title: Co-simulation of MATLAB and ANSYS for ultrasonic wire bonding process optimization
type: journal_article
user_id: '210'
volume: 119
year: '2021'
...
---
_id: '22724'
abstract:
- lang: eng
  text: "\r\nPredictive Maintenance as a desirable maintenance strategy in industrial
    applications relies on suitable condition monitoring solutions to reduce costs
    and risks of the monitored technical systems. In general, those solutions utilize
    model-based or data-driven methods to diagnose the current state or predict future
    states of monitored technical systems. However, both methods have their advantages
    and drawbacks. Combining both methods can improve uncertainty consideration and
    accuracy. Different combination approaches of those hybrid methods exist to exploit
    synergy effects. The choice of an appropriate approach depends on different requirements
    and the goal behind the selection of a hybrid approach.\r\n\r\n \r\n\r\nIn this
    work, the hybrid approach for estimating remaining useful lifetime takes potential
    uncertainties into account. Therefore, a data-driven estimation of new measurements
    is integrated within a model-based method. To consider uncertainties within the
    system, a differentiation between different system behavior is realized throughout
    diverse states of degradation.\r\n\r\nThe developed hybrid prediction approach
    bases on a particle filtering method combined with a machine learning method,
    to estimate the remaining useful lifetime of technical systems. Particle filtering
    as a Monte Carlo simulation technique is suitable to map and propagate uncertainties.
    Moreover, it is a state-of-the-art model-based method for predicting remaining
    useful lifetime of technical systems. To integrate uncertainties a multi-model
    particle filtering approach is employed. In general, resampling as a part of the
    particle filtering approach has the potential to lead to an accurate prediction.
    However, in the case where no future measurements are available, it may increase
    the uncertainty of the prediction. By estimating new measurements, those uncertainties
    are reduced within the data-driven part of the approach. Hence, both parts of
    the hybrid approach strive to account for and reduce uncertainties.\r\n\r\n \r\n\r\nRubber-metal-elements
    are employed as a use-case to evaluate the developed approach. Rubber-metal-elements,
    which are used to isolate vibrations in various systems, such as railways, trucks
    and wind turbines, show various uncertainties in their behavior and their degradation.
    Those uncertainties are caused by diverse inner and outer factors, such as manufacturing
    influences and operating conditions. By expert knowledge the influences are described,
    analyzed and if possible reduced. However, the remaining uncertainties are considered
    within the hybrid prediction method. Relative temperature is the selected measurand
    to describe the element’s degradation. In lifetime tests, it is measured as the
    difference between the element’s temperature and the ambient temperature. Thereby,
    the influence of the ambient temperature on the element’s temperature is taken
    into account. Those elements show three typical states of degradation that are
    identified within the temperature measurements. Depending on the particular state
    of degradation a new measurement is estimated within the hybrid approach to reduce
    potential uncertainties.\r\n\r\nFinally, the performance of the developed hybrid
    method is compared to a model-based method for estimating the remaining useful
    lifetime of the same elements. Suitable performance indices are implemented to
    underline the differences between the results."
author:
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Bender A, Sextro W. Hybrid Prediction Method for Remaining Useful Lifetime
    Estimation Considering Uncertainties. In: Do P, King S, Fink  Olga, eds. <i>Proceedings
    of the European Conference of the PHM Society 2021</i>. Vol 6. ; 2021. doi:<a
    href="https://doi.org/10.36001/phme.2021.v6i1.2843 ">https://doi.org/10.36001/phme.2021.v6i1.2843
    </a>'
  apa: Bender, A., &#38; Sextro, W. (2021). Hybrid Prediction Method for Remaining
    Useful Lifetime Estimation Considering Uncertainties. In P. Do, S. King, &#38;  Olga
    Fink (Eds.), <i>Proceedings of the European Conference of the PHM Society 2021</i>
    (Vol. 6, Issue 1). <a href="https://doi.org/10.36001/phme.2021.v6i1.2843 ">https://doi.org/10.36001/phme.2021.v6i1.2843
    </a>
  bibtex: '@inproceedings{Bender_Sextro_2021, title={Hybrid Prediction Method for
    Remaining Useful Lifetime Estimation Considering Uncertainties}, volume={6}, DOI={<a
    href="https://doi.org/10.36001/phme.2021.v6i1.2843 ">https://doi.org/10.36001/phme.2021.v6i1.2843
    </a>}, number={1}, booktitle={Proceedings of the European Conference of the PHM
    Society 2021}, author={Bender, Amelie and Sextro, Walter}, editor={Do, Phuc  and
    King, Steve and Fink,  Olga}, year={2021} }'
  chicago: Bender, Amelie, and Walter Sextro. “Hybrid Prediction Method for Remaining
    Useful Lifetime Estimation Considering Uncertainties.” In <i>Proceedings of the
    European Conference of the PHM Society 2021</i>, edited by Phuc  Do, Steve King,
    and  Olga Fink, Vol. 6, 2021. <a href="https://doi.org/10.36001/phme.2021.v6i1.2843
    ">https://doi.org/10.36001/phme.2021.v6i1.2843 </a>.
  ieee: 'A. Bender and W. Sextro, “Hybrid Prediction Method for Remaining Useful Lifetime
    Estimation Considering Uncertainties,” in <i>Proceedings of the European Conference
    of the PHM Society 2021</i>, 2021, vol. 6, no. 1, doi: <a href="https://doi.org/10.36001/phme.2021.v6i1.2843
    ">https://doi.org/10.36001/phme.2021.v6i1.2843 </a>.'
  mla: Bender, Amelie, and Walter Sextro. “Hybrid Prediction Method for Remaining
    Useful Lifetime Estimation Considering Uncertainties.” <i>Proceedings of the European
    Conference of the PHM Society 2021</i>, edited by Phuc  Do et al., vol. 6, no.
    1, 2021, doi:<a href="https://doi.org/10.36001/phme.2021.v6i1.2843 ">https://doi.org/10.36001/phme.2021.v6i1.2843
    </a>.
  short: 'A. Bender, W. Sextro, in: P. Do, S. King,  Olga Fink (Eds.), Proceedings
    of the European Conference of the PHM Society 2021, 2021.'
conference:
  end_date: 2021-07-02
  name: 6th European Conference of Prognostics and Health Management
  start_date: 2021-06-28
date_created: 2021-07-14T06:29:08Z
date_updated: 2023-09-22T07:19:48Z
department:
- _id: '151'
doi: 'https://doi.org/10.36001/phme.2021.v6i1.2843 '
editor:
- first_name: 'Phuc '
  full_name: 'Do, Phuc '
  last_name: Do
- first_name: Steve
  full_name: King, Steve
  last_name: King
- first_name: ' Olga'
  full_name: Fink,  Olga
  last_name: Fink
intvolume: '         6'
issue: '1'
keyword:
- Hybrid prediction method
- Multi-model particle filtering
- Uncertainty quantification
- RUL estimation
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://papers.phmsociety.org/index.php/phme/article/view/2843
oa: '1'
publication: Proceedings of the European Conference of the PHM Society 2021
publication_identifier:
  unknown:
  - 978-1-936263-34-9
publication_status: published
quality_controlled: '1'
status: public
title: Hybrid Prediction Method for Remaining Useful Lifetime Estimation Considering
  Uncertainties
type: conference
user_id: '54290'
volume: 6
year: '2021'
...
---
_id: '22507'
abstract:
- lang: eng
  text: Several methods, including order analysis, wavelet analysis and empirical
    mode decomposition have been proposed and successfully employed for the health
    state estimation of technical systems operating under varying conditions. However,
    where information such as the speed of rotating machinery, component specifications
    or other domain-specific information is unavailable, such methods are often infeasible.
    Thus, this paper investigates the application of classical time-domain features,
    features from the medical field and novel features from the highly comparative
    time-series analysis (HCTSA) package, for the health state estimation of rotating
    machinery operating under varying conditions. Furthermore, several feature selection
    methods are investigated to identify features as viable health indicators for
    the diagnostics and prognostics of technical systems. As a case study, the presented
    methods are evaluated on real-world and experimentally acquired vibration data
    of bearings operating under varying speed. The results show that the selected
    features can successfully be employed as health indicators for technical systems
    operating under varying conditions.
author:
- first_name: Osarenren Kennedy
  full_name: Aimiyekagbon, Osarenren Kennedy
  id: '9557'
  last_name: Aimiyekagbon
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Aimiyekagbon OK, Bender A, Sextro W. On the applicability of time series features
    as health indicators for technical systems operating under varying conditions.
    In: <i>Proceedings of the Seventeenth International Conference on Condition Monitoring
    and Asset Management (CM 2021)</i>.'
  apa: Aimiyekagbon, O. K., Bender, A., &#38; Sextro, W. (n.d.). On the applicability
    of time series features as health indicators for technical systems operating under
    varying conditions. <i>Proceedings of the Seventeenth International Conference
    on Condition Monitoring and Asset Management (CM 2021)</i>. Seventeenth International
    Conference on Condition Monitoring and Asset Management (CM 2021).
  bibtex: '@inproceedings{Aimiyekagbon_Bender_Sextro, title={On the applicability
    of time series features as health indicators for technical systems operating under
    varying conditions}, booktitle={Proceedings of the Seventeenth International Conference
    on Condition Monitoring and Asset Management (CM 2021)}, author={Aimiyekagbon,
    Osarenren Kennedy and Bender, Amelie and Sextro, Walter} }'
  chicago: Aimiyekagbon, Osarenren Kennedy, Amelie Bender, and Walter Sextro. “On
    the Applicability of Time Series Features as Health Indicators for Technical Systems
    Operating under Varying Conditions.” In <i>Proceedings of the Seventeenth International
    Conference on Condition Monitoring and Asset Management (CM 2021)</i>, n.d.
  ieee: O. K. Aimiyekagbon, A. Bender, and W. Sextro, “On the applicability of time
    series features as health indicators for technical systems operating under varying
    conditions,” presented at the Seventeenth International Conference on Condition
    Monitoring and Asset Management (CM 2021).
  mla: Aimiyekagbon, Osarenren Kennedy, et al. “On the Applicability of Time Series
    Features as Health Indicators for Technical Systems Operating under Varying Conditions.”
    <i>Proceedings of the Seventeenth International Conference on Condition Monitoring
    and Asset Management (CM 2021)</i>.
  short: 'O.K. Aimiyekagbon, A. Bender, W. Sextro, in: Proceedings of the Seventeenth
    International Conference on Condition Monitoring and Asset Management (CM 2021),
    n.d.'
conference:
  end_date: 2021-06-18
  name: Seventeenth International Conference on Condition Monitoring and Asset Management
    (CM 2021)
  start_date: 2021-06-14
date_created: 2021-06-23T05:24:39Z
date_updated: 2023-09-22T08:10:34Z
ddc:
- '620'
department:
- _id: '151'
file:
- access_level: open_access
  content_type: application/pdf
  creator: kennedy
  date_created: 2021-06-23T06:43:44Z
  date_updated: 2021-06-23T06:50:07Z
  description: 'This is a post-print version of the article presented at the Seventeenth
    International Con-ference on Condition Monitoring and Asset Management (CM 2021).
    The event websiteis available at:  https://www.bindt.org/events/CM-2021/ and the
    abstract is available at:https://www.bindt.org/events/CM-2021/abstract-9a7/.'
  file_id: '22508'
  file_name: Aimiyekagbon_et_al_2021_On_the_applicability_of_time_series_features_as_health_indicators_postPrint.pdf
  file_size: 1875572
  relation: main_file
  title: On the applicability of time series features as health indicators for technical
    systems operating under varying conditions
file_date_updated: 2021-06-23T06:50:07Z
has_accepted_license: '1'
keyword:
- Wind turbine diagnostics
- bearing diagnostics
- non-stationary operating conditions
- varying operating conditions
- feature extraction
- feature selection
- fault detection
- failure detection
language:
- iso: eng
oa: '1'
publication: Proceedings of the Seventeenth International Conference on Condition
  Monitoring and Asset Management (CM 2021)
publication_status: inpress
quality_controlled: '1'
status: public
title: On the applicability of time series features as health indicators for technical
  systems operating under varying conditions
type: conference
user_id: '9557'
year: '2021'
...
---
_id: '27111'
abstract:
- lang: eng
  text: In the industry 4.0 era, there is a growing need to transform unstructured
    data acquired by a multitude of sources into information and subsequently into
    knowledge to improve the quality of manufactured products, to boost production,
    for predictive maintenance, etc. Data-driven approaches, such as machine learning
    techniques, are typically employed to model the underlying relationship from data.
    However, an increase in model accuracy with state-of-the-art methods, such as
    deep convolutional neural networks, results in less interpretability and transparency.
    Due to the ease of implementation, interpretation and transparency to both domain
    experts and non-experts, a rule-based method is proposed in this paper, for prognostics
    and health management (PHM) and specifically for diagnostics. The proposed method
    utilizes the most relevant sensor signals acquired via feature extraction and
    selection techniques and expert knowledge. As a case study, the presented method
    is evaluated on data from a real-world quality control set-up provided by the
    European prognostics and health management society (PHME) at the conference’s
    2021 data challenge. With the proposed method, our team took the third place,
    capable of successfully diagnosing different fault modes, irrespective of varying
    conditions.
author:
- first_name: Osarenren Kennedy
  full_name: Aimiyekagbon, Osarenren Kennedy
  id: '9557'
  last_name: Aimiyekagbon
- first_name: Lars
  full_name: Muth, Lars
  id: '77313'
  last_name: Muth
  orcid: 0000-0002-2938-5616
- first_name: Meike Claudia
  full_name: Wohlleben, Meike Claudia
  id: '43991'
  last_name: Wohlleben
  orcid: 0009-0009-9767-7168
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Aimiyekagbon OK, Muth L, Wohlleben MC, Bender A, Sextro W. Rule-based Diagnostics
    of a Production Line. In: Do P, King S, Fink O, eds. <i>Proceedings of the European
    Conference of the PHM Society 2021</i>. Vol 6. ; 2021:527-536. doi:<a href="https://doi.org/10.36001/phme.2021.v6i1.3042">10.36001/phme.2021.v6i1.3042</a>'
  apa: Aimiyekagbon, O. K., Muth, L., Wohlleben, M. C., Bender, A., &#38; Sextro,
    W. (2021). Rule-based Diagnostics of a Production Line. In P. Do, S. King, &#38;
    O. Fink (Eds.), <i>Proceedings of the European Conference of the PHM Society 2021</i>
    (Vol. 6, Issue 1, pp. 527–536). <a href="https://doi.org/10.36001/phme.2021.v6i1.3042">https://doi.org/10.36001/phme.2021.v6i1.3042</a>
  bibtex: '@inproceedings{Aimiyekagbon_Muth_Wohlleben_Bender_Sextro_2021, title={Rule-based
    Diagnostics of a Production Line}, volume={6}, DOI={<a href="https://doi.org/10.36001/phme.2021.v6i1.3042">10.36001/phme.2021.v6i1.3042</a>},
    number={1}, booktitle={Proceedings of the European Conference of the PHM Society
    2021}, author={Aimiyekagbon, Osarenren Kennedy and Muth, Lars and Wohlleben, Meike
    Claudia and Bender, Amelie and Sextro, Walter}, editor={Do, Phuc and King, Steve
    and Fink, Olga}, year={2021}, pages={527–536} }'
  chicago: Aimiyekagbon, Osarenren Kennedy, Lars Muth, Meike Claudia Wohlleben, Amelie
    Bender, and Walter Sextro. “Rule-Based Diagnostics of a Production Line.” In <i>Proceedings
    of the European Conference of the PHM Society 2021</i>, edited by Phuc Do, Steve
    King, and Olga Fink, 6:527–36, 2021. <a href="https://doi.org/10.36001/phme.2021.v6i1.3042">https://doi.org/10.36001/phme.2021.v6i1.3042</a>.
  ieee: 'O. K. Aimiyekagbon, L. Muth, M. C. Wohlleben, A. Bender, and W. Sextro, “Rule-based
    Diagnostics of a Production Line,” in <i>Proceedings of the European Conference
    of the PHM Society 2021</i>, 2021, vol. 6, no. 1, pp. 527–536, doi: <a href="https://doi.org/10.36001/phme.2021.v6i1.3042">10.36001/phme.2021.v6i1.3042</a>.'
  mla: Aimiyekagbon, Osarenren Kennedy, et al. “Rule-Based Diagnostics of a Production
    Line.” <i>Proceedings of the European Conference of the PHM Society 2021</i>,
    edited by Phuc Do et al., vol. 6, no. 1, 2021, pp. 527–36, doi:<a href="https://doi.org/10.36001/phme.2021.v6i1.3042">10.36001/phme.2021.v6i1.3042</a>.
  short: 'O.K. Aimiyekagbon, L. Muth, M.C. Wohlleben, A. Bender, W. Sextro, in: P.
    Do, S. King, O. Fink (Eds.), Proceedings of the European Conference of the PHM
    Society 2021, 2021, pp. 527–536.'
conference:
  name: PHM Society European Conference
date_created: 2021-11-03T12:26:39Z
date_updated: 2023-09-22T09:13:01Z
department:
- _id: '151'
doi: 10.36001/phme.2021.v6i1.3042
editor:
- first_name: Phuc
  full_name: Do, Phuc
  last_name: Do
- first_name: Steve
  full_name: King, Steve
  last_name: King
- first_name: Olga
  full_name: Fink, Olga
  last_name: Fink
intvolume: '         6'
issue: '1'
keyword:
- PHME 2021
- Feature Selection Classification
- Feature Selection Clustering
- Interpretable Model
- Transparent Model
- Industry 4.0
- Real-World Diagnostics
- Quality Control
- Predictive Maintenance
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://papers.phmsociety.org/index.php/phme/article/download/3042/1812
oa: '1'
page: 527-536
publication: Proceedings of the European Conference of the PHM Society 2021
publication_status: published
quality_controlled: '1'
status: public
title: Rule-based Diagnostics of a Production Line
type: conference
user_id: '9557'
volume: 6
year: '2021'
...
---
_id: '29293'
article_number: '100065'
author:
- first_name: Sven
  full_name: Martin, Sven
  id: '38177'
  last_name: Martin
- first_name: Jan
  full_name: Schütte, Jan
  id: '22109'
  last_name: Schütte
  orcid: 0000-0001-9025-9742
- first_name: C.
  full_name: Bäumler, C.
  last_name: Bäumler
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: Thomas
  full_name: Tröster, Thomas
  id: '553'
  last_name: Tröster
citation:
  ama: Martin S, Schütte J, Bäumler C, Sextro W, Tröster T. Identification of joints
    for a load-adapted shape in a body in white using steady state vehicle simulations.
    <i>Forces in Mechanics</i>. 2021;6. doi:<a href="https://doi.org/10.1016/j.finmec.2021.100065">10.1016/j.finmec.2021.100065</a>
  apa: Martin, S., Schütte, J., Bäumler, C., Sextro, W., &#38; Tröster, T. (2021).
    Identification of joints for a load-adapted shape in a body in white using steady
    state vehicle simulations. <i>Forces in Mechanics</i>, <i>6</i>, Article 100065.
    <a href="https://doi.org/10.1016/j.finmec.2021.100065">https://doi.org/10.1016/j.finmec.2021.100065</a>
  bibtex: '@article{Martin_Schütte_Bäumler_Sextro_Tröster_2021, title={Identification
    of joints for a load-adapted shape in a body in white using steady state vehicle
    simulations}, volume={6}, DOI={<a href="https://doi.org/10.1016/j.finmec.2021.100065">10.1016/j.finmec.2021.100065</a>},
    number={100065}, journal={Forces in Mechanics}, publisher={Elsevier BV}, author={Martin,
    Sven and Schütte, Jan and Bäumler, C. and Sextro, Walter and Tröster, Thomas},
    year={2021} }'
  chicago: Martin, Sven, Jan Schütte, C. Bäumler, Walter Sextro, and Thomas Tröster.
    “Identification of Joints for a Load-Adapted Shape in a Body in White Using Steady
    State Vehicle Simulations.” <i>Forces in Mechanics</i> 6 (2021). <a href="https://doi.org/10.1016/j.finmec.2021.100065">https://doi.org/10.1016/j.finmec.2021.100065</a>.
  ieee: 'S. Martin, J. Schütte, C. Bäumler, W. Sextro, and T. Tröster, “Identification
    of joints for a load-adapted shape in a body in white using steady state vehicle
    simulations,” <i>Forces in Mechanics</i>, vol. 6, Art. no. 100065, 2021, doi:
    <a href="https://doi.org/10.1016/j.finmec.2021.100065">10.1016/j.finmec.2021.100065</a>.'
  mla: Martin, Sven, et al. “Identification of Joints for a Load-Adapted Shape in
    a Body in White Using Steady State Vehicle Simulations.” <i>Forces in Mechanics</i>,
    vol. 6, 100065, Elsevier BV, 2021, doi:<a href="https://doi.org/10.1016/j.finmec.2021.100065">10.1016/j.finmec.2021.100065</a>.
  short: S. Martin, J. Schütte, C. Bäumler, W. Sextro, T. Tröster, Forces in Mechanics
    6 (2021).
date_created: 2022-01-12T10:30:02Z
date_updated: 2025-06-06T08:05:56Z
department:
- _id: '151'
- _id: '630'
- _id: '149'
- _id: '321'
- _id: '9'
doi: 10.1016/j.finmec.2021.100065
intvolume: '         6'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.sciencedirect.com/science/article/pii/S2666359721000561
oa: '1'
project:
- _id: '130'
  grant_number: '418701707'
  name: 'TRR 285: TRR 285'
- _id: '132'
  name: 'TRR 285 - B: TRR 285 - Project Area B'
- _id: '140'
  name: 'TRR 285 – B01: TRR 285 - Subproject B01'
publication: Forces in Mechanics
publication_identifier:
  issn:
  - 2666-3597
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: Identification of joints for a load-adapted shape in a body in white using
  steady state vehicle simulations
type: journal_article
user_id: '15952'
volume: 6
year: '2021'
...
---
_id: '22007'
author:
- first_name: Jan
  full_name: Schütte, Jan
  id: '22109'
  last_name: Schütte
  orcid: 0000-0001-9025-9742
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Schütte J, Sextro W. Model-Based Investigation of the Influence of Wheel Suspension
    Characteristics on Tire Wear. In: <i>Lecture Notes in Mechanical Engineering</i>.
    ; 2020. doi:<a href="https://doi.org/10.1007/978-3-030-38077-9_201">10.1007/978-3-030-38077-9_201</a>'
  apa: Schütte, J., &#38; Sextro, W. (2020). Model-Based Investigation of the Influence
    of Wheel Suspension Characteristics on Tire Wear. <i>Lecture Notes in Mechanical
    Engineering</i>. <a href="https://doi.org/10.1007/978-3-030-38077-9_201">https://doi.org/10.1007/978-3-030-38077-9_201</a>
  bibtex: '@inproceedings{Schütte_Sextro_2020, place={Cham}, title={Model-Based Investigation
    of the Influence of Wheel Suspension Characteristics on Tire Wear}, DOI={<a href="https://doi.org/10.1007/978-3-030-38077-9_201">10.1007/978-3-030-38077-9_201</a>},
    booktitle={Lecture Notes in Mechanical Engineering}, author={Schütte, Jan and
    Sextro, Walter}, year={2020} }'
  chicago: Schütte, Jan, and Walter Sextro. “Model-Based Investigation of the Influence
    of Wheel Suspension Characteristics on Tire Wear.” In <i>Lecture Notes in Mechanical
    Engineering</i>. Cham, 2020. <a href="https://doi.org/10.1007/978-3-030-38077-9_201">https://doi.org/10.1007/978-3-030-38077-9_201</a>.
  ieee: 'J. Schütte and W. Sextro, “Model-Based Investigation of the Influence of
    Wheel Suspension Characteristics on Tire Wear,” 2020, doi: <a href="https://doi.org/10.1007/978-3-030-38077-9_201">10.1007/978-3-030-38077-9_201</a>.'
  mla: Schütte, Jan, and Walter Sextro. “Model-Based Investigation of the Influence
    of Wheel Suspension Characteristics on Tire Wear.” <i>Lecture Notes in Mechanical
    Engineering</i>, 2020, doi:<a href="https://doi.org/10.1007/978-3-030-38077-9_201">10.1007/978-3-030-38077-9_201</a>.
  short: 'J. Schütte, W. Sextro, in: Lecture Notes in Mechanical Engineering, Cham,
    2020.'
date_created: 2021-05-06T09:09:37Z
date_updated: 2024-05-27T07:48:56Z
department:
- _id: '151'
doi: 10.1007/978-3-030-38077-9_201
language:
- iso: eng
place: Cham
publication: Lecture Notes in Mechanical Engineering
publication_identifier:
  isbn:
  - '9783030380762'
  - '9783030380779'
  issn:
  - 2195-4356
  - 2195-4364
publication_status: published
quality_controlled: '1'
status: public
title: Model-Based Investigation of the Influence of Wheel Suspension Characteristics
  on Tire Wear
type: conference
user_id: '22109'
year: '2020'
...
---
_id: '41964'
abstract:
- lang: ger
  text: Die digitale Transformation prägt die Entwicklung intelligenter technischer
    Systeme, welche durch Vernetzung und inhärente Intelligenz einen weiten Funktionsumfang
    aufweisen. Selbstoptimierende Systeme sind als Stellvertreter der Klasse intelligenter
    Systeme durch die autonome zielkonforme Adaption des Systemverhaltens charakterisiert.
    Dabei stellen mechatronische Systeme eine der Grundlagen dieser Systemklasse dar,
    indem die Umwelt- und Betriebsbedingungen sowie die Systemzustände sensorisch
    erfasst und das dynamische Systemverhalten zielgerichtet beeinflusst werden. Der
    große Funktionsumfang intelligenter technischer Systeme geht mit einer Zunahme
    der Systemkomplexität einher, die eine Herausforderung bei der Absicherung der
    Verlässlichkeit darstellt. Dem gegenüber bieten insbesondere selbstoptimierende
    Systeme Potenziale zur Steigerung der Verlässlichkeit. Die Umsetzung entsprechender
    Maßnahmen erfordert die Unterstützung des Entwicklungsprozesses durch geeignete
    Methoden. Die Beherrschung der zunehmenden Systemkomplexität ist durch die Verwendung
    vorhandener Modelle des Entwicklungsprozesses möglich, wird aber in aktuellen
    Methoden nicht umfänglich genutzt. Das Ziel ist die Absicherung der Verlässlichkeit
    bereits in frühen Entwicklungsphasen bis hin in späte Lebenszyklusphasen. Es wird
    eine Methode für die integrierte Modellierung der Zuverlässigkeit, als zentrale
    Kenngröße der Verlässlichkeit, und des dynamischen Systemverhaltens entwickelt.
    Anhand von drei Anwendungsbeispielen wird gezeigt, dass diese Methode die Entwicklung
    von Maßnahmen zur Steigerung der Verlässlichkeit in selbstoptimierenden Systemen
    ermöglicht, auf komplexe Systeme anwendbar ist und die Absicherung der Verlässlichkeit
    während des Betriebs mit Hilfe eines Digitalen Zwillings unterstützt.
author:
- first_name: Thorben
  full_name: Kaul, Thorben
  id: '14802'
  last_name: Kaul
citation:
  ama: Kaul T. <i>Integrierte Modellierung von Zuverlässigkeit und dynamischem Verhalten
    mechatronischer Systeme</i>. Vol 10. Shaker; 2020. doi:<a href="https://doi.org/10.17619/UNIPB/1-966">10.17619/UNIPB/1-966</a>
  apa: Kaul, T. (2020). <i>Integrierte Modellierung von Zuverlässigkeit und dynamischem
    Verhalten mechatronischer Systeme</i> (Vol. 10). Shaker. <a href="https://doi.org/10.17619/UNIPB/1-966">https://doi.org/10.17619/UNIPB/1-966</a>
  bibtex: '@book{Kaul_2020, series={Schriften des Lehrstuhls für Dynamik und Mechatronik},
    title={Integrierte Modellierung von Zuverlässigkeit und dynamischem Verhalten
    mechatronischer Systeme}, volume={10}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-966">10.17619/UNIPB/1-966</a>},
    publisher={Shaker}, author={Kaul, Thorben}, year={2020}, collection={Schriften
    des Lehrstuhls für Dynamik und Mechatronik} }'
  chicago: Kaul, Thorben. <i>Integrierte Modellierung von Zuverlässigkeit und dynamischem
    Verhalten mechatronischer Systeme</i>. Vol. 10. Schriften des Lehrstuhls für Dynamik
    und Mechatronik. Shaker, 2020. <a href="https://doi.org/10.17619/UNIPB/1-966">https://doi.org/10.17619/UNIPB/1-966</a>.
  ieee: T. Kaul, <i>Integrierte Modellierung von Zuverlässigkeit und dynamischem Verhalten
    mechatronischer Systeme</i>, vol. 10. Shaker, 2020.
  mla: Kaul, Thorben. <i>Integrierte Modellierung von Zuverlässigkeit und dynamischem
    Verhalten mechatronischer Systeme</i>. Shaker, 2020, doi:<a href="https://doi.org/10.17619/UNIPB/1-966">10.17619/UNIPB/1-966</a>.
  short: T. Kaul, Integrierte Modellierung von Zuverlässigkeit und dynamischem Verhalten
    mechatronischer Systeme, Shaker, 2020.
date_created: 2023-02-10T12:36:20Z
date_updated: 2023-02-10T13:06:37Z
department:
- _id: '151'
doi: 10.17619/UNIPB/1-966
extern: '1'
has_accepted_license: '1'
intvolume: '        10'
keyword:
- Integrierte Modellierung
- geschlossene Modellierung
- mechatronische Systeme
- intelligente Systeme
- Zuverlässigkeit
- Dynamische Bayes’sche Netze
- Verlässlichkeit
- Systemzuverlässigkeit
- Digitaler Zwilling
- selbstoptimierende Systeme
- Mehrzieloptimierung
language:
- iso: ger
main_file_link:
- url: https://digital.ub.uni-paderborn.de/hs/content/titleinfo/3401478?query=kaul
page: '156'
publication_identifier:
  isbn:
  - 978-3-8440-7450-5
publication_status: published
publisher: Shaker
related_material:
  link:
  - relation: confirmation
    url: https://www.shaker.de/de/content/catalogue/index.asp?lang=de&ID=8&ISBN=978-3-8440-7450-5&search=yes
series_title: Schriften des Lehrstuhls für Dynamik und Mechatronik
status: public
supervisor:
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
title: Integrierte Modellierung von Zuverlässigkeit und dynamischem Verhalten mechatronischer
  Systeme
type: dissertation
user_id: '55222'
volume: 10
year: '2020'
...
---
_id: '17355'
abstract:
- lang: eng
  text: Ultrasonic wire bonding is a process to form electrical connections in electronics
    well established industry. Typically, a clamping tool is pressed on the wire and
    forced to vibrate at relative high frequency 40 to 100 kHz. The ultrasonic vibration
    is transmitted through the wire into the interface between wire and substrate.
    Due to frictional processes, contamination like oxide layers are removed from
    the contact zone, the surface roughness is reduced, and with increasing bond duration
    an metallic connection of wire and substrate is established. It is known that
    the amount of ultrasonic energy over time directly influences the strength and
    reliability of the bond connection, but the determination of optimum bond parameters
    is still a challenging experimental task. For this, in the past different model
    approaches have been presented, to calculate the bond quality by simulation. Measuring
    the friction between wire and substrate to validate these models is a challenging
    task at ultrasonic bonding frequency. Therefore a versatile test rig for bonding
    experiments at frequencies lower than 1 kHz is setup to get detailed insight into
    the different phases of the connection process. It includes a piezoelectric force
    sensor for the measurement of the three-dimensional process forces, an electrodynamic
    shaker for the vibration excitation and a conventional tension-compression testing
    machine to apply the bond normal force. Using this test rig, it is possible to
    observe the different phases of bond formation in detail, validate and enhance
    existing models and finally optimize bond parameters for different processes.
author:
- first_name: Reinhard
  full_name: Schemmel, Reinhard
  id: '28647'
  last_name: Schemmel
- first_name: Claus
  full_name: Scheidemann, Claus
  id: '38259'
  last_name: Scheidemann
- first_name: Tobias
  full_name: Hemsel, Tobias
  id: '210'
  last_name: Hemsel
- first_name: 'Olaf '
  full_name: 'Kirsch, Olaf '
  last_name: Kirsch
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Schemmel R, Scheidemann C, Hemsel T, Kirsch O, Sextro W. Experimental analysis
    and modelling of bond formation in ultrasonic heavy wire bonding. In: <i>CIPS
    2020; 11th International Conference on Integrated Power Electronics Systems</i>.
    ; 2020:1-6.'
  apa: Schemmel, R., Scheidemann, C., Hemsel, T., Kirsch, O., &#38; Sextro, W. (2020).
    Experimental analysis and modelling of bond formation in ultrasonic heavy wire
    bonding. <i>CIPS 2020; 11th International Conference on Integrated Power Electronics
    Systems</i>, 1–6.
  bibtex: '@inproceedings{Schemmel_Scheidemann_Hemsel_Kirsch_Sextro_2020, title={Experimental
    analysis and modelling of bond formation in ultrasonic heavy wire bonding}, booktitle={CIPS
    2020; 11th International Conference on Integrated Power Electronics Systems},
    author={Schemmel, Reinhard and Scheidemann, Claus and Hemsel, Tobias and Kirsch,
    Olaf  and Sextro, Walter}, year={2020}, pages={1–6} }'
  chicago: Schemmel, Reinhard, Claus Scheidemann, Tobias Hemsel, Olaf  Kirsch, and
    Walter Sextro. “Experimental Analysis and Modelling of Bond Formation in Ultrasonic
    Heavy Wire Bonding.” In <i>CIPS 2020; 11th International Conference on Integrated
    Power Electronics Systems</i>, 1–6, 2020.
  ieee: R. Schemmel, C. Scheidemann, T. Hemsel, O. Kirsch, and W. Sextro, “Experimental
    analysis and modelling of bond formation in ultrasonic heavy wire bonding,” in
    <i>CIPS 2020; 11th International Conference on Integrated Power Electronics Systems</i>,
    2020, pp. 1–6.
  mla: Schemmel, Reinhard, et al. “Experimental Analysis and Modelling of Bond Formation
    in Ultrasonic Heavy Wire Bonding.” <i>CIPS 2020; 11th International Conference
    on Integrated Power Electronics Systems</i>, 2020, pp. 1–6.
  short: 'R. Schemmel, C. Scheidemann, T. Hemsel, O. Kirsch, W. Sextro, in: CIPS 2020;
    11th International Conference on Integrated Power Electronics Systems, 2020, pp.
    1–6.'
date_created: 2020-07-06T07:41:21Z
date_updated: 2023-09-21T14:27:32Z
department:
- _id: '151'
language:
- iso: eng
page: 1-6
publication: CIPS 2020; 11th International Conference on Integrated Power Electronics
  Systems
quality_controlled: '1'
status: public
title: Experimental analysis and modelling of bond formation in ultrasonic heavy wire
  bonding
type: conference
user_id: '210'
year: '2020'
...
---
_id: '9857'
abstract:
- lang: eng
  text: Schwingungsprobleme in der Technik analysieren, verstehen und beschreiben
    Schwingungen treten als nützliche oder auch als störende Erscheinungen fast überall
    in Natur und Technik auf. Deshalb ist es wichtig, sie zu verstehen, zu deuten
    oder auch in gewünschter Weise zu beeinflussen. Dieses Lehrbuch gibt eine Einführung
    in die physikalischen Grundlagen und die mathematische Behandlung von Schwingungen.
    In der aktuellen Auflage wurden der Text und die Bilder überarbeitet sowie konstruktive
    Hinweise von Fachkollegen berücksichtigt. Der Inhalt Grundbegriffe und Darstellungsmittel
    - Freie Schwingungen - Selbsterregte Schwingungen - Parametererregte Schwingungen
    - Erzwungene Schwingungen - Koppelschwingungen - Kontinuumsschwingungen - Chaotische
    Bewegungen - Aufgaben und Ergebnisse Die Zielgruppe Studierende der Ingenieurwissenschaften,
    der Physik und der Mathematik, berufstätige Ingenieure
author:
- first_name: Kurt
  full_name: Magnus, Kurt
  last_name: Magnus
- first_name: Karl
  full_name: Popp, Karl
  last_name: Popp
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: Magnus K, Popp K, Sextro W. <i>Schwingungen</i>. Springer Vieweg Wiesbaden;
    2020. doi:<a href="https://doi.org/10.1007/978-3-658-31116-2">10.1007/978-3-658-31116-2</a>
  apa: Magnus, K., Popp, K., &#38; Sextro, W. (2020). <i>Schwingungen</i>. Springer
    Vieweg Wiesbaden. <a href="https://doi.org/10.1007/978-3-658-31116-2">https://doi.org/10.1007/978-3-658-31116-2</a>
  bibtex: '@book{Magnus_Popp_Sextro_2020, title={Schwingungen}, DOI={<a href="https://doi.org/10.1007/978-3-658-31116-2">10.1007/978-3-658-31116-2</a>},
    publisher={Springer Vieweg Wiesbaden}, author={Magnus, Kurt and Popp, Karl and
    Sextro, Walter}, year={2020} }'
  chicago: Magnus, Kurt, Karl Popp, and Walter Sextro. <i>Schwingungen</i>. Springer
    Vieweg Wiesbaden, 2020. <a href="https://doi.org/10.1007/978-3-658-31116-2">https://doi.org/10.1007/978-3-658-31116-2</a>.
  ieee: K. Magnus, K. Popp, and W. Sextro, <i>Schwingungen</i>. Springer Vieweg Wiesbaden,
    2020.
  mla: Magnus, Kurt, et al. <i>Schwingungen</i>. Springer Vieweg Wiesbaden, 2020,
    doi:<a href="https://doi.org/10.1007/978-3-658-31116-2">10.1007/978-3-658-31116-2</a>.
  short: K. Magnus, K. Popp, W. Sextro, Schwingungen, Springer Vieweg Wiesbaden, 2020.
date_created: 2019-05-20T11:06:33Z
date_updated: 2023-09-21T14:02:49Z
department:
- _id: '151'
doi: 10.1007/978-3-658-31116-2
language:
- iso: ger
page: '285'
publication_identifier:
  eisbn:
  - 978-3-658-31116-2
  isbn:
  - 978-3-658-31115-5
publication_status: published
publisher: Springer Vieweg Wiesbaden
status: public
title: Schwingungen
type: book
user_id: '210'
year: '2020'
...
---
_id: '17706'
author:
- first_name: Reinhard
  full_name: Schemmel, Reinhard
  id: '28647'
  last_name: Schemmel
- first_name: Viktor
  full_name: Krieger, Viktor
  last_name: Krieger
- first_name: Tobias
  full_name: Hemsel, Tobias
  id: '210'
  last_name: Hemsel
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Schemmel R, Krieger V, Hemsel T, Sextro W. Co-simulation of MATLAB and ANSYS
    for ultrasonic wire bonding process optimization. In: <i>2020 21st International
    Conference on Thermal, Mechanical and Multi-Physics Simulation and Experiments
    in Microelectronics and Microsystems (EuroSimE)</i>. ; 2020. doi:<a href="https://doi.org/10.1109/eurosime48426.2020.9152679">10.1109/eurosime48426.2020.9152679</a>'
  apa: Schemmel, R., Krieger, V., Hemsel, T., &#38; Sextro, W. (2020). Co-simulation
    of MATLAB and ANSYS for ultrasonic wire bonding process optimization. <i>2020
    21st International Conference on Thermal, Mechanical and Multi-Physics Simulation
    and Experiments in Microelectronics and Microsystems (EuroSimE)</i>. <a href="https://doi.org/10.1109/eurosime48426.2020.9152679">https://doi.org/10.1109/eurosime48426.2020.9152679</a>
  bibtex: '@inproceedings{Schemmel_Krieger_Hemsel_Sextro_2020, title={Co-simulation
    of MATLAB and ANSYS for ultrasonic wire bonding process optimization}, DOI={<a
    href="https://doi.org/10.1109/eurosime48426.2020.9152679">10.1109/eurosime48426.2020.9152679</a>},
    booktitle={2020 21st International Conference on Thermal, Mechanical and Multi-Physics
    Simulation and Experiments in Microelectronics and Microsystems (EuroSimE)}, author={Schemmel,
    Reinhard and Krieger, Viktor and Hemsel, Tobias and Sextro, Walter}, year={2020}
    }'
  chicago: Schemmel, Reinhard, Viktor Krieger, Tobias Hemsel, and Walter Sextro. “Co-Simulation
    of MATLAB and ANSYS for Ultrasonic Wire Bonding Process Optimization.” In <i>2020
    21st International Conference on Thermal, Mechanical and Multi-Physics Simulation
    and Experiments in Microelectronics and Microsystems (EuroSimE)</i>, 2020. <a
    href="https://doi.org/10.1109/eurosime48426.2020.9152679">https://doi.org/10.1109/eurosime48426.2020.9152679</a>.
  ieee: 'R. Schemmel, V. Krieger, T. Hemsel, and W. Sextro, “Co-simulation of MATLAB
    and ANSYS for ultrasonic wire bonding process optimization,” 2020, doi: <a href="https://doi.org/10.1109/eurosime48426.2020.9152679">10.1109/eurosime48426.2020.9152679</a>.'
  mla: Schemmel, Reinhard, et al. “Co-Simulation of MATLAB and ANSYS for Ultrasonic
    Wire Bonding Process Optimization.” <i>2020 21st International Conference on Thermal,
    Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and
    Microsystems (EuroSimE)</i>, 2020, doi:<a href="https://doi.org/10.1109/eurosime48426.2020.9152679">10.1109/eurosime48426.2020.9152679</a>.
  short: 'R. Schemmel, V. Krieger, T. Hemsel, W. Sextro, in: 2020 21st International
    Conference on Thermal, Mechanical and Multi-Physics Simulation and Experiments
    in Microelectronics and Microsystems (EuroSimE), 2020.'
date_created: 2020-08-07T09:49:17Z
date_updated: 2023-09-21T14:16:41Z
department:
- _id: '151'
doi: 10.1109/eurosime48426.2020.9152679
language:
- iso: eng
publication: 2020 21st International Conference on Thermal, Mechanical and Multi-Physics
  Simulation and Experiments in Microelectronics and Microsystems (EuroSimE)
publication_identifier:
  isbn:
  - '9781728160498'
publication_status: published
status: public
title: Co-simulation of MATLAB and ANSYS for ultrasonic wire bonding process optimization
type: conference
user_id: '210'
year: '2020'
...
---
_id: '17810'
abstract:
- lang: eng
  text: In all fields, the significance of a reliable and accurate predictive model
    is almost unquantifiable. With deep domain knowledge, models derived from first
    principles typically outperforms other models in terms of reliability and accuracy.
    When it may become a cumbersome or an unachievable task to build or validate such
    models of complex (non-linear) systems, machine learning techniques are employed
    to build predictive models. However, the accuracy of such techniques is not only
    dependent on the hyper-parameters of the chosen algorithm, but also on the amount
    and quality of data. This paper investigates the application of classical time
    series forecasting approaches for the reliable prognostics of technical systems,
    where black box machine learning techniques might not successfully be employed
    given insufficient amount of data and where first principles models are infeasible
    due to lack of domain specific data. Forecasting by analogy, forecasting by analytical
    function fitting, an exponential smoothing forecasting method and the long short-term
    memory (LSTM) are evaluated and compared against the ground truth data. As a case
    study, the methods are applied to predict future crack lengths of riveted aluminium
    plates under cyclic loading. The performance of the predictive models is evaluated
    based on error metrics leading to a proposal of when to apply which forecasting
    approach.
author:
- first_name: Osarenren Kennedy
  full_name: Aimiyekagbon, Osarenren Kennedy
  id: '9557'
  last_name: Aimiyekagbon
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Aimiyekagbon OK, Bender A, Sextro W. Evaluation of time series forecasting
    approaches for the reliable crack length prediction of riveted aluminium plates
    given insufficient data. In: <i>PHM Society European Conference</i>. Vol 5. ;
    2020.'
  apa: Aimiyekagbon, O. K., Bender, A., &#38; Sextro, W. (2020). Evaluation of time
    series forecasting approaches for the reliable crack length prediction of riveted
    aluminium plates given insufficient data. <i>PHM Society European Conference</i>,
    <i>5</i>(1).
  bibtex: '@inproceedings{Aimiyekagbon_Bender_Sextro_2020, title={Evaluation of time
    series forecasting approaches for the reliable crack length prediction of riveted
    aluminium plates given insufficient data}, volume={5}, number={1}, booktitle={PHM
    Society European Conference}, author={Aimiyekagbon, Osarenren Kennedy and Bender,
    Amelie and Sextro, Walter}, year={2020} }'
  chicago: Aimiyekagbon, Osarenren Kennedy, Amelie Bender, and Walter Sextro. “Evaluation
    of Time Series Forecasting Approaches for the Reliable Crack Length Prediction
    of Riveted Aluminium Plates given Insufficient Data.” In <i>PHM Society European
    Conference</i>, Vol. 5, 2020.
  ieee: O. K. Aimiyekagbon, A. Bender, and W. Sextro, “Evaluation of time series forecasting
    approaches for the reliable crack length prediction of riveted aluminium plates
    given insufficient data,” in <i>PHM Society European Conference</i>, 2020, vol.
    5, no. 1.
  mla: Aimiyekagbon, Osarenren Kennedy, et al. “Evaluation of Time Series Forecasting
    Approaches for the Reliable Crack Length Prediction of Riveted Aluminium Plates
    given Insufficient Data.” <i>PHM Society European Conference</i>, vol. 5, no.
    1, 2020.
  short: 'O.K. Aimiyekagbon, A. Bender, W. Sextro, in: PHM Society European Conference,
    2020.'
date_created: 2020-08-11T13:32:40Z
date_updated: 2023-09-22T09:13:16Z
department:
- _id: '151'
intvolume: '         5'
issue: '1'
keyword:
- PHM 2019
- crack propagation
- forecasting
- unevenly spaced time series
- step ahead prediction
- short time series
language:
- iso: eng
publication: PHM Society European Conference
quality_controlled: '1'
status: public
title: Evaluation of time series forecasting approaches for the reliable crack length
  prediction of riveted aluminium plates given insufficient data
type: conference
user_id: '9557'
volume: 5
year: '2020'
...
---
_id: '9981'
abstract:
- lang: ger
  text: Die Erfindung betrifft ein Gerät mit wenigstens einem elastisch verformbaren
    Bauteil als Strukturteil und/oder Lagerteil, auf das im Betriebsverlauf von wechselnden
    Betriebszuständen abhängige, unterschiedliche Verformungskräfte einwirken, die
    zu einem die Bauteilnutzungsdauer begrenzenden Bauteilverschleiß führen, und mit
    einer Einrichtung zur Bestimmung der Bauteilnutzungsdauer und einer verschleißbedingten
    Bauteil-Restnutzungsdauer. Erfindungsgemäß wird ein sich zeitversetzt wiederholender,
    jeweils gleicher Betriebszustand vorbestimmt, dem eine jeweils gleiche Verformungskraft
    zugeordnet ist, durch die das elastisch verformbare Bauteilmaterial verformt wird.
    Ein solcher vorbestimmter Betriebszustand wird jeweils von einer Mess- und Auswerteeinheit
    erkannt und ein Messvorgang durch ein Startsignal selbsttätig gestartet, wobei
    mit wenigstens einem bauteilzugeordneten Beschleunigungssensor, die aktuelle Beschleunigung
    der Verformung oder daraus abgeleitete Kennwerte als Kenngröße für eine aktuelle
    Bauteilsteifigkeit gemessen und jeweils in einer Messkurve gespeichert und verglichen
    wird.
application_date: 01.02.2018
application_number: '18154730.8'
author:
- first_name: Kai
  full_name: Reinke, Kai
  last_name: Reinke
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: James Kuria
  full_name: Kimotho, James Kuria
  last_name: Kimotho
citation:
  ama: 'Reinke K, Bender A, Meyer T, Sextro W, Kimotho JK. Patent EP 3 358 332 B1:
    Verfahren zur Bestimmung des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer
    eines elastisch verformbaren Bauteils, als Strukturteil und/oder Lagerteil eines
    Geräts. Published online 2020.'
  apa: 'Reinke, K., Bender, A., Meyer, T., Sextro, W., &#38; Kimotho, J. K. (2020).
    <i>Patent EP 3 358 332 B1: Verfahren zur Bestimmung des Beginns einer verschleißbedingten
    Bauteil-Restnutzungsdauer eines elastisch verformbaren Bauteils, als Strukturteil
    und/oder Lagerteil eines Geräts.</i>'
  bibtex: '@article{Reinke_Bender_Meyer_Sextro_Kimotho_2020, title={Patent EP 3 358
    332 B1: Verfahren zur Bestimmung des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer
    eines elastisch verformbaren Bauteils, als Strukturteil und/oder Lagerteil eines
    Geräts.}, author={Reinke, Kai and Bender, Amelie and Meyer, Tobias and Sextro,
    Walter and Kimotho, James Kuria}, year={2020} }'
  chicago: 'Reinke, Kai, Amelie Bender, Tobias Meyer, Walter Sextro, and James Kuria
    Kimotho. “Patent EP 3 358 332 B1: Verfahren Zur Bestimmung Des Beginns Einer Verschleißbedingten
    Bauteil-Restnutzungsdauer Eines Elastisch Verformbaren Bauteils, Als Strukturteil
    Und/Oder Lagerteil Eines Geräts.,” 2020.'
  ieee: 'K. Reinke, A. Bender, T. Meyer, W. Sextro, and J. K. Kimotho, “Patent EP
    3 358 332 B1: Verfahren zur Bestimmung des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer
    eines elastisch verformbaren Bauteils, als Strukturteil und/oder Lagerteil eines
    Geräts.” 2020.'
  mla: 'Reinke, Kai, et al. <i>Patent EP 3 358 332 B1: Verfahren Zur Bestimmung Des
    Beginns Einer Verschleißbedingten Bauteil-Restnutzungsdauer Eines Elastisch Verformbaren
    Bauteils, Als Strukturteil Und/Oder Lagerteil Eines Geräts.</i> 2020.'
  short: K. Reinke, A. Bender, T. Meyer, W. Sextro, J.K. Kimotho, (2020).
date_created: 2019-05-27T09:46:54Z
date_updated: 2023-09-28T09:49:19Z
ddc:
- '620'
department:
- _id: '151'
file:
- access_level: closed
  content_type: application/pdf
  creator: ekubi
  date_created: 2022-09-07T05:17:34Z
  date_updated: 2022-09-07T05:17:34Z
  file_id: '33277'
  file_name: EP000003358332B1_1.pdf
  file_size: 115020
  relation: main_file
  success: 1
file_date_updated: 2022-09-07T05:17:34Z
has_accepted_license: '1'
ipc: G01M 13/00
ipn: EP 3 358 332 B1
page: '1'
publication_date: 15.07.2020
status: public
title: 'Patent EP 3 358 332 B1: Verfahren zur Bestimmung des Beginns einer verschleißbedingten
  Bauteil-Restnutzungsdauer eines elastisch verformbaren Bauteils, als Strukturteil
  und/oder Lagerteil eines Geräts.'
type: patent
user_id: '210'
year: '2020'
...
---
_id: '14852'
abstract:
- lang: eng
  text: In a variety of industrial applications, liquids are atomized to produce aerosols
    for further processing. Example applications are the coating of surfaces with
    paints, the application of ultra-thin adhesive layers and the atomization of fuels
    for the production of combustible dispersions. In this publication different atomizing
    principles (standing-wave, capillary-wave, vibrating-mesh) are examined and discussed.
    Using an optimized standing-wave system, tough liquids with viscosities of up
    to about 100 Pas could be successfully atomized.
author:
- first_name: Paul
  full_name: Dunst, Paul
  id: '22130'
  last_name: Dunst
- first_name: Peter
  full_name: Bornmann, Peter
  last_name: Bornmann
- first_name: Tobias
  full_name: Hemsel, Tobias
  id: '210'
  last_name: Hemsel
- first_name: 'Walter '
  full_name: 'Littmann, Walter '
  last_name: Littmann
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Dunst P, Bornmann P, Hemsel T, Littmann W, Sextro W. Atomization of Fluids
    with Ultrasound. In: Lötters J, Urban G, eds. <i>Conference Proceedings - The
    4th Conference on MicroFluidic Handling Systems (MFHS2019)</i>. Enschede, The
    Netherlands; 2019:140-143.'
  apa: Dunst, P., Bornmann, P., Hemsel, T., Littmann, W., &#38; Sextro, W. (2019).
    Atomization of Fluids with Ultrasound. In J. Lötters &#38; G. Urban (Eds.), <i>Conference
    Proceedings - The 4th Conference on MicroFluidic Handling Systems (MFHS2019)</i>
    (pp. 140–143). Enschede, The Netherlands.
  bibtex: '@inproceedings{Dunst_Bornmann_Hemsel_Littmann_Sextro_2019, place={Enschede,
    The Netherlands}, title={Atomization of Fluids with Ultrasound}, booktitle={Conference
    Proceedings - The 4th Conference on MicroFluidic Handling Systems (MFHS2019)},
    author={Dunst, Paul and Bornmann, Peter and Hemsel, Tobias and Littmann, Walter  and
    Sextro, Walter}, editor={Lötters, Joost and Urban, GeraldEditors}, year={2019},
    pages={140–143} }'
  chicago: Dunst, Paul, Peter Bornmann, Tobias Hemsel, Walter  Littmann, and Walter
    Sextro. “Atomization of Fluids with Ultrasound.” In <i>Conference Proceedings
    - The 4th Conference on MicroFluidic Handling Systems (MFHS2019)</i>, edited by
    Joost Lötters and Gerald Urban, 140–43. Enschede, The Netherlands, 2019.
  ieee: P. Dunst, P. Bornmann, T. Hemsel, W. Littmann, and W. Sextro, “Atomization
    of Fluids with Ultrasound,” in <i>Conference Proceedings - The 4th Conference
    on MicroFluidic Handling Systems (MFHS2019)</i>, Enschede, The Netherlands, 2019,
    pp. 140–143.
  mla: Dunst, Paul, et al. “Atomization of Fluids with Ultrasound.” <i>Conference
    Proceedings - The 4th Conference on MicroFluidic Handling Systems (MFHS2019)</i>,
    edited by Joost Lötters and Gerald Urban, 2019, pp. 140–43.
  short: 'P. Dunst, P. Bornmann, T. Hemsel, W. Littmann, W. Sextro, in: J. Lötters,
    G. Urban (Eds.), Conference Proceedings - The 4th Conference on MicroFluidic Handling
    Systems (MFHS2019), Enschede, The Netherlands, 2019, pp. 140–143.'
conference:
  end_date: 2019-10-04
  location: Enschede, The Netherlands
  name: 4th Conference on MicroFluidic Handling Systems
  start_date: 2019-10-02
date_created: 2019-11-07T15:25:30Z
date_updated: 2022-01-06T06:52:08Z
ddc:
- '620'
department:
- _id: '151'
editor:
- first_name: Joost
  full_name: Lötters, Joost
  last_name: Lötters
- first_name: Gerald
  full_name: Urban, Gerald
  last_name: Urban
file:
- access_level: closed
  content_type: application/pdf
  creator: pdunst
  date_created: 2019-11-07T15:22:56Z
  date_updated: 2019-11-07T15:22:56Z
  file_id: '14853'
  file_name: Dunst_MFHS_2019.pdf
  file_size: 3850591
  relation: main_file
  success: 1
file_date_updated: 2019-11-07T15:22:56Z
has_accepted_license: '1'
keyword:
- atomization
- ultrasound
- standing-wave
- capillarywave
- vibrating-mesh
language:
- iso: eng
page: 140-143
place: Enschede, The Netherlands
publication: Conference Proceedings - The 4th Conference on MicroFluidic Handling
  Systems (MFHS2019)
publication_status: published
quality_controlled: '1'
status: public
title: Atomization of Fluids with Ultrasound
type: conference
user_id: '22130'
year: '2019'
...
