---
_id: '9893'
author:
- first_name: Ansgar
full_name: Trächtler, Ansgar
last_name: Trächtler
- first_name: Christian
full_name: Hölscher, Christian
last_name: Hölscher
- first_name: Christoph
full_name: Rasche, Christoph
last_name: Rasche
- first_name: Claudia
full_name: Priesterjahn, Claudia
last_name: Priesterjahn
- first_name: Detmar
full_name: Zimmer, Detmar
last_name: Zimmer
- first_name: Jan
full_name: Henning Keßler, Jan
last_name: Henning Keßler
- first_name: Katharin
full_name: Stahl, Katharin
last_name: Stahl
- first_name: Kathrin
full_name: Flaßkamp, Kathrin
last_name: Flaßkamp
- first_name: Mareen
full_name: Vaßholz, Mareen
last_name: Vaßholz
- first_name: Martin
full_name: Krüger, Martin
last_name: Krüger
- first_name: Michael
full_name: Dellnitz, Michael
last_name: Dellnitz
- first_name: Peter
full_name: Iwanek, Peter
last_name: Iwanek
- first_name: Peter
full_name: Reinold, Peter
last_name: Reinold
- first_name: Philip
full_name: Hartmann, Philip
last_name: Hartmann
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
citation:
ama: 'Trächtler A, Hölscher C, Rasche C, et al. Introduction to Self-optimization
and Dependability. In: Gausemeier J, Josef Rammig F, Schäfer W, Sextro W, eds.
Dependability of Self-Optimizing Mechatronic Systems. Lecture Notes in
Mechanical Engineering. Springer Berlin Heidelberg; 2014:1-24. doi:10.1007/978-3-642-53742-4_1'
apa: Trächtler, A., Hölscher, C., Rasche, C., Priesterjahn, C., Zimmer, D., Henning
Keßler, J., … Sextro, W. (2014). Introduction to Self-optimization and Dependability.
In J. Gausemeier, F. Josef Rammig, W. Schäfer, & W. Sextro (Eds.), Dependability
of Self-Optimizing Mechatronic Systems (pp. 1–24). Springer Berlin Heidelberg.
https://doi.org/10.1007/978-3-642-53742-4_1
bibtex: '@inbook{Trächtler_Hölscher_Rasche_Priesterjahn_Zimmer_Henning Keßler_Stahl_Flaßkamp_Vaßholz_Krüger_et
al._2014, series={Lecture Notes in Mechanical Engineering}, title={Introduction
to Self-optimization and Dependability}, DOI={10.1007/978-3-642-53742-4_1},
booktitle={Dependability of Self-Optimizing Mechatronic Systems}, publisher={Springer
Berlin Heidelberg}, author={Trächtler, Ansgar and Hölscher, Christian and Rasche,
Christoph and Priesterjahn, Claudia and Zimmer, Detmar and Henning Keßler, Jan
and Stahl, Katharin and Flaßkamp, Kathrin and Vaßholz, Mareen and Krüger, Martin
and et al.}, editor={Gausemeier, Jürgen and Josef Rammig, Franz and Schäfer, Wilhelm
and Sextro, WalterEditors}, year={2014}, pages={1–24}, collection={Lecture Notes
in Mechanical Engineering} }'
chicago: Trächtler, Ansgar, Christian Hölscher, Christoph Rasche, Claudia Priesterjahn,
Detmar Zimmer, Jan Henning Keßler, Katharin Stahl, et al. “Introduction to Self-Optimization
and Dependability.” In Dependability of Self-Optimizing Mechatronic Systems,
edited by Jürgen Gausemeier, Franz Josef Rammig, Wilhelm Schäfer, and Walter Sextro,
1–24. Lecture Notes in Mechanical Engineering. Springer Berlin Heidelberg, 2014.
https://doi.org/10.1007/978-3-642-53742-4_1.
ieee: A. Trächtler et al., “Introduction to Self-optimization and Dependability,”
in Dependability of Self-Optimizing Mechatronic Systems, J. Gausemeier,
F. Josef Rammig, W. Schäfer, and W. Sextro, Eds. Springer Berlin Heidelberg, 2014,
pp. 1–24.
mla: Trächtler, Ansgar, et al. “Introduction to Self-Optimization and Dependability.”
Dependability of Self-Optimizing Mechatronic Systems, edited by Jürgen
Gausemeier et al., Springer Berlin Heidelberg, 2014, pp. 1–24, doi:10.1007/978-3-642-53742-4_1.
short: 'A. Trächtler, C. Hölscher, C. Rasche, C. Priesterjahn, D. Zimmer, J. Henning
Keßler, K. Stahl, K. Flaßkamp, M. Vaßholz, M. Krüger, M. Dellnitz, P. Iwanek,
P. Reinold, P. Hartmann, T. Meyer, W. Sextro, in: J. Gausemeier, F. Josef Rammig,
W. Schäfer, W. Sextro (Eds.), Dependability of Self-Optimizing Mechatronic Systems,
Springer Berlin Heidelberg, 2014, pp. 1–24.'
date_created: 2019-05-20T13:29:24Z
date_updated: 2019-05-20T13:32:38Z
department:
- _id: '151'
doi: 10.1007/978-3-642-53742-4_1
editor:
- first_name: Jürgen
full_name: Gausemeier, Jürgen
last_name: Gausemeier
- first_name: Franz
full_name: Josef Rammig, Franz
last_name: Josef Rammig
- first_name: Wilhelm
full_name: Schäfer, Wilhelm
last_name: Schäfer
- first_name: Walter
full_name: Sextro, Walter
last_name: Sextro
language:
- iso: eng
page: 1-24
publication: Dependability of Self-Optimizing Mechatronic Systems
publication_identifier:
isbn:
- 978-3-642-53741-7
publisher: Springer Berlin Heidelberg
series_title: Lecture Notes in Mechanical Engineering
status: public
title: Introduction to Self-optimization and Dependability
type: book_chapter
user_id: '55222'
year: '2014'
...
---
_id: '9894'
author:
- first_name: Ansgar
full_name: Trächtler, Ansgar
last_name: Trächtler
- first_name: Bernd
full_name: Kleinjohann, Bernd
last_name: Kleinjohann
- first_name: Christian
full_name: Heinzemann, Christian
last_name: Heinzemann
- first_name: Christoph
full_name: Rasche, Christoph
last_name: Rasche
- first_name: Claudia
full_name: Priesterjahn, Claudia
last_name: Priesterjahn
- first_name: Dominik
full_name: Steenken, Dominik
last_name: Steenken
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
- first_name: Jürgen
full_name: Gausemeier, Jürgen
last_name: Gausemeier
- first_name: Kathrin
full_name: Flaßkamp, Kathrin
last_name: Flaßkamp
- first_name: Lisa
full_name: Kleinjohann, Lisa
last_name: Kleinjohann
- first_name: Martin
full_name: Krüger, Martin
last_name: Krüger
- first_name: Peter
full_name: Iwanek, Peter
last_name: Iwanek
- first_name: Philip
full_name: Hartmann, Philip
last_name: Hartmann
- first_name: Rafal
full_name: Dorociak, Rafal
last_name: Dorociak
- first_name: Stefan
full_name: Groesbrink, Stefan
last_name: Groesbrink
- first_name: Steffen
full_name: Ziegert, Steffen
last_name: Ziegert
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Wilhelm
full_name: Schäfer, Wilhelm
last_name: Schäfer
citation:
ama: 'Trächtler A, Kleinjohann B, Heinzemann C, et al. Case Study. In: Gausemeier
J, Josef Rammig F, Schäfer W, Sextro W, eds. Dependability of Self-Optimizing
Mechatronic Systems. Lecture Notes in Mechanical Engineering. Springer Berlin
Heidelberg; 2014:173-188. doi:10.1007/978-3-642-53742-4_4'
apa: Trächtler, A., Kleinjohann, B., Heinzemann, C., Rasche, C., Priesterjahn, C.,
Steenken, D., … Schäfer, W. (2014). Case Study. In J. Gausemeier, F. Josef Rammig,
W. Schäfer, & W. Sextro (Eds.), Dependability of Self-Optimizing Mechatronic
Systems (pp. 173–188). Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-53742-4_4
bibtex: '@inbook{Trächtler_Kleinjohann_Heinzemann_Rasche_Priesterjahn_Steenken_Wehrheim_Gausemeier_Flaßkamp_Kleinjohann_et
al._2014, series={Lecture Notes in Mechanical Engineering}, title={Case Study},
DOI={10.1007/978-3-642-53742-4_4},
booktitle={Dependability of Self-Optimizing Mechatronic Systems}, publisher={Springer
Berlin Heidelberg}, author={Trächtler, Ansgar and Kleinjohann, Bernd and Heinzemann,
Christian and Rasche, Christoph and Priesterjahn, Claudia and Steenken, Dominik
and Wehrheim, Heike and Gausemeier, Jürgen and Flaßkamp, Kathrin and Kleinjohann,
Lisa and et al.}, editor={Gausemeier, Jürgen and Josef Rammig, Franz and Schäfer,
Wilhelm and Sextro, WalterEditors}, year={2014}, pages={173–188}, collection={Lecture
Notes in Mechanical Engineering} }'
chicago: Trächtler, Ansgar, Bernd Kleinjohann, Christian Heinzemann, Christoph Rasche,
Claudia Priesterjahn, Dominik Steenken, Heike Wehrheim, et al. “Case Study.” In
Dependability of Self-Optimizing Mechatronic Systems, edited by Jürgen
Gausemeier, Franz Josef Rammig, Wilhelm Schäfer, and Walter Sextro, 173–88. Lecture
Notes in Mechanical Engineering. Springer Berlin Heidelberg, 2014. https://doi.org/10.1007/978-3-642-53742-4_4.
ieee: A. Trächtler et al., “Case Study,” in Dependability of Self-Optimizing
Mechatronic Systems, J. Gausemeier, F. Josef Rammig, W. Schäfer, and W. Sextro,
Eds. Springer Berlin Heidelberg, 2014, pp. 173–188.
mla: Trächtler, Ansgar, et al. “Case Study.” Dependability of Self-Optimizing
Mechatronic Systems, edited by Jürgen Gausemeier et al., Springer Berlin Heidelberg,
2014, pp. 173–88, doi:10.1007/978-3-642-53742-4_4.
short: 'A. Trächtler, B. Kleinjohann, C. Heinzemann, C. Rasche, C. Priesterjahn,
D. Steenken, H. Wehrheim, J. Gausemeier, K. Flaßkamp, L. Kleinjohann, M. Krüger,
P. Iwanek, P. Hartmann, R. Dorociak, S. Groesbrink, S. Ziegert, T. Meyer, W. Sextro,
W. Schäfer, in: J. Gausemeier, F. Josef Rammig, W. Schäfer, W. Sextro (Eds.),
Dependability of Self-Optimizing Mechatronic Systems, Springer Berlin Heidelberg,
2014, pp. 173–188.'
date_created: 2019-05-20T13:29:25Z
date_updated: 2019-05-20T13:34:38Z
department:
- _id: '151'
doi: 10.1007/978-3-642-53742-4_4
editor:
- first_name: Jürgen
full_name: Gausemeier, Jürgen
last_name: Gausemeier
- first_name: Franz
full_name: Josef Rammig, Franz
last_name: Josef Rammig
- first_name: Wilhelm
full_name: Schäfer, Wilhelm
last_name: Schäfer
- first_name: Walter
full_name: Sextro, Walter
last_name: Sextro
language:
- iso: eng
page: 173-188
publication: Dependability of Self-Optimizing Mechatronic Systems
publication_identifier:
isbn:
- 978-3-642-53741-7
publisher: Springer Berlin Heidelberg
series_title: Lecture Notes in Mechanical Engineering
status: public
title: Case Study
type: book_chapter
user_id: '55222'
year: '2014'
...
---
_id: '9895'
abstract:
- lang: eng
text: Power semiconductor modules are used to control and switch high electrical
currents and voltages. Within the power module package wire bonding is used as
an interconnection technology. In recent years, aluminum wire has been used preferably,
but an ever-growing market of powerful and efficient power modules requires a
material with better mechanical and electrical properties. For this reason, a
technology change from aluminum to copper is indispensable. However, the copper
wire bonding process reacts more sensitive to parameter changes. This makes manufacturing
reliable copper bond connections a challenging task. The aim of the BMBF funded
project Itsowl-InCuB is the development of self-optimizing techniques to enable
the reliable production of copper bond connections under varying conditions. A
model of the process is essential to achieve this aim. This model needs to include
the dynamic elasto-plastic deformation, the ultrasonic softening effect and the
proceeding adhesion between wire and substrate. This paper focusses on the pre-deformation
process. In the touchdown phase, the wire is pressed into the V-groove of the
tool and a small initial contact area between wire and substrate arise. The local
characteristics of the material change abruptly because of the cold forming. Consequently,
the pre-deformation has a strong effect on the joining process. In [1], a pre-cleaning
effect during the touchdown process of aluminum wires by cracking of oxide layers
was presented. These interactions of the process parameters are still largely
unknown for copper. In a first step, this paper validates the importance of modeling
the pre-deformation by showing its impact on the wire deformation characteristic
experimentally. Creating cross-section views of pre-deformed copper wires has
shown a low deformation degree compared to aluminum. By using a digital microscope
and a scanning confocal microscope an analysis about the contact areas and penetration
depths after touchdown has been made. Additionally, it has to be taken into account
that the dynamical touchdown force depends on the touchdown speed and the touchdown
force set in the bonding machine. In order to measure the overshoot in the force
signals, a strain gauge sensor has been used. Subsequently, the affecting factors
have been interpreted independently Furthermore, the material properties of copper
wire have been investigated with tensile tests and hardness measurements. In a
second step, the paper presents finite element models of the touchdown process
for source and destination bonds. These models take the measured overshoot in
the touchdown forces into account. A multi-linear, isotropic material model has
been selected to map the material properties of the copper. A validation of the
model with the experimental determined contact areas, normal pressures and penetration
depths reveals the high model quality. Thus, the simulation is able to calculate
and visualize the three dimensional pre-deformation with an integrated material
parameter of the wire if the touchdown parameters of the bonding machine are known.
Based on the calculated deformation degrees of wire and substrate, it is probably
possible to investigate the effect of the pre-deformation on the pre-cleaning
phase in the copper wire bonding.
author:
- first_name: Andreas
full_name: Unger, Andreas
last_name: Unger
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Simon
full_name: Althoff, Simon
last_name: Althoff
- first_name: Paul
full_name: Eichwald, Paul
last_name: Eichwald
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Florian
full_name: Eacock, Florian
last_name: Eacock
- first_name: Michael
full_name: Brökelmann, Michael
last_name: Brökelmann
citation:
ama: 'Unger A, Sextro W, Althoff S, et al. Experimental and Numerical Simulation
Study of Pre-Deformed Heavy Copper Wire Wedge Bonds. In: Proceedings of the
47th International Symposium on Microelectronics (IMAPS). San Diego, CA, US;
2014:289-294.'
apa: Unger, A., Sextro, W., Althoff, S., Eichwald, P., Meyer, T., Eacock, F., &
Brökelmann, M. (2014). Experimental and Numerical Simulation Study of Pre-Deformed
Heavy Copper Wire Wedge Bonds. In Proceedings of the 47th International Symposium
on Microelectronics (IMAPS) (pp. 289–294). San Diego, CA, US.
bibtex: '@inproceedings{Unger_Sextro_Althoff_Eichwald_Meyer_Eacock_Brökelmann_2014,
place={San Diego, CA, US}, title={Experimental and Numerical Simulation Study
of Pre-Deformed Heavy Copper Wire Wedge Bonds}, booktitle={Proceedings of the
47th International Symposium on Microelectronics (IMAPS)}, author={Unger, Andreas
and Sextro, Walter and Althoff, Simon and Eichwald, Paul and Meyer, Tobias and
Eacock, Florian and Brökelmann, Michael}, year={2014}, pages={289–294} }'
chicago: Unger, Andreas, Walter Sextro, Simon Althoff, Paul Eichwald, Tobias Meyer,
Florian Eacock, and Michael Brökelmann. “Experimental and Numerical Simulation
Study of Pre-Deformed Heavy Copper Wire Wedge Bonds.” In Proceedings of the
47th International Symposium on Microelectronics (IMAPS), 289–94. San Diego,
CA, US, 2014.
ieee: A. Unger et al., “Experimental and Numerical Simulation Study of Pre-Deformed
Heavy Copper Wire Wedge Bonds,” in Proceedings of the 47th International Symposium
on Microelectronics (IMAPS), 2014, pp. 289–294.
mla: Unger, Andreas, et al. “Experimental and Numerical Simulation Study of Pre-Deformed
Heavy Copper Wire Wedge Bonds.” Proceedings of the 47th International Symposium
on Microelectronics (IMAPS), 2014, pp. 289–94.
short: 'A. Unger, W. Sextro, S. Althoff, P. Eichwald, T. Meyer, F. Eacock, M. Brökelmann,
in: Proceedings of the 47th International Symposium on Microelectronics (IMAPS),
San Diego, CA, US, 2014, pp. 289–294.'
date_created: 2019-05-20T13:35:09Z
date_updated: 2020-05-07T05:33:47Z
department:
- _id: '151'
keyword:
- pre-deformation
- copper wire bonding
- finite element model
language:
- iso: eng
page: 289-294
place: San Diego, CA, US
project:
- _id: '92'
grant_number: 02 PQ2210
name: Intelligente Herstellung zuverlässiger Kupferbondverbindungen
publication: Proceedings of the 47th International Symposium on Microelectronics (IMAPS)
status: public
title: Experimental and Numerical Simulation Study of Pre-Deformed Heavy Copper Wire
Wedge Bonds
type: conference
user_id: '210'
year: '2014'
...
---
_id: '9896'
abstract:
- lang: eng
text: In power electronics, ultrasonic wire bonding is used to connect the electrical
terminals of power modules. To implement a self-optimization technique for ultrasonic
wire bonding machines, a model of the process is essential. This model needs to
include the so called ultrasonic softening effect. It is a key effect within the
wire bonding process primarily enabling the robust interconnection between the
wire and a substrate. However, the physical modeling of the ultrasonic softening
effect is notoriously difficult because of its highly non-linear character and
the absence of a proper measurement method. In a first step, this paper validates
the importance of modeling the ultrasonic softening by showing its impact on the
wire deformation characteristic experimentally. In a second step, the paper presents
a data-driven model of the ultrasonic softening effect which is constructed from
data using machine learning techniques. A typical caveat of data-driven modeling
is the need for training data that cover the considered domain of process parameters
in order to achieve accurate generalization of the trained model to new process
configurations. In practice, however, the space of process parameters can only
be sampled sparsely. In this paper, a novel technique is applied which enables
the integration of prior knowledge about the process into the datadriven modeling
process. It turns out that this approach results in accurate generalization of
the data-driven model to unseen process parameters from sparse data.
author:
- first_name: Andreas
full_name: Unger, Andreas
last_name: Unger
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Simon
full_name: Althoff, Simon
last_name: Althoff
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Michael
full_name: Brökelmann, Michael
last_name: Brökelmann
- first_name: Klaus
full_name: Neumann, Klaus
last_name: Neumann
- first_name: René Felix
full_name: Reimann, René Felix
last_name: Reimann
- first_name: Karsten
full_name: Guth, Karsten
last_name: Guth
- first_name: Daniel
full_name: Bolowski, Daniel
last_name: Bolowski
citation:
ama: 'Unger A, Sextro W, Althoff S, et al. Data-driven Modeling of the Ultrasonic
Softening Effect for Robust Copper Wire Bonding. In: Proceedings of 8th International
Conference on Integrated Power Electronic Systems. Vol 141. ; 2014:175-180.'
apa: Unger, A., Sextro, W., Althoff, S., Meyer, T., Brökelmann, M., Neumann, K.,
… Bolowski, D. (2014). Data-driven Modeling of the Ultrasonic Softening Effect
for Robust Copper Wire Bonding. In Proceedings of 8th International Conference
on Integrated Power Electronic Systems (Vol. 141, pp. 175–180).
bibtex: '@inproceedings{Unger_Sextro_Althoff_Meyer_Brökelmann_Neumann_Reimann_Guth_Bolowski_2014,
title={Data-driven Modeling of the Ultrasonic Softening Effect for Robust Copper
Wire Bonding}, volume={141}, booktitle={Proceedings of 8th International Conference
on Integrated Power Electronic Systems}, author={Unger, Andreas and Sextro, Walter
and Althoff, Simon and Meyer, Tobias and Brökelmann, Michael and Neumann, Klaus
and Reimann, René Felix and Guth, Karsten and Bolowski, Daniel}, year={2014},
pages={175–180} }'
chicago: Unger, Andreas, Walter Sextro, Simon Althoff, Tobias Meyer, Michael Brökelmann,
Klaus Neumann, René Felix Reimann, Karsten Guth, and Daniel Bolowski. “Data-Driven
Modeling of the Ultrasonic Softening Effect for Robust Copper Wire Bonding.” In
Proceedings of 8th International Conference on Integrated Power Electronic
Systems, 141:175–80, 2014.
ieee: A. Unger et al., “Data-driven Modeling of the Ultrasonic Softening
Effect for Robust Copper Wire Bonding,” in Proceedings of 8th International
Conference on Integrated Power Electronic Systems, 2014, vol. 141, pp. 175–180.
mla: Unger, Andreas, et al. “Data-Driven Modeling of the Ultrasonic Softening Effect
for Robust Copper Wire Bonding.” Proceedings of 8th International Conference
on Integrated Power Electronic Systems, vol. 141, 2014, pp. 175–80.
short: 'A. Unger, W. Sextro, S. Althoff, T. Meyer, M. Brökelmann, K. Neumann, R.F.
Reimann, K. Guth, D. Bolowski, in: Proceedings of 8th International Conference
on Integrated Power Electronic Systems, 2014, pp. 175–180.'
date_created: 2019-05-20T13:38:10Z
date_updated: 2020-05-07T05:33:47Z
department:
- _id: '151'
intvolume: ' 141'
language:
- iso: eng
page: 175-180
project:
- _id: '92'
grant_number: 02 PQ2210
name: Intelligente Herstellung zuverlässiger Kupferbondverbindungen
publication: Proceedings of 8th International Conference on Integrated Power Electronic
Systems
status: public
title: Data-driven Modeling of the Ultrasonic Softening Effect for Robust Copper Wire
Bonding
type: conference
user_id: '210'
volume: 141
year: '2014'
...
---
_id: '20085'
author:
- first_name: Ansgar
full_name: Trächtler, Ansgar
last_name: Trächtler
- first_name: Bernd
full_name: Kleinjohann, Bernd
last_name: Kleinjohann
- first_name: Christian
full_name: Heinzemann, Christian
last_name: Heinzemann
- first_name: Christoph
full_name: Rasche, Christoph
last_name: Rasche
- first_name: Claudia
full_name: Priesterjahn, Claudia
last_name: Priesterjahn
- first_name: Dominik
full_name: Steenken, Dominik
last_name: Steenken
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
- first_name: Jürgen
full_name: Gausemeier, Jürgen
last_name: Gausemeier
- first_name: Kathrin
full_name: Flaßkamp, Kathrin
last_name: Flaßkamp
- first_name: Lisa
full_name: Kleinjohann, Lisa
last_name: Kleinjohann
- first_name: Martin
full_name: Krüger, Martin
last_name: Krüger
- first_name: Peter
full_name: Iwanek, Peter
last_name: Iwanek
- first_name: Philip
full_name: Hartmann, Philip
last_name: Hartmann
- first_name: Rafal
full_name: Dorociak, Rafal
last_name: Dorociak
- first_name: Stefan
full_name: Groesbrink, Stefan
last_name: Groesbrink
- first_name: Steffen
full_name: Ziegert, Steffen
last_name: Ziegert
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Walter
full_name: Sextro, Walter
last_name: Sextro
- first_name: Wilhelm
full_name: Schäfer, Wilhelm
last_name: Schäfer
citation:
ama: 'Trächtler A, Kleinjohann B, Heinzemann C, et al. Case Study. In: Gausemeier
J, Josef Rammig F, Schäfer W, Sextro W, eds. Dependability of Self-Optimizing
Mechatronic Systems. Lecture Notes in Mechanical Engineering. Springer Berlin
Heidelberg; 2014:173-188. doi:10.1007/978-3-642-53742-4_4'
apa: Trächtler, A., Kleinjohann, B., Heinzemann, C., Rasche, C., Priesterjahn, C.,
Steenken, D., Wehrheim, H., Gausemeier, J., Flaßkamp, K., Kleinjohann, L., Krüger,
M., Iwanek, P., Hartmann, P., Dorociak, R., Groesbrink, S., Ziegert, S., Meyer,
T., Sextro, W., & Schäfer, W. (2014). Case Study. In J. Gausemeier, F. Josef
Rammig, W. Schäfer, & W. Sextro (Eds.), Dependability of Self-Optimizing
Mechatronic Systems (pp. 173–188). Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-53742-4_4
bibtex: '@inbook{Trächtler_Kleinjohann_Heinzemann_Rasche_Priesterjahn_Steenken_Wehrheim_Gausemeier_Flaßkamp_Kleinjohann_et
al._2014, series={Lecture Notes in Mechanical Engineering}, title={Case Study},
DOI={10.1007/978-3-642-53742-4_4},
booktitle={Dependability of Self-Optimizing Mechatronic Systems}, publisher={Springer
Berlin Heidelberg}, author={Trächtler, Ansgar and Kleinjohann, Bernd and Heinzemann,
Christian and Rasche, Christoph and Priesterjahn, Claudia and Steenken, Dominik
and Wehrheim, Heike and Gausemeier, Jürgen and Flaßkamp, Kathrin and Kleinjohann,
Lisa and et al.}, editor={Gausemeier, Jürgen and Josef Rammig, Franz and Schäfer,
Wilhelm and Sextro, Walter}, year={2014}, pages={173–188}, collection={Lecture
Notes in Mechanical Engineering} }'
chicago: Trächtler, Ansgar, Bernd Kleinjohann, Christian Heinzemann, Christoph Rasche,
Claudia Priesterjahn, Dominik Steenken, Heike Wehrheim, et al. “Case Study.” In
Dependability of Self-Optimizing Mechatronic Systems, edited by Jürgen
Gausemeier, Franz Josef Rammig, Wilhelm Schäfer, and Walter Sextro, 173–88. Lecture
Notes in Mechanical Engineering. Springer Berlin Heidelberg, 2014. https://doi.org/10.1007/978-3-642-53742-4_4.
ieee: A. Trächtler et al., “Case Study,” in Dependability of Self-Optimizing
Mechatronic Systems, J. Gausemeier, F. Josef Rammig, W. Schäfer, and W. Sextro,
Eds. Springer Berlin Heidelberg, 2014, pp. 173–188.
mla: Trächtler, Ansgar, et al. “Case Study.” Dependability of Self-Optimizing
Mechatronic Systems, edited by Jürgen Gausemeier et al., Springer Berlin Heidelberg,
2014, pp. 173–88, doi:10.1007/978-3-642-53742-4_4.
short: 'A. Trächtler, B. Kleinjohann, C. Heinzemann, C. Rasche, C. Priesterjahn,
D. Steenken, H. Wehrheim, J. Gausemeier, K. Flaßkamp, L. Kleinjohann, M. Krüger,
P. Iwanek, P. Hartmann, R. Dorociak, S. Groesbrink, S. Ziegert, T. Meyer, W. Sextro,
W. Schäfer, in: J. Gausemeier, F. Josef Rammig, W. Schäfer, W. Sextro (Eds.),
Dependability of Self-Optimizing Mechatronic Systems, Springer Berlin Heidelberg,
2014, pp. 173–188.'
date_created: 2020-10-15T15:58:13Z
date_updated: 2022-01-21T09:23:16Z
department:
- _id: '636'
doi: 10.1007/978-3-642-53742-4_4
editor:
- first_name: Jürgen
full_name: Gausemeier, Jürgen
last_name: Gausemeier
- first_name: Franz
full_name: Josef Rammig, Franz
last_name: Josef Rammig
- first_name: Wilhelm
full_name: Schäfer, Wilhelm
last_name: Schäfer
- first_name: Walter
full_name: Sextro, Walter
last_name: Sextro
language:
- iso: eng
page: 173-188
publication: Dependability of Self-Optimizing Mechatronic Systems
publication_identifier:
isbn:
- 978-3-642-53741-7
publisher: Springer Berlin Heidelberg
series_title: Lecture Notes in Mechanical Engineering
status: public
title: Case Study
type: book_chapter
user_id: '15694'
year: '2014'
...
---
_id: '26973'
abstract:
- lang: eng
text: Self-optimizing mechatronic systems allow the adaptation of the system’s behavior
to the current situation. This can be used to actively adapt the behavior to the
current degradation state of the system or of some of its components. To this
end, the Multi-Level Dependability Concept has been developed. In this contribution,
we show how the Multi-Level Dependability Concept has been applied to the active
suspension module of an innovative rail-bound vehicle. For this module, the usage
of control reconfiguration, which is a novel approach to exploit complex redundancy
systems, is required. We show that by combining self-optimization with the possibilities
given by control reconfiguration, the dependability of a complex mechatronic system
can be greatly improved.
author:
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Jan Henning
full_name: Kessler, Jan Henning
last_name: Kessler
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Ansgar
full_name: Trächtler, Ansgar
id: '552'
last_name: Trächtler
citation:
ama: 'Meyer T, Kessler JH, Sextro W, Trächtler A. Increasing Intelligent Systems’
Reliability by using Reconfiguration. In: The Annual Reliability and Maintainability
Symposium (RAMS). ; 2013.'
apa: Meyer, T., Kessler, J. H., Sextro, W., & Trächtler, A. (2013). Increasing
Intelligent Systems’ Reliability by using Reconfiguration. The Annual Reliability
and Maintainability Symposium (RAMS).
bibtex: '@inproceedings{Meyer_Kessler_Sextro_Trächtler_2013, title={Increasing Intelligent
Systems’ Reliability by using Reconfiguration}, booktitle={The Annual Reliability
and Maintainability Symposium (RAMS)}, author={Meyer, Tobias and Kessler, Jan
Henning and Sextro, Walter and Trächtler, Ansgar}, year={2013} }'
chicago: Meyer, Tobias, Jan Henning Kessler, Walter Sextro, and Ansgar Trächtler.
“Increasing Intelligent Systems’ Reliability by Using Reconfiguration.” In The
Annual Reliability and Maintainability Symposium (RAMS), 2013.
ieee: T. Meyer, J. H. Kessler, W. Sextro, and A. Trächtler, “Increasing Intelligent
Systems’ Reliability by using Reconfiguration,” 2013.
mla: Meyer, Tobias, et al. “Increasing Intelligent Systems’ Reliability by Using
Reconfiguration.” The Annual Reliability and Maintainability Symposium (RAMS),
2013.
short: 'T. Meyer, J.H. Kessler, W. Sextro, A. Trächtler, in: The Annual Reliability
and Maintainability Symposium (RAMS), 2013.'
date_created: 2021-10-27T10:55:46Z
date_updated: 2022-01-06T06:57:31Z
department:
- _id: '675'
language:
- iso: eng
publication: The Annual Reliability and Maintainability Symposium (RAMS)
status: public
title: Increasing Intelligent Systems’ Reliability by using Reconfiguration
type: conference
user_id: '21240'
year: '2013'
...
---
_id: '22378'
author:
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Christian
full_name: Hölscher, Christian
last_name: Hölscher
- first_name: Michael
full_name: Menke, Michael
last_name: Menke
- first_name: Walter
full_name: Sextro, Walter
last_name: Sextro
- first_name: Detmar
full_name: Zimmer, Detmar
id: '604'
last_name: Zimmer
citation:
ama: 'Meyer T, Hölscher C, Menke M, Sextro W, Zimmer D. Multiobjective Optimization
including Safety of Operation Applied to a Linear Drive System. In: PAMM -
Proceedings in Applied Mathematics and Mechanics . Vol 13. Gesellschaft für
Angewandte Mathematik und Mechanik (GAMM); 2013:483-484. doi:10.1002/pamm.201310234'
apa: Meyer, T., Hölscher, C., Menke, M., Sextro, W., & Zimmer, D. (2013). Multiobjective
Optimization including Safety of Operation Applied to a Linear Drive System. In
PAMM - Proceedings in Applied Mathematics and Mechanics (Vol. 13, pp.
483–484). Gesellschaft für Angewandte Mathematik und Mechanik (GAMM). https://doi.org/10.1002/pamm.201310234
bibtex: '@inproceedings{Meyer_Hölscher_Menke_Sextro_Zimmer_2013, title={Multiobjective
Optimization including Safety of Operation Applied to a Linear Drive System},
volume={13}, DOI={10.1002/pamm.201310234},
number={1}, booktitle={PAMM - Proceedings in Applied Mathematics and Mechanics
}, publisher={Gesellschaft für Angewandte Mathematik und Mechanik (GAMM)}, author={Meyer,
Tobias and Hölscher, Christian and Menke, Michael and Sextro, Walter and Zimmer,
Detmar}, year={2013}, pages={483–484} }'
chicago: Meyer, Tobias, Christian Hölscher, Michael Menke, Walter Sextro, and Detmar
Zimmer. “Multiobjective Optimization Including Safety of Operation Applied to
a Linear Drive System.” In PAMM - Proceedings in Applied Mathematics and Mechanics
, 13:483–84. Gesellschaft für Angewandte Mathematik und Mechanik (GAMM), 2013.
https://doi.org/10.1002/pamm.201310234.
ieee: T. Meyer, C. Hölscher, M. Menke, W. Sextro, and D. Zimmer, “Multiobjective
Optimization including Safety of Operation Applied to a Linear Drive System,”
in PAMM - Proceedings in Applied Mathematics and Mechanics , 2013, vol.
13, no. 1, pp. 483–484.
mla: Meyer, Tobias, et al. “Multiobjective Optimization Including Safety of Operation
Applied to a Linear Drive System.” PAMM - Proceedings in Applied Mathematics
and Mechanics , vol. 13, no. 1, Gesellschaft für Angewandte Mathematik und
Mechanik (GAMM), 2013, pp. 483–84, doi:10.1002/pamm.201310234.
short: 'T. Meyer, C. Hölscher, M. Menke, W. Sextro, D. Zimmer, in: PAMM - Proceedings
in Applied Mathematics and Mechanics , Gesellschaft für Angewandte Mathematik
und Mechanik (GAMM), 2013, pp. 483–484.'
date_created: 2021-06-15T11:09:01Z
date_updated: 2022-01-06T06:55:32Z
department:
- _id: '9'
- _id: '146'
doi: 10.1002/pamm.201310234
intvolume: ' 13'
issue: '1'
language:
- iso: eng
page: 483-484
publication: 'PAMM - Proceedings in Applied Mathematics and Mechanics '
publisher: Gesellschaft für Angewandte Mathematik und Mechanik (GAMM)
status: public
title: Multiobjective Optimization including Safety of Operation Applied to a Linear
Drive System
type: conference
user_id: '38077'
volume: 13
year: '2013'
...
---
_id: '23139'
author:
- first_name: Jan Henning
full_name: Kessler, Jan Henning
last_name: Kessler
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Christoph
full_name: Sondermann-Wölke, Christoph
last_name: Sondermann-Wölke
- first_name: Ansgar
full_name: Trächtler, Ansgar
id: '552'
last_name: Trächtler
citation:
ama: 'Kessler JH, Meyer T, Sextro W, Sondermann-Wölke C, Trächtler A. Increasing
the Dependability of Self-Optimizing Systems During Operation Using the Multi-Level
Dependability Concept. In: Dependability of Self-Optimizing Mechatronic Systems.
Springer-Verlag, Heidelberg, Germany; 2013:55-62.'
apa: Kessler, J. H., Meyer, T., Sextro, W., Sondermann-Wölke, C., & Trächtler,
A. (2013). Increasing the Dependability of Self-Optimizing Systems During Operation
Using the Multi-Level Dependability Concept. In Dependability of Self-Optimizing
Mechatronic Systems (pp. 55–62). Springer-Verlag, Heidelberg, Germany.
bibtex: '@inbook{Kessler_Meyer_Sextro_Sondermann-Wölke_Trächtler_2013, title={Increasing
the Dependability of Self-Optimizing Systems During Operation Using the Multi-Level
Dependability Concept}, booktitle={Dependability of Self-Optimizing Mechatronic
Systems}, publisher={Springer-Verlag, Heidelberg, Germany}, author={Kessler, Jan
Henning and Meyer, Tobias and Sextro, Walter and Sondermann-Wölke, Christoph and
Trächtler, Ansgar}, year={2013}, pages={55–62} }'
chicago: Kessler, Jan Henning, Tobias Meyer, Walter Sextro, Christoph Sondermann-Wölke,
and Ansgar Trächtler. “Increasing the Dependability of Self-Optimizing Systems
During Operation Using the Multi-Level Dependability Concept.” In Dependability
of Self-Optimizing Mechatronic Systems, 55–62. Springer-Verlag, Heidelberg,
Germany, 2013.
ieee: J. H. Kessler, T. Meyer, W. Sextro, C. Sondermann-Wölke, and A. Trächtler,
“Increasing the Dependability of Self-Optimizing Systems During Operation Using
the Multi-Level Dependability Concept,” in Dependability of Self-Optimizing
Mechatronic Systems, Springer-Verlag, Heidelberg, Germany, 2013, pp. 55–62.
mla: Kessler, Jan Henning, et al. “Increasing the Dependability of Self-Optimizing
Systems During Operation Using the Multi-Level Dependability Concept.” Dependability
of Self-Optimizing Mechatronic Systems, Springer-Verlag, Heidelberg, Germany,
2013, pp. 55–62.
short: 'J.H. Kessler, T. Meyer, W. Sextro, C. Sondermann-Wölke, A. Trächtler, in:
Dependability of Self-Optimizing Mechatronic Systems, Springer-Verlag, Heidelberg,
Germany, 2013, pp. 55–62.'
date_created: 2021-08-09T06:58:09Z
date_updated: 2022-01-06T06:55:46Z
department:
- _id: '153'
language:
- iso: eng
page: 55-62
publication: Dependability of Self-Optimizing Mechatronic Systems
publisher: Springer-Verlag, Heidelberg, Germany
status: public
title: Increasing the Dependability of Self-Optimizing Systems During Operation Using
the Multi-Level Dependability Concept
type: book_chapter
user_id: '24876'
year: '2013'
...
---
_id: '23140'
author:
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Jan Henning
full_name: Kessler, Jan Henning
last_name: Kessler
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Ansgar
full_name: Trächtler, Ansgar
id: '552'
last_name: Trächtler
citation:
ama: 'Meyer T, Kessler JH, Sextro W, Trächtler A. Increasing Intelligent Systems’
Reliability by using Reconfiguration. In: The Annual Reliability and Maintainability
Symposium (RAMS). ; 2013.'
apa: Meyer, T., Kessler, J. H., Sextro, W., & Trächtler, A. (2013). Increasing
Intelligent Systems’ Reliability by using Reconfiguration. In The Annual Reliability
and Maintainability Symposium (RAMS).
bibtex: '@inproceedings{Meyer_Kessler_Sextro_Trächtler_2013, title={Increasing Intelligent
Systems’ Reliability by using Reconfiguration}, booktitle={The Annual Reliability
and Maintainability Symposium (RAMS)}, author={Meyer, Tobias and Kessler, Jan
Henning and Sextro, Walter and Trächtler, Ansgar}, year={2013} }'
chicago: Meyer, Tobias, Jan Henning Kessler, Walter Sextro, and Ansgar Trächtler.
“Increasing Intelligent Systems’ Reliability by Using Reconfiguration.” In The
Annual Reliability and Maintainability Symposium (RAMS), 2013.
ieee: T. Meyer, J. H. Kessler, W. Sextro, and A. Trächtler, “Increasing Intelligent
Systems’ Reliability by using Reconfiguration,” in The Annual Reliability and
Maintainability Symposium (RAMS), 2013.
mla: Meyer, Tobias, et al. “Increasing Intelligent Systems’ Reliability by Using
Reconfiguration.” The Annual Reliability and Maintainability Symposium (RAMS),
2013.
short: 'T. Meyer, J.H. Kessler, W. Sextro, A. Trächtler, in: The Annual Reliability
and Maintainability Symposium (RAMS), 2013.'
date_created: 2021-08-09T06:58:10Z
date_updated: 2022-01-06T06:55:46Z
department:
- _id: '153'
language:
- iso: eng
publication: The Annual Reliability and Maintainability Symposium (RAMS)
status: public
title: Increasing Intelligent Systems’ Reliability by using Reconfiguration
type: conference
user_id: '24876'
year: '2013'
...
---
_id: '23149'
author:
- first_name: Christian
full_name: Hölscher, Christian
last_name: Hölscher
- first_name: Jan Henning
full_name: Kessler, Jan Henning
last_name: Kessler
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Christoph
full_name: Rasche, Christoph
last_name: Rasche
- first_name: Peter
full_name: Reinold, Peter
last_name: Reinold
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Christoph
full_name: Sondermann-Wölke, Christoph
last_name: Sondermann-Wölke
- first_name: Detmar
full_name: Zimmer, Detmar
id: '604'
last_name: Zimmer
citation:
ama: 'Hölscher C, Kessler JH, Meyer T, et al. Applications of Self-Optimizing Systems.
In: Dependability of Self-Optimizing Mechatronic Systems. Springer-Verlag,
Heidelberg, Germany; 2013:16-22.'
apa: Hölscher, C., Kessler, J. H., Meyer, T., Rasche, C., Reinold, P., Sextro, W.,
… Zimmer, D. (2013). Applications of Self-Optimizing Systems. In Dependability
of Self-Optimizing Mechatronic Systems (pp. 16–22). Springer-Verlag, Heidelberg,
Germany.
bibtex: '@inbook{Hölscher_Kessler_Meyer_Rasche_Reinold_Sextro_Sondermann-Wölke_Zimmer_2013,
title={Applications of Self-Optimizing Systems}, booktitle={Dependability of Self-Optimizing
Mechatronic Systems}, publisher={Springer-Verlag, Heidelberg, Germany}, author={Hölscher,
Christian and Kessler, Jan Henning and Meyer, Tobias and Rasche, Christoph and
Reinold, Peter and Sextro, Walter and Sondermann-Wölke, Christoph and Zimmer,
Detmar}, year={2013}, pages={16–22} }'
chicago: Hölscher, Christian, Jan Henning Kessler, Tobias Meyer, Christoph Rasche,
Peter Reinold, Walter Sextro, Christoph Sondermann-Wölke, and Detmar Zimmer. “Applications
of Self-Optimizing Systems.” In Dependability of Self-Optimizing Mechatronic
Systems, 16–22. Springer-Verlag, Heidelberg, Germany, 2013.
ieee: C. Hölscher et al., “Applications of Self-Optimizing Systems,” in Dependability
of Self-Optimizing Mechatronic Systems, Springer-Verlag, Heidelberg, Germany,
2013, pp. 16–22.
mla: Hölscher, Christian, et al. “Applications of Self-Optimizing Systems.” Dependability
of Self-Optimizing Mechatronic Systems, Springer-Verlag, Heidelberg, Germany,
2013, pp. 16–22.
short: 'C. Hölscher, J.H. Kessler, T. Meyer, C. Rasche, P. Reinold, W. Sextro, C.
Sondermann-Wölke, D. Zimmer, in: Dependability of Self-Optimizing Mechatronic
Systems, Springer-Verlag, Heidelberg, Germany, 2013, pp. 16–22.'
date_created: 2021-08-09T06:58:21Z
date_updated: 2022-01-06T06:55:46Z
department:
- _id: '153'
language:
- iso: eng
page: 16-22
publication: Dependability of Self-Optimizing Mechatronic Systems
publisher: Springer-Verlag, Heidelberg, Germany
status: public
title: Applications of Self-Optimizing Systems
type: book_chapter
user_id: '24876'
year: '2013'
...
---
_id: '9807'
abstract:
- lang: eng
text: Recently, focus on maintenance strategies has been shifted towards prognostic
health management (PHM) and a number of state of the art algorithms based on data-driven
prognostics have been developed to predict the health states of degrading components
based on sensory data. Amongst these algorithms, Multiclass Support Vector Machines
(MC-SVM) has gained popularity due to its relatively high classification accuracy,
ability to classify multiple patterns and capability to handle noisy /incomplete
data. However, its application is limited by the difficulty in determining the
required kernel function and penalty parameters. To address this problem, this
paper proposes a hybrid differential evolution -- particle swarm optimization
(DE-PSO) algorithm to optimize the MC-SVM kernel function and penalty parameters.
The differential algorithm (DE) obtains the search limit for the SVM parameters,
while the particle swarm optimization algorithm (PSO) determines the global optimum
parameters for a given training data set. Since degrading machinery components
display several degradation stages in their lifetime, the MC-SVM trained with
optimum parameters are used to estimate the health states of a degrading machinery
component, from which the remaining useful life (RUL) is predicted. This method
improves the classification accuracy of MC-SVM in predicting the health states
of a machinery component and consequently increases the accuracy of RUL predictions.
The feasibility of the method is validated using bearing prognostic run-to-failure
data obtained from NASA public data repository. A comparative study between MC-SVM
with parameters obtained using simple grid search with n-fold cross validation
and MCSVM with DE-PSO based on prognostic performance metrics reveals that the
proposed method has better performance, with all the cases considered falling
within a 10 \% error margin. The method also outperforms other soft computing
methods proposed in literature.
author:
- first_name: James Kuria
full_name: Kimotho, James Kuria
last_name: Kimotho
- first_name: Christopher
full_name: Sondermann-Wölke, Christopher
last_name: Sondermann-Wölke
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
citation:
ama: Kimotho JK, Sondermann-Wölke C, Meyer T, Sextro W. Machinery Prognostic Method
Based on Multi-Class Support Vector Machines and Hybrid Differential Evolution
-- Particle Swarm Optimization. Chemical Engineering Transactions. 2013;33:619-624.
doi:10.3303/CET1333104
apa: Kimotho, J. K., Sondermann-Wölke, C., Meyer, T., & Sextro, W. (2013). Machinery
Prognostic Method Based on Multi-Class Support Vector Machines and Hybrid Differential
Evolution -- Particle Swarm Optimization. Chemical Engineering Transactions,
33, 619–624. https://doi.org/10.3303/CET1333104
bibtex: '@article{Kimotho_Sondermann-Wölke_Meyer_Sextro_2013, title={Machinery Prognostic
Method Based on Multi-Class Support Vector Machines and Hybrid Differential Evolution
-- Particle Swarm Optimization}, volume={33}, DOI={10.3303/CET1333104},
journal={Chemical Engineering Transactions}, author={Kimotho, James Kuria and
Sondermann-Wölke, Christopher and Meyer, Tobias and Sextro, Walter}, year={2013},
pages={619–624} }'
chicago: 'Kimotho, James Kuria, Christopher Sondermann-Wölke, Tobias Meyer, and
Walter Sextro. “Machinery Prognostic Method Based on Multi-Class Support Vector
Machines and Hybrid Differential Evolution -- Particle Swarm Optimization.” Chemical
Engineering Transactions 33 (2013): 619–24. https://doi.org/10.3303/CET1333104.'
ieee: J. K. Kimotho, C. Sondermann-Wölke, T. Meyer, and W. Sextro, “Machinery Prognostic
Method Based on Multi-Class Support Vector Machines and Hybrid Differential Evolution
-- Particle Swarm Optimization,” Chemical Engineering Transactions, vol.
33, pp. 619–624, 2013.
mla: Kimotho, James Kuria, et al. “Machinery Prognostic Method Based on Multi-Class
Support Vector Machines and Hybrid Differential Evolution -- Particle Swarm Optimization.”
Chemical Engineering Transactions, vol. 33, 2013, pp. 619–24, doi:10.3303/CET1333104.
short: J.K. Kimotho, C. Sondermann-Wölke, T. Meyer, W. Sextro, Chemical Engineering
Transactions 33 (2013) 619–624.
date_created: 2019-05-13T14:13:26Z
date_updated: 2022-01-06T07:04:21Z
department:
- _id: '151'
doi: 10.3303/CET1333104
intvolume: ' 33'
language:
- iso: eng
page: 619-624
publication: Chemical Engineering Transactions
status: public
title: Machinery Prognostic Method Based on Multi-Class Support Vector Machines and
Hybrid Differential Evolution -- Particle Swarm Optimization
type: journal_article
user_id: '55222'
volume: 33
year: '2013'
...
---
_id: '9808'
abstract:
- lang: eng
text: This study presents the methods employed by a team from the department of
Mechatronics and Dynamics at the University of Paderborn, Germany for the 2013
PHM data challenge. The focus of the challenge was on maintenance action recommendation
for an industrial machinery based on remote monitoring and diagnosis. Since an
ensemble of data driven methods has been considered as the state of the art approach
in diagnosis and prognosis, the first approach was to evaluate the performance
of an ensemble of data driven methods using the parametric data as input and problems
(recommended maintenance action) as the output. Due to close correlation of parametric
data of different problems, this approach produced high misclassification rate.
Event-based decision trees were then constructed to identify problems associated
with particular events. To distinguish between problems associated with events
that appeared in multiple problems, support vector machine (SVM) with parameters
optimally tuned using particle swarm optimization (PSO) was employed. Parametric
data was used as the input to the SVM algorithm and majority voting was employed
to determine the final decision for cases with multiple events. A total of 165
SVM models were constructed. This approach improved the overall score from 21
to 48. The method was further enhanced by employing an ensemble of three data
driven methods, that is, SVM, random forests (RF) and bagged trees (BT), to build
the event based models. With this approach, a score of 51 was obtained . The results
demonstrate that the proposed event based method can be effective in maintenance
action recommendation based on events codes and parametric data acquired remotely
from an industrial equipment.
author:
- first_name: James Kuria
full_name: Kimotho, James Kuria
last_name: Kimotho
- first_name: Chritoph
full_name: Sondermann-Wölke, Chritoph
last_name: Sondermann-Wölke
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
citation:
ama: Kimotho JK, Sondermann-Wölke C, Meyer T, Sextro W. Application of Event Based
Decision Tree and Ensemble of Data Driven Methods for Maintenance Action Recommendation.
International Journal of Prognostics and Health Management. 2013;4(2).
apa: Kimotho, J. K., Sondermann-Wölke, C., Meyer, T., & Sextro, W. (2013). Application
of Event Based Decision Tree and Ensemble of Data Driven Methods for Maintenance
Action Recommendation. International Journal of Prognostics and Health Management,
4(2).
bibtex: '@article{Kimotho_Sondermann-Wölke_Meyer_Sextro_2013, title={Application
of Event Based Decision Tree and Ensemble of Data Driven Methods for Maintenance
Action Recommendation}, volume={4}, number={2}, journal={International Journal
of Prognostics and Health Management}, author={Kimotho, James Kuria and Sondermann-Wölke,
Chritoph and Meyer, Tobias and Sextro, Walter}, year={2013} }'
chicago: Kimotho, James Kuria, Chritoph Sondermann-Wölke, Tobias Meyer, and Walter
Sextro. “Application of Event Based Decision Tree and Ensemble of Data Driven
Methods for Maintenance Action Recommendation.” International Journal of Prognostics
and Health Management 4, no. 2 (2013).
ieee: J. K. Kimotho, C. Sondermann-Wölke, T. Meyer, and W. Sextro, “Application
of Event Based Decision Tree and Ensemble of Data Driven Methods for Maintenance
Action Recommendation,” International Journal of Prognostics and Health Management,
vol. 4, no. 2, 2013.
mla: Kimotho, James Kuria, et al. “Application of Event Based Decision Tree and
Ensemble of Data Driven Methods for Maintenance Action Recommendation.” International
Journal of Prognostics and Health Management, vol. 4, no. 2, 2013.
short: J.K. Kimotho, C. Sondermann-Wölke, T. Meyer, W. Sextro, International Journal
of Prognostics and Health Management 4 (2013).
date_created: 2019-05-13T14:15:36Z
date_updated: 2022-01-06T07:04:21Z
department:
- _id: '151'
intvolume: ' 4'
issue: '2'
keyword:
- maintenance decision
- Bagged trees
- Decision trees
- PSO-SVM
- Random forests
language:
- iso: eng
publication: International Journal of Prognostics and Health Management
quality_controlled: '1'
status: public
title: Application of Event Based Decision Tree and Ensemble of Data Driven Methods
for Maintenance Action Recommendation
type: journal_article
user_id: '55222'
volume: 4
year: '2013'
...
---
_id: '9858'
abstract:
- lang: eng
text: In this contribution, we introduce a multiobjective optimization used to calculate
safe optimal working points for a mechatronic system by including stochastic safety-critical
signals in an objective function. Our application example consists of a linear
drive for a rail-bound vehicle and an actuation unit. The linear drive's secondary
part is fixed; the primary part is vehicle-mounted and can be adjusted vertically
to account for deviations of the height of the secondary part. A small air gap
between both parts improves efficiency, but increases the risk of a collision
between the two parts. Using height data of the secondary part, a trajectory for
the vertical adjustment of the primary part is calculated. However, unexpected
deviations necessitate a readjustment of the air gap. The probability of such
unexpected height deviations can be calculated from the readjustment data. The
system is equipped with sensors to measure the air gap. Assuming that the sensor
noise is normally distributed, noise characteristics are determined. Using this
information and the probability distribution of unexpected height deviations,
the probability of a collision is determined.T he sensor noise and the probability
of a collision between both parts of the linear drive are included in the dynamical
model of the system. Using multiobjective optimization, pareto-optimal working
points for the controller of the air gap are obtained. By selecting an appropriate
working point, safe operation can be ensured.
author:
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Christina
full_name: Hölscher, Christina
last_name: Hölscher
- first_name: Michael
full_name: Menke, Michael
last_name: Menke
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Detmar
full_name: Zimmer, Detmar
last_name: Zimmer
citation:
ama: 'Meyer T, Hölscher C, Menke M, Sextro W, Zimmer D. Multiobjective Optimization
including Safety of Operation Applied to a Linear Drive System. In: Proc. Appl.
Math. Mech. Vol 13. ; 2013:483-484. doi:10.1002/pamm.201310234'
apa: Meyer, T., Hölscher, C., Menke, M., Sextro, W., & Zimmer, D. (2013). Multiobjective
Optimization including Safety of Operation Applied to a Linear Drive System. In
Proc. Appl. Math. Mech. (Vol. 13, pp. 483–484). https://doi.org/10.1002/pamm.201310234
bibtex: '@inproceedings{Meyer_Hölscher_Menke_Sextro_Zimmer_2013, title={Multiobjective
Optimization including Safety of Operation Applied to a Linear Drive System},
volume={13}, DOI={10.1002/pamm.201310234},
booktitle={Proc. Appl. Math. Mech.}, author={Meyer, Tobias and Hölscher, Christina
and Menke, Michael and Sextro, Walter and Zimmer, Detmar}, year={2013}, pages={483–484}
}'
chicago: Meyer, Tobias, Christina Hölscher, Michael Menke, Walter Sextro, and Detmar
Zimmer. “Multiobjective Optimization Including Safety of Operation Applied to
a Linear Drive System.” In Proc. Appl. Math. Mech., 13:483–84, 2013. https://doi.org/10.1002/pamm.201310234.
ieee: T. Meyer, C. Hölscher, M. Menke, W. Sextro, and D. Zimmer, “Multiobjective
Optimization including Safety of Operation Applied to a Linear Drive System,”
in Proc. Appl. Math. Mech., 2013, vol. 13, pp. 483–484.
mla: Meyer, Tobias, et al. “Multiobjective Optimization Including Safety of Operation
Applied to a Linear Drive System.” Proc. Appl. Math. Mech., vol. 13, 2013,
pp. 483–84, doi:10.1002/pamm.201310234.
short: 'T. Meyer, C. Hölscher, M. Menke, W. Sextro, D. Zimmer, in: Proc. Appl. Math.
Mech., 2013, pp. 483–484.'
date_created: 2019-05-20T11:10:20Z
date_updated: 2019-05-20T11:12:54Z
department:
- _id: '151'
doi: 10.1002/pamm.201310234
intvolume: ' 13'
language:
- iso: eng
page: 483-484
publication: Proc. Appl. Math. Mech.
status: public
title: Multiobjective Optimization including Safety of Operation Applied to a Linear
Drive System
type: conference
user_id: '55222'
volume: 13
year: '2013'
...
---
_id: '9859'
abstract:
- lang: eng
text: Self-optimizing mechatronic systems allow the adaptation of the system's behavior
to the current situation. This can be used to actively adapt the behavior to the
current degradation state of the system or of some of its components. To this
end, the Multi-Level Dependability Concept has been developed. In this contribution,
we show how the Multi-Level Dependability Concept has been applied to the active
suspension module of an innovative rail-bound vehicle. For this module, the usage
of control reconfiguration, which is a novel approach to exploit complex redundancy
systems, is required. We show that by combining self-optimization with the possibilities
given by control reconfiguration, the dependability of a complex mechatronic system
can be greatly improved.
author:
- first_name: Tobias
full_name: Meyer , Tobias
last_name: 'Meyer '
- first_name: Jan
full_name: Henning Keßler, Jan
last_name: Henning Keßler
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Ansgar
full_name: Trächtler, Ansgar
last_name: Trächtler
citation:
ama: 'Meyer T, Henning Keßler J, Sextro W, Trächtler A. Increasing Intelligent
Systems’ Reliability by Using Reconfiguration. In: Proceedings of the Annual
Reliability and Maintainability Symposium (RAMS). Orlando, FL; 2013. doi:10.1109/RAMS.2013.6517636'
apa: Meyer , T., Henning Keßler, J., Sextro, W., & Trächtler, A. (2013). Increasing
Intelligent Systems’ Reliability by Using Reconfiguration. In Proceedings of
the Annual Reliability and Maintainability Symposium (RAMS). Orlando, FL.
https://doi.org/10.1109/RAMS.2013.6517636
bibtex: '@inproceedings{Meyer _Henning Keßler_Sextro_Trächtler_2013, place={Orlando,
FL}, title={Increasing Intelligent Systems’ Reliability by Using Reconfiguration},
DOI={10.1109/RAMS.2013.6517636},
booktitle={Proceedings of the Annual Reliability and Maintainability Symposium
(RAMS)}, author={Meyer , Tobias and Henning Keßler, Jan and Sextro, Walter and
Trächtler, Ansgar}, year={2013} }'
chicago: Meyer , Tobias, Jan Henning Keßler, Walter Sextro, and Ansgar Trächtler.
“Increasing Intelligent Systems’ Reliability by Using Reconfiguration.” In Proceedings
of the Annual Reliability and Maintainability Symposium (RAMS). Orlando, FL,
2013. https://doi.org/10.1109/RAMS.2013.6517636.
ieee: T. Meyer , J. Henning Keßler, W. Sextro, and A. Trächtler, “Increasing Intelligent
Systems’ Reliability by Using Reconfiguration,” in Proceedings of the Annual
Reliability and Maintainability Symposium (RAMS), 2013.
mla: Meyer , Tobias, et al. “Increasing Intelligent Systems’ Reliability by Using
Reconfiguration.” Proceedings of the Annual Reliability and Maintainability
Symposium (RAMS), 2013, doi:10.1109/RAMS.2013.6517636.
short: 'T. Meyer , J. Henning Keßler, W. Sextro, A. Trächtler, in: Proceedings of
the Annual Reliability and Maintainability Symposium (RAMS), Orlando, FL, 2013.'
date_created: 2019-05-20T11:13:14Z
date_updated: 2019-09-16T11:22:45Z
department:
- _id: '151'
doi: 10.1109/RAMS.2013.6517636
language:
- iso: eng
place: Orlando, FL
publication: Proceedings of the Annual Reliability and Maintainability Symposium (RAMS)
quality_controlled: '1'
status: public
title: Increasing Intelligent Systems' Reliability by Using Reconfiguration
type: conference
user_id: '55222'
year: '2013'
...
---
_id: '9860'
abstract:
- lang: eng
text: Self-optimizing mechatronic systems offer possibilities well beyond those
of traditional mechatronic systems. Among these is the adaptation of the system
behavior to the current situation. To do so, they are able to choose from different
working points, which are pre-calculated using multiobjective optimization and
are thus Pareto-optimal with regard to the chosen objective functions. In this
contribution, a method is presented that allows to continuously control the system
degradation by adapting the behavior of a selfoptimizing system throughout its
complete lifetime. The current remaining useful lifetime is estimated and then
related to the spent lifetime and the desired useful lifetime. Using this information,
a reliability-related objective is prioritized using a closed-loop control, which
in turn is used to determine the working point of the self-optimizing system.
This way, the desired useful lifetime can be achieved. To exemplify the setup
of the controller structure and to demonstrate the adaptation of the system behavior,
a dynamic model of a clutch system is used. It can be seen that the closed loop
controller is able to correct for external perturbations, such as changed requirements,
as well as changed system parameters. This way, the modeled system is able to
achieve the desired lifetime reliably.
author:
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Christoph
full_name: Sondermann-Wölke, Christoph
last_name: Sondermann-Wölke
- first_name: James Kuria
full_name: Kimotho, James Kuria
last_name: Kimotho
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
citation:
ama: Meyer T, Sondermann-Wölke C, Kimotho JK, Sextro W. Controlling the Remaining
Useful Lifetime using Self-Optimization. Chemical Engineering Transactions.
2013;33:625-630. doi:10.3303/CET1333105
apa: Meyer, T., Sondermann-Wölke, C., Kimotho, J. K., & Sextro, W. (2013). Controlling
the Remaining Useful Lifetime using Self-Optimization. Chemical Engineering
Transactions, 33, 625–630. https://doi.org/10.3303/CET1333105
bibtex: '@article{Meyer_Sondermann-Wölke_Kimotho_Sextro_2013, title={Controlling
the Remaining Useful Lifetime using Self-Optimization}, volume={33}, DOI={10.3303/CET1333105},
journal={Chemical Engineering Transactions}, author={Meyer, Tobias and Sondermann-Wölke,
Christoph and Kimotho, James Kuria and Sextro, Walter}, year={2013}, pages={625–630}
}'
chicago: 'Meyer, Tobias, Christoph Sondermann-Wölke, James Kuria Kimotho, and Walter
Sextro. “Controlling the Remaining Useful Lifetime Using Self-Optimization.” Chemical
Engineering Transactions 33 (2013): 625–30. https://doi.org/10.3303/CET1333105.'
ieee: T. Meyer, C. Sondermann-Wölke, J. K. Kimotho, and W. Sextro, “Controlling
the Remaining Useful Lifetime using Self-Optimization,” Chemical Engineering
Transactions, vol. 33, pp. 625–630, 2013.
mla: Meyer, Tobias, et al. “Controlling the Remaining Useful Lifetime Using Self-Optimization.”
Chemical Engineering Transactions, vol. 33, 2013, pp. 625–30, doi:10.3303/CET1333105.
short: T. Meyer, C. Sondermann-Wölke, J.K. Kimotho, W. Sextro, Chemical Engineering
Transactions 33 (2013) 625–630.
date_created: 2019-05-20T11:15:59Z
date_updated: 2019-09-16T11:20:50Z
department:
- _id: '151'
doi: 10.3303/CET1333105
intvolume: ' 33'
language:
- iso: eng
page: 625-630
publication: Chemical Engineering Transactions
quality_controlled: '1'
status: public
title: Controlling the Remaining Useful Lifetime using Self-Optimization
type: journal_article
user_id: '55222'
volume: 33
year: '2013'
...
---
_id: '9861'
abstract:
- lang: eng
text: Selbstoptimierende mechatronische Systeme bieten die Möglichkeit, ihr Verhalten
an geänderte Umgebungsbedingungen anzupassen. Dazu werden beispielsweise redundante
Strukturen genutzt, Reglerparameter angepasst oder Regelstrategien umgeschaltet.
Dies kann auch genutzt werden, um die Zuverlässigkeit des Systems zu steigern.
Zugleich entstehen aber durch die gesteigerte Komplexität dieser Systeme zusätzliche
Risiken. Um sicherzustellen, dass das System dennoch die gestellten Anforderungen
bezüglich der Zuverlässigkeit erfüllt, ist eine Modellierung des Gesamtsystems
und anschließende Zuverlässigkeitsbewertung notwendig. Dies ist aufgrund der situationsabhängigen
Verhaltensanpassung und des nicht intuitiv vorhersehbaren Verhaltens jedoch nicht
mit klassischen Verfahren möglich. Ein Modellierungsverfahren, das diese Eigenschaften
abbilden kann, ist LARES (LAnguage for REconfigurable dependable Systems). Die
Anwendung von LARES zur Bewertung der Zuverlässigkeit eines selbstoptimierenden
Systems wird anhand des Feder-Neige-Moduls gezeigt. Es ist eine Baugruppe der
Fahrzeuge eines innovativen Bahnsystems, der RailCabs. Das Feder-Neige-Modul dient
dazu, unerwünschte Schwingungen des Fahrzeugaufbaus zu minimieren. Mit LARES können
die Hardware-Komponenten des Systems, ihre in Abhängigkeit von der aktuellen Situation
veränderten Belastungen sowie die nicht-deterministische Verhaltensadaption modelliert
werden.
author:
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Christoph
full_name: Sondermann-Wölke, Christoph
last_name: Sondermann-Wölke
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
- first_name: Martin
full_name: Riedl, Martin
last_name: Riedl
- first_name: Alexander
full_name: Gouberman, Alexander
last_name: Gouberman
- first_name: Markus
full_name: Siegle, Markus
last_name: Siegle
citation:
ama: 'Meyer T, Sondermann-Wölke C, Sextro W, Riedl M, Gouberman A, Siegle M. Bewertung
der Zuverlässigkeit selbstoptimierender Systeme mit dem LARES-Framework. In: Gausemeier
J, Dumitrescu R, Rammig F, Schäfer W, Trächtler A, eds. 9. Paderborner Workshop
Entwurf Mechatronischer Systeme. HNI-Verlagsschriftenreihe. Paderborn: Heinz
Nixdorf Institut, Universität Paderborn; 2013:161-174.'
apa: 'Meyer, T., Sondermann-Wölke, C., Sextro, W., Riedl, M., Gouberman, A., &
Siegle, M. (2013). Bewertung der Zuverlässigkeit selbstoptimierender Systeme mit
dem LARES-Framework. In J. Gausemeier, R. Dumitrescu, F. Rammig, W. Schäfer, &
A. Trächtler (Eds.), 9. Paderborner Workshop Entwurf mechatronischer Systeme
(pp. 161–174). Paderborn: Heinz Nixdorf Institut, Universität Paderborn.'
bibtex: '@inproceedings{Meyer_Sondermann-Wölke_Sextro_Riedl_Gouberman_Siegle_2013,
place={Paderborn}, series={HNI-Verlagsschriftenreihe}, title={Bewertung der Zuverlässigkeit
selbstoptimierender Systeme mit dem LARES-Framework}, booktitle={9. Paderborner
Workshop Entwurf mechatronischer Systeme}, publisher={Heinz Nixdorf Institut,
Universität Paderborn}, author={Meyer, Tobias and Sondermann-Wölke, Christoph
and Sextro, Walter and Riedl, Martin and Gouberman, Alexander and Siegle, Markus},
editor={Gausemeier, Jürgen and Dumitrescu, Roman and Rammig, Franz and Schäfer,
Wilhelm and Trächtler, AnsgarEditors}, year={2013}, pages={161–174}, collection={HNI-Verlagsschriftenreihe}
}'
chicago: 'Meyer, Tobias, Christoph Sondermann-Wölke, Walter Sextro, Martin Riedl,
Alexander Gouberman, and Markus Siegle. “Bewertung Der Zuverlässigkeit Selbstoptimierender
Systeme Mit Dem LARES-Framework.” In 9. Paderborner Workshop Entwurf Mechatronischer
Systeme, edited by Jürgen Gausemeier, Roman Dumitrescu, Franz Rammig, Wilhelm
Schäfer, and Ansgar Trächtler, 161–74. HNI-Verlagsschriftenreihe. Paderborn: Heinz
Nixdorf Institut, Universität Paderborn, 2013.'
ieee: T. Meyer, C. Sondermann-Wölke, W. Sextro, M. Riedl, A. Gouberman, and M. Siegle,
“Bewertung der Zuverlässigkeit selbstoptimierender Systeme mit dem LARES-Framework,”
in 9. Paderborner Workshop Entwurf mechatronischer Systeme, 2013, pp. 161–174.
mla: Meyer, Tobias, et al. “Bewertung Der Zuverlässigkeit Selbstoptimierender Systeme
Mit Dem LARES-Framework.” 9. Paderborner Workshop Entwurf Mechatronischer Systeme,
edited by Jürgen Gausemeier et al., Heinz Nixdorf Institut, Universität Paderborn,
2013, pp. 161–74.
short: 'T. Meyer, C. Sondermann-Wölke, W. Sextro, M. Riedl, A. Gouberman, M. Siegle,
in: J. Gausemeier, R. Dumitrescu, F. Rammig, W. Schäfer, A. Trächtler (Eds.),
9. Paderborner Workshop Entwurf Mechatronischer Systeme, Heinz Nixdorf Institut,
Universität Paderborn, Paderborn, 2013, pp. 161–174.'
date_created: 2019-05-20T11:18:06Z
date_updated: 2019-09-30T08:10:44Z
department:
- _id: '151'
editor:
- first_name: Jürgen
full_name: Gausemeier, Jürgen
last_name: Gausemeier
- first_name: Roman
full_name: Dumitrescu, Roman
last_name: Dumitrescu
- first_name: Franz
full_name: Rammig, Franz
last_name: Rammig
- first_name: Wilhelm
full_name: Schäfer, Wilhelm
last_name: Schäfer
- first_name: Ansgar
full_name: Trächtler, Ansgar
last_name: Trächtler
language:
- iso: eng
page: 161-174
place: Paderborn
publication: 9. Paderborner Workshop Entwurf mechatronischer Systeme
publisher: Heinz Nixdorf Institut, Universität Paderborn
quality_controlled: '1'
series_title: HNI-Verlagsschriftenreihe
status: public
title: Bewertung der Zuverlässigkeit selbstoptimierender Systeme mit dem LARES-Framework
type: conference
user_id: '55222'
year: '2013'
...
---
_id: '9791'
abstract:
- lang: eng
text: 'The rapid development of communication and information technology opens up
fascinating perspectives, which go far beyond the state of the art in mechatronics:
mechatronic systems with inherent partial intelligence. These so called self-optimizing
systems adapt their objectives and behavior autonomously and flexibly to changing
operating conditions. On the one hand, securing the dependability of such systems
is challenging due to their complexity and non-deterministic behavior. On the
other hand, self-optimization can be used to increase the dependability of the
system during its operation. However, it has to be ensured, that the self-optimization
works dependable itself. To cope with these challenges, the multi-level dependability
concept was developed. It enables predictive condition monitoring, influences
the objectives of the system and determines suitable means to improve the system''s
dependability during its operation. In this contribution we introduce a procedure
for the conceptual design of an advanced condition monitoring based on the system''s
principle solution. The principle solution describes the principal operation mode
of the system and its desired behavior. It is modeled using the specification
technique for the domain-spanning description of the principle solution of a self-optimizing
system and consists of a coherent system of eight partial models (e.g. requirements,
active structure, system of objectives, behavior, etc.). The partial models are
analyzed separately in order to derive the components of the multi-level dependability
concept. In particular, the reliability analysis of the partial model active structure
is performed to identify the system elements to be monitored and parameters to
be measured. The principle solution is extended accordingly: e.g. with system
elements required for the realization of the dependability concept. The advantages
of the method are shown on the self-optimizing guidance module of a railroad vehicle.'
author:
- first_name: Christoph
full_name: Sondermann-Wölke , Christoph
last_name: 'Sondermann-Wölke '
- first_name: Tobias
full_name: Meyer, Tobias
last_name: Meyer
- first_name: Rafal
full_name: Dorociak, Rafal
last_name: Dorociak
- first_name: Jürgen
full_name: Gausemeier, Jürgen
last_name: Gausemeier
- first_name: Walter
full_name: Sextro, Walter
id: '21220'
last_name: Sextro
citation:
ama: 'Sondermann-Wölke C, Meyer T, Dorociak R, Gausemeier J, Sextro W. Conceptual
Design of Advanced Condition Monitoring for a Self-Optimizing System based on
its Principle Solution. In: Proceedings of the 11th International Probabilistic
Safety Assessment and Management Conference (PSAM11) and The Annual European Safety
and Reliability Conference (ESREL2012). Helsinki, Finland; 2012.'
apa: Sondermann-Wölke , C., Meyer, T., Dorociak, R., Gausemeier, J., & Sextro,
W. (2012). Conceptual Design of Advanced Condition Monitoring for a Self-Optimizing
System based on its Principle Solution. In Proceedings of the 11th International
Probabilistic Safety Assessment and Management Conference (PSAM11) and The Annual
European Safety and Reliability Conference (ESREL2012). Helsinki, Finland.
bibtex: '@inproceedings{Sondermann-Wölke _Meyer_Dorociak_Gausemeier_Sextro_2012,
place={Helsinki, Finland}, title={Conceptual Design of Advanced Condition Monitoring
for a Self-Optimizing System based on its Principle Solution}, booktitle={Proceedings
of the 11th International Probabilistic Safety Assessment and Management Conference
(PSAM11) and The Annual European Safety and Reliability Conference (ESREL2012)},
author={Sondermann-Wölke , Christoph and Meyer, Tobias and Dorociak, Rafal and
Gausemeier, Jürgen and Sextro, Walter}, year={2012} }'
chicago: Sondermann-Wölke , Christoph, Tobias Meyer, Rafal Dorociak, Jürgen Gausemeier,
and Walter Sextro. “Conceptual Design of Advanced Condition Monitoring for a Self-Optimizing
System Based on Its Principle Solution.” In Proceedings of the 11th International
Probabilistic Safety Assessment and Management Conference (PSAM11) and The Annual
European Safety and Reliability Conference (ESREL2012). Helsinki, Finland,
2012.
ieee: C. Sondermann-Wölke , T. Meyer, R. Dorociak, J. Gausemeier, and W. Sextro,
“Conceptual Design of Advanced Condition Monitoring for a Self-Optimizing System
based on its Principle Solution,” in Proceedings of the 11th International
Probabilistic Safety Assessment and Management Conference (PSAM11) and The Annual
European Safety and Reliability Conference (ESREL2012), 2012.
mla: Sondermann-Wölke , Christoph, et al. “Conceptual Design of Advanced Condition
Monitoring for a Self-Optimizing System Based on Its Principle Solution.” Proceedings
of the 11th International Probabilistic Safety Assessment and Management Conference
(PSAM11) and The Annual European Safety and Reliability Conference (ESREL2012),
2012.
short: 'C. Sondermann-Wölke , T. Meyer, R. Dorociak, J. Gausemeier, W. Sextro, in:
Proceedings of the 11th International Probabilistic Safety Assessment and Management
Conference (PSAM11) and The Annual European Safety and Reliability Conference
(ESREL2012), Helsinki, Finland, 2012.'
date_created: 2019-05-13T13:41:34Z
date_updated: 2022-01-06T07:04:20Z
department:
- _id: '151'
keyword:
- Mechatronic Systems
- Principle Solution
- Condition Monitoring
- Conceptual Design
language:
- iso: eng
place: Helsinki, Finland
publication: Proceedings of the 11th International Probabilistic Safety Assessment
and Management Conference (PSAM11) and The Annual European Safety and Reliability
Conference (ESREL2012)
quality_controlled: '1'
status: public
title: Conceptual Design of Advanced Condition Monitoring for a Self-Optimizing System
based on its Principle Solution
type: conference
user_id: '55222'
year: '2012'
...
---
_id: '16453'
author:
- first_name: Bastian
full_name: Degener, Bastian
last_name: Degener
- first_name: Barbara
full_name: Kempkes, Barbara
last_name: Kempkes
- first_name: Tobias
full_name: Langner, Tobias
last_name: Langner
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
id: '15523'
last_name: Meyer auf der Heide
- first_name: Peter
full_name: Pietrzyk, Peter
last_name: Pietrzyk
- first_name: Roger
full_name: Wattenhofer, Roger
last_name: Wattenhofer
citation:
ama: 'Degener B, Kempkes B, Langner T, Meyer auf der Heide F, Pietrzyk P, Wattenhofer
R. A tight runtime bound for synchronous gathering of autonomous robots with limited
visibility. In: Proceedings of the 23rd ACM Symposium on Parallelism in Algorithms
and Architectures - SPAA ’11. ; 2011. doi:10.1145/1989493.1989515'
apa: Degener, B., Kempkes, B., Langner, T., Meyer auf der Heide, F., Pietrzyk, P.,
& Wattenhofer, R. (2011). A tight runtime bound for synchronous gathering
of autonomous robots with limited visibility. In Proceedings of the 23rd ACM
symposium on Parallelism in algorithms and architectures - SPAA ’11. https://doi.org/10.1145/1989493.1989515
bibtex: '@inproceedings{Degener_Kempkes_Langner_Meyer auf der Heide_Pietrzyk_Wattenhofer_2011,
title={A tight runtime bound for synchronous gathering of autonomous robots with
limited visibility}, DOI={10.1145/1989493.1989515},
booktitle={Proceedings of the 23rd ACM symposium on Parallelism in algorithms
and architectures - SPAA ’11}, author={Degener, Bastian and Kempkes, Barbara and
Langner, Tobias and Meyer auf der Heide, Friedhelm and Pietrzyk, Peter and Wattenhofer,
Roger}, year={2011} }'
chicago: Degener, Bastian, Barbara Kempkes, Tobias Langner, Friedhelm Meyer auf
der Heide, Peter Pietrzyk, and Roger Wattenhofer. “A Tight Runtime Bound for Synchronous
Gathering of Autonomous Robots with Limited Visibility.” In Proceedings of
the 23rd ACM Symposium on Parallelism in Algorithms and Architectures - SPAA ’11,
2011. https://doi.org/10.1145/1989493.1989515.
ieee: B. Degener, B. Kempkes, T. Langner, F. Meyer auf der Heide, P. Pietrzyk, and
R. Wattenhofer, “A tight runtime bound for synchronous gathering of autonomous
robots with limited visibility,” in Proceedings of the 23rd ACM symposium on
Parallelism in algorithms and architectures - SPAA ’11, 2011.
mla: Degener, Bastian, et al. “A Tight Runtime Bound for Synchronous Gathering of
Autonomous Robots with Limited Visibility.” Proceedings of the 23rd ACM Symposium
on Parallelism in Algorithms and Architectures - SPAA ’11, 2011, doi:10.1145/1989493.1989515.
short: 'B. Degener, B. Kempkes, T. Langner, F. Meyer auf der Heide, P. Pietrzyk,
R. Wattenhofer, in: Proceedings of the 23rd ACM Symposium on Parallelism in Algorithms
and Architectures - SPAA ’11, 2011.'
date_created: 2020-04-07T12:31:24Z
date_updated: 2022-01-06T06:52:50Z
department:
- _id: '63'
doi: 10.1145/1989493.1989515
language:
- iso: eng
publication: Proceedings of the 23rd ACM symposium on Parallelism in algorithms and
architectures - SPAA '11
publication_identifier:
isbn:
- '9781450307437'
publication_status: published
status: public
title: A tight runtime bound for synchronous gathering of autonomous robots with limited
visibility
type: conference
user_id: '15415'
year: '2011'
...
---
_id: '30478'
author:
- first_name: Michael
full_name: Meyer, Michael
last_name: Meyer
- first_name: Tobias
full_name: Grote, Tobias
last_name: Grote
- first_name: Joachim
full_name: Böcker, Joachim
id: '66'
last_name: Böcker
orcid: 0000-0002-8480-7295
citation:
ama: 'Meyer M, Grote T, Böcker J. Direct torque control for interior permanent magnet
synchronous motors with respect to optimal efficiency. In: 2007 European Conference
on Power Electronics and Applications. IEEE; 2008. doi:10.1109/epe.2007.4417370'
apa: Meyer, M., Grote, T., & Böcker, J. (2008). Direct torque control for interior
permanent magnet synchronous motors with respect to optimal efficiency. 2007
European Conference on Power Electronics and Applications. https://doi.org/10.1109/epe.2007.4417370
bibtex: '@inproceedings{Meyer_Grote_Böcker_2008, title={Direct torque control for
interior permanent magnet synchronous motors with respect to optimal efficiency},
DOI={10.1109/epe.2007.4417370},
booktitle={2007 European Conference on Power Electronics and Applications}, publisher={IEEE},
author={Meyer, Michael and Grote, Tobias and Böcker, Joachim}, year={2008} }'
chicago: Meyer, Michael, Tobias Grote, and Joachim Böcker. “Direct Torque Control
for Interior Permanent Magnet Synchronous Motors with Respect to Optimal Efficiency.”
In 2007 European Conference on Power Electronics and Applications. IEEE,
2008. https://doi.org/10.1109/epe.2007.4417370.
ieee: 'M. Meyer, T. Grote, and J. Böcker, “Direct torque control for interior permanent
magnet synchronous motors with respect to optimal efficiency,” 2008, doi: 10.1109/epe.2007.4417370.'
mla: Meyer, Michael, et al. “Direct Torque Control for Interior Permanent Magnet
Synchronous Motors with Respect to Optimal Efficiency.” 2007 European Conference
on Power Electronics and Applications, IEEE, 2008, doi:10.1109/epe.2007.4417370.
short: 'M. Meyer, T. Grote, J. Böcker, in: 2007 European Conference on Power Electronics
and Applications, IEEE, 2008.'
date_created: 2022-03-23T10:10:56Z
date_updated: 2022-03-23T10:11:03Z
department:
- _id: '52'
doi: 10.1109/epe.2007.4417370
language:
- iso: eng
publication: 2007 European Conference on Power Electronics and Applications
publication_status: published
publisher: IEEE
status: public
title: Direct torque control for interior permanent magnet synchronous motors with
respect to optimal efficiency
type: conference
user_id: '71353'
year: '2008'
...
---
_id: '2414'
author:
- first_name: Georg
full_name: Birkenheuer, Georg
last_name: Birkenheuer
- first_name: Wilke
full_name: Hagelweide, Wilke
last_name: Hagelweide
- first_name: Björn
full_name: Hagemeier, Björn
last_name: Hagemeier
- first_name: Viktor
full_name: Japs, Viktor
last_name: Japs
- first_name: Matthias
full_name: Keller, Matthias
last_name: Keller
- first_name: Nikolas
full_name: Mayr, Nikolas
last_name: Mayr
- first_name: Jan
full_name: Meyer, Jan
last_name: Meyer
- first_name: Tobias
full_name: Schumacher, Tobias
last_name: Schumacher
- first_name: Kerstin
full_name: Voß, Kerstin
last_name: Voß
- first_name: Markus
full_name: Zajac, Markus
last_name: Zajac
citation:
ama: 'Birkenheuer G, Hagelweide W, Hagemeier B, et al. PIRANHA – Hunter of Idle
Resources. In: Proc. GI Informatiktage. Vol 2. Lecture Notes in Informatics.
Bonn, Germany: Gesellschaft für Informatik (GI); 2005:91-94.'
apa: 'Birkenheuer, G., Hagelweide, W., Hagemeier, B., Japs, V., Keller, M., Mayr,
N., … Zajac, M. (2005). PIRANHA – Hunter of Idle Resources. In Proc. GI Informatiktage
(Vol. 2, pp. 91–94). Bonn, Germany: Gesellschaft für Informatik (GI).'
bibtex: '@inproceedings{Birkenheuer_Hagelweide_Hagemeier_Japs_Keller_Mayr_Meyer_Schumacher_Voß_Zajac_2005,
place={Bonn, Germany}, series={Lecture Notes in Informatics}, title={PIRANHA –
Hunter of Idle Resources}, volume={2}, booktitle={Proc. GI Informatiktage}, publisher={Gesellschaft
für Informatik (GI)}, author={Birkenheuer, Georg and Hagelweide, Wilke and Hagemeier,
Björn and Japs, Viktor and Keller, Matthias and Mayr, Nikolas and Meyer, Jan and
Schumacher, Tobias and Voß, Kerstin and Zajac, Markus}, year={2005}, pages={91–94},
collection={Lecture Notes in Informatics} }'
chicago: 'Birkenheuer, Georg, Wilke Hagelweide, Björn Hagemeier, Viktor Japs, Matthias
Keller, Nikolas Mayr, Jan Meyer, Tobias Schumacher, Kerstin Voß, and Markus Zajac.
“PIRANHA – Hunter of Idle Resources.” In Proc. GI Informatiktage, 2:91–94.
Lecture Notes in Informatics. Bonn, Germany: Gesellschaft für Informatik (GI),
2005.'
ieee: G. Birkenheuer et al., “PIRANHA – Hunter of Idle Resources,” in Proc.
GI Informatiktage, 2005, vol. 2, pp. 91–94.
mla: Birkenheuer, Georg, et al. “PIRANHA – Hunter of Idle Resources.” Proc. GI
Informatiktage, vol. 2, Gesellschaft für Informatik (GI), 2005, pp. 91–94.
short: 'G. Birkenheuer, W. Hagelweide, B. Hagemeier, V. Japs, M. Keller, N. Mayr,
J. Meyer, T. Schumacher, K. Voß, M. Zajac, in: Proc. GI Informatiktage, Gesellschaft
für Informatik (GI), Bonn, Germany, 2005, pp. 91–94.'
date_created: 2018-04-17T14:42:20Z
date_updated: 2022-01-06T06:56:08Z
department:
- _id: '27'
intvolume: ' 2'
page: 91-94
place: Bonn, Germany
publication: Proc. GI Informatiktage
publisher: Gesellschaft für Informatik (GI)
series_title: Lecture Notes in Informatics
status: public
title: PIRANHA – Hunter of Idle Resources
type: conference
user_id: '24135'
volume: 2
year: '2005'
...