---
_id: '1994'
abstract:
- lang: eng
text: In the filling and packaging industry, the trend is towards self-diagnosis,
optimization, and quality monitoring of processes. The aim is to increase production
volumes and the quality. These concepts require continuous monitoring and anomaly
detection of the filling process. In addition, a root cause analysis of the failure
is required because not every failure can be simulated or measured previously.
Standard anomaly detection methods have no integrated root cause analysis. In
this paper a fusion system is utilises for the detection of different unknown
anomalies and also the failure source of them. The performance of this method
is benchmarked with a real-word filling process.
author:
- first_name: Martyna
full_name: Bator, Martyna
id: '46440'
last_name: Bator
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Sahar
full_name: Deppe, Sahar
id: '52121'
last_name: Deppe
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Bator M, Dicks A, Deppe S, Lohweg V. Anomaly Detection with Root Cause Analysis
for Bottling Process. In: 24nd IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA2019) . IEEE; 2019. doi:10.1109/ETFA.2019.8869514'
apa: Bator, M., Dicks, A., Deppe, S., & Lohweg, V. (2019). Anomaly Detection
with Root Cause Analysis for Bottling Process. 24nd IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA2019) . 24th IEEE International
Conference on Emerging Technologies and Factory Automation (ETFA), Zaragoza,
Spain . https://doi.org/10.1109/ETFA.2019.8869514
bjps: 'Bator M et al. (2019) Anomaly Detection with Root Cause Analysis
for Bottling Process. 24nd IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA2019) . Piscataway, NJ: IEEE.'
chicago: 'Bator, Martyna, Alexander Dicks, Sahar Deppe, and Volker Lohweg. “Anomaly
Detection with Root Cause Analysis for Bottling Process.” In 24nd IEEE International
Conference on Emerging Technologies and Factory Automation (ETFA2019) . Piscataway,
NJ: IEEE, 2019. https://doi.org/10.1109/ETFA.2019.8869514.'
chicago-de: 'Bator, Martyna, Alexander Dicks, Sahar Deppe und Volker Lohweg. 2019.
Anomaly Detection with Root Cause Analysis for Bottling Process. In: 24nd IEEE
International Conference on Emerging Technologies and Factory Automation (ETFA2019)
. Piscataway, NJ: IEEE. doi:10.1109/ETFA.2019.8869514,
.'
din1505-2-1: 'Bator, Martyna ; Dicks, Alexander ; Deppe,
Sahar ; Lohweg, Volker: Anomaly
Detection with Root Cause Analysis for Bottling Process. In: 24nd IEEE International
Conference on Emerging Technologies and Factory Automation (ETFA2019) . Piscataway,
NJ : IEEE, 2019'
havard: 'M. Bator, A. Dicks, S. Deppe, V. Lohweg, Anomaly Detection with Root Cause
Analysis for Bottling Process, in: 24nd IEEE International Conference on Emerging
Technologies and Factory Automation (ETFA2019) , IEEE, Piscataway, NJ, 2019.'
ieee: 'M. Bator, A. Dicks, S. Deppe, and V. Lohweg, “Anomaly Detection with Root
Cause Analysis for Bottling Process,” presented at the 24th IEEE International
Conference on Emerging Technologies and Factory Automation (ETFA), Zaragoza,
Spain , 2019. doi: 10.1109/ETFA.2019.8869514.'
mla: Bator, Martyna, et al. “Anomaly Detection with Root Cause Analysis for Bottling
Process.” 24nd IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA2019) , IEEE, 2019, https://doi.org/10.1109/ETFA.2019.8869514.
short: 'M. Bator, A. Dicks, S. Deppe, V. Lohweg, in: 24nd IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA2019) , IEEE, Piscataway,
NJ, 2019.'
ufg: 'Bator, Martyna u. a.: Anomaly Detection with Root Cause Analysis for
Bottling Process, in: o. Hg.: 24nd IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA2019) , Piscataway, NJ 2019.'
van: 'Bator M, Dicks A, Deppe S, Lohweg V. Anomaly Detection with Root Cause Analysis
for Bottling Process. In: 24nd IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA2019) . Piscataway, NJ: IEEE; 2019.'
conference:
end_date: 2019-09-13
location: ' Zaragoza, Spain '
name: 24th IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA)
start_date: 2019-09-10
date_created: 2019-11-22T12:51:15Z
date_updated: 2024-04-15T12:43:21Z
department:
- _id: DEP5023
- _id: DEP1308
doi: 10.1109/ETFA.2019.8869514
language:
- iso: eng
place: Piscataway, NJ
publication: '24nd IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA2019) '
publication_identifier:
eisbn:
- 978-1-7281-0303-7
- 978-1-7281-0302-0
isbn:
- 978-1-7281-0304-4
issn:
- 1946-0759
publication_status: published
publisher: IEEE
status: public
title: Anomaly Detection with Root Cause Analysis for Bottling Process
type: conference
user_id: '83781'
year: '2019'
...
---
_id: '2001'
author:
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Christian
full_name: Wissel, Christian
id: '59157'
last_name: Wissel
- first_name: Martyna
full_name: Bator, Martyna
id: '46440'
last_name: Bator
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Dicks A, Wissel C, Bator M, Lohweg V. Bildverarbeitung im industriellen Umfeld
von Abfüllanlagen. In: Kommunikation Und Bildverarbeitung in Der Automation
- Ausgewählte Beiträge Der Jahreskolloquien KommA Und BVAu 2018. Springer;
2019:331-345. doi:10.1007/978-3-662-59895-5_24'
apa: Dicks, A., Wissel, C., Bator, M., & Lohweg, V. (2019). Bildverarbeitung
im industriellen Umfeld von Abfüllanlagen. Kommunikation Und Bildverarbeitung
in Der Automation - Ausgewählte Beiträge Der Jahreskolloquien KommA Und BVAu 2018,
331–345. https://doi.org/10.1007/978-3-662-59895-5_24
bjps: 'Dicks A et al. (2019) Bildverarbeitung Im Industriellen Umfeld
von Abfüllanlagen. Kommunikation Und Bildverarbeitung in Der Automation - Ausgewählte
Beiträge Der Jahreskolloquien KommA Und BVAu 2018. Berlin, Heidelberg: Springer,
pp. 331–345.'
chicago: 'Dicks, Alexander, Christian Wissel, Martyna Bator, and Volker Lohweg.
“Bildverarbeitung Im Industriellen Umfeld von Abfüllanlagen.” In Kommunikation
Und Bildverarbeitung in Der Automation - Ausgewählte Beiträge Der Jahreskolloquien
KommA Und BVAu 2018, 331–45. Berlin, Heidelberg: Springer, 2019. https://doi.org/10.1007/978-3-662-59895-5_24.'
chicago-de: 'Dicks, Alexander, Christian Wissel, Martyna Bator und Volker Lohweg.
2019. Bildverarbeitung im industriellen Umfeld von Abfüllanlagen. In: Kommunikation
und Bildverarbeitung in der Automation - Ausgewählte Beiträge der Jahreskolloquien
KommA und BVAu 2018, 331–345. Berlin, Heidelberg: Springer. doi:10.1007/978-3-662-59895-5_24,
.'
din1505-2-1: 'Dicks, Alexander ; Wissel, Christian ; Bator,
Martyna ; Lohweg, Volker:
Bildverarbeitung im industriellen Umfeld von Abfüllanlagen. In: Kommunikation
und Bildverarbeitung in der Automation - Ausgewählte Beiträge der Jahreskolloquien
KommA und BVAu 2018. Berlin, Heidelberg : Springer, 2019, S. 331–345'
havard: 'A. Dicks, C. Wissel, M. Bator, V. Lohweg, Bildverarbeitung im industriellen
Umfeld von Abfüllanlagen, in: Kommunikation Und Bildverarbeitung in Der Automation
- Ausgewählte Beiträge Der Jahreskolloquien KommA Und BVAu 2018, Springer, Berlin,
Heidelberg, 2019: pp. 331–345.'
ieee: 'A. Dicks, C. Wissel, M. Bator, and V. Lohweg, “Bildverarbeitung im industriellen
Umfeld von Abfüllanlagen,” in Kommunikation und Bildverarbeitung in der Automation
- Ausgewählte Beiträge der Jahreskolloquien KommA und BVAu 2018, Lemgo, 2019,
pp. 331–345. doi: 10.1007/978-3-662-59895-5_24.'
mla: Dicks, Alexander, et al. “Bildverarbeitung Im Industriellen Umfeld von Abfüllanlagen.”
Kommunikation Und Bildverarbeitung in Der Automation - Ausgewählte Beiträge
Der Jahreskolloquien KommA Und BVAu 2018, Springer, 2019, pp. 331–45, https://doi.org/10.1007/978-3-662-59895-5_24.
short: 'A. Dicks, C. Wissel, M. Bator, V. Lohweg, in: Kommunikation Und Bildverarbeitung
in Der Automation - Ausgewählte Beiträge Der Jahreskolloquien KommA Und BVAu 2018,
Springer, Berlin, Heidelberg, 2019, pp. 331–345.'
ufg: 'Dicks, Alexander u. a.: Bildverarbeitung im industriellen Umfeld von
Abfüllanlagen, in: o. Hg.: Kommunikation und Bildverarbeitung in der Automation
- Ausgewählte Beiträge der Jahreskolloquien KommA und BVAu 2018, Berlin, Heidelberg
2019, S. 331–345.'
van: 'Dicks A, Wissel C, Bator M, Lohweg V. Bildverarbeitung im industriellen Umfeld
von Abfüllanlagen. In: Kommunikation und Bildverarbeitung in der Automation -
Ausgewählte Beiträge der Jahreskolloquien KommA und BVAu 2018. Berlin, Heidelberg:
Springer; 2019. p. 331–45.'
conference:
end_date: 2018-11-21
location: Lemgo
name: Jahreskolloquien KommA und BVAu 2018
start_date: 2018-11-20
date_created: 2019-11-22T12:51:24Z
date_updated: 2024-04-15T12:51:59Z
department:
- _id: DEP5023
- _id: DEP1308
doi: 10.1007/978-3-662-59895-5_24
language:
- iso: eng
page: 331-345
place: Berlin, Heidelberg
publication: Kommunikation und Bildverarbeitung in der Automation - Ausgewählte Beiträge
der Jahreskolloquien KommA und BVAu 2018
publisher: Springer
status: public
title: Bildverarbeitung im industriellen Umfeld von Abfüllanlagen
type: conference
user_id: '83778'
year: '2019'
...
---
_id: '2006'
abstract:
- lang: eng
text: We present an approach for feature extraction in the context of condition
monitoring of a bottling process. A special focus lies on the characterisation
and evaluation of liquid textures. The approach will feed into a sensor and information
fusion system to monitor a bottling process. Requirements like real-time capabilities,
data reduction and resource limitations necessitate a fusion approach which capture
physical effects of different sensors, extract appropriate features and combine
them into one state for the complete filling process. Special attention is paid
to the feature extraction of the visual sensor signals to monitor the filling
level, the amount of foam and the degree of turbulence in the liquid.
author:
- first_name: Martyna
full_name: Bator, Martyna
id: '46440'
last_name: Bator
- first_name: Christian
full_name: Wissel, Christian
id: '59157'
last_name: Wissel
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Bator M, Wissel C, Dicks A, Lohweg V. Feature Extraction for a Conditioning
Monitoring System in a Bottling Process. In: 23rd IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA). ; 2018. doi: 10.1109/ETFA.2018.8502472'
apa: Bator, M., Wissel, C., Dicks, A., & Lohweg, V. (2018). Feature Extraction
for a Conditioning Monitoring System in a Bottling Process. 23rd IEEE International
Conference on Emerging Technologies and Factory Automation (ETFA). 23rd International
Conference on Emerging Technologies and Factory Automation (ETFA), Torino, Italy.
https://doi.org/ 10.1109/ETFA.2018.8502472
bjps: Bator M et al. (2018) Feature Extraction for a Conditioning
Monitoring System in a Bottling Process. 23rd IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA). Torino, Italy.
chicago: Bator, Martyna, Christian Wissel, Alexander Dicks, and Volker Lohweg. “Feature
Extraction for a Conditioning Monitoring System in a Bottling Process.” In 23rd
IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA). Torino, Italy, 2018. https://doi.org/
10.1109/ETFA.2018.8502472.
chicago-de: 'Bator, Martyna, Christian Wissel, Alexander Dicks und Volker Lohweg.
2018. Feature Extraction for a Conditioning Monitoring System in a Bottling Process.
In: 23rd IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA). Torino, Italy. doi:
10.1109/ETFA.2018.8502472, .'
din1505-2-1: 'Bator, Martyna ; Wissel, Christian ; Dicks,
Alexander ; Lohweg, Volker:
Feature Extraction for a Conditioning Monitoring System in a Bottling Process.
In: 23rd IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA). Torino, Italy, 2018'
havard: 'M. Bator, C. Wissel, A. Dicks, V. Lohweg, Feature Extraction for a Conditioning
Monitoring System in a Bottling Process., in: 23rd IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA), Torino, Italy, 2018.'
ieee: 'M. Bator, C. Wissel, A. Dicks, and V. Lohweg, “Feature Extraction for a Conditioning
Monitoring System in a Bottling Process.,” presented at the 23rd International
Conference on Emerging Technologies and Factory Automation (ETFA), Torino, Italy,
2018. doi: 10.1109/ETFA.2018.8502472.'
mla: Bator, Martyna, et al. “Feature Extraction for a Conditioning Monitoring System
in a Bottling Process.” 23rd IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA), 2018, https://doi.org/
10.1109/ETFA.2018.8502472.
short: 'M. Bator, C. Wissel, A. Dicks, V. Lohweg, in: 23rd IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA), Torino, Italy, 2018.'
ufg: 'Bator, Martyna u. a.: Feature Extraction for a Conditioning Monitoring
System in a Bottling Process., in: o. Hg.: 23rd IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA), Torino, Italy 2018.'
van: 'Bator M, Wissel C, Dicks A, Lohweg V. Feature Extraction for a Conditioning
Monitoring System in a Bottling Process. In: 23rd IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA). Torino, Italy; 2018.'
conference:
end_date: 2018-09-07
location: Torino, Italy
name: ' 23rd International Conference on Emerging Technologies and Factory Automation
(ETFA)'
start_date: 2018-09-04
date_created: 2019-11-25T08:35:46Z
date_updated: 2024-04-15T12:53:42Z
department:
- _id: DEP5023
- _id: DEP1308
doi: ' 10.1109/ETFA.2018.8502472'
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/abstract/document/8502472
place: Torino, Italy
publication: 23rd IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA)
status: public
title: Feature Extraction for a Conditioning Monitoring System in a Bottling Process.
type: conference
user_id: '83778'
year: '2018'
...
---
_id: '2033'
abstract:
- lang: eng
text: Cash machines or automated teller machines (ATMs) are one of the typical ways
to get cash around the world. Such machines are under a variety of criminal attacks.
Most of the manipulations are performed through skimming. In 2014, such attacks
led to a damage of approx. 280 million Euro within the EU. In this paper, we propose
an approach to detect anomalies and attacks on ATMs via motif discovery. Motifs
are frequently unknown occurring sequences or events in a time series signal.
State of the ATM is captured by innovative piezoelectric sensor networks to analyse
the occurring vibrations. The captured signals are inspected by the Complex Quad-Tree
Wavelet Packet transform which provides broad frequency analysis of a signal in
various scales. Next, features are extracted from the selected scale based on
the information content, to detect motifs. Detected motifs provide the prototype
patterns for anomaly detection or classification tasks.
author:
- first_name: Sahar
full_name: Deppe, Sahar
id: '52121'
last_name: Deppe
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Deppe S, Dicks A, Lohweg V. Anomaly Detection on ATMs via Time Series Motif
Discovery. In: 21th IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA 2016), Berlin, . ; 2016.'
apa: Deppe, S., Dicks, A., & Lohweg, V. (2016). Anomaly Detection on ATMs via
Time Series Motif Discovery. In 21th IEEE International Conference on Emerging
Technologies and Factory Automation (ETFA 2016), Berlin, .
bjps: Deppe S, Dicks A and Lohweg V (2016) Anomaly Detection on ATMs via
Time Series Motif Discovery. 21th IEEE International Conference on Emerging
Technologies and Factory Automation (ETFA 2016), Berlin, .
chicago: Deppe, Sahar, Alexander Dicks, and Volker Lohweg. “Anomaly Detection on
ATMs via Time Series Motif Discovery.” In 21th IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA 2016), Berlin, , 2016.
chicago-de: 'Deppe, Sahar, Alexander Dicks und Volker Lohweg. 2016. Anomaly Detection
on ATMs via Time Series Motif Discovery. In: 21th IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA 2016), Berlin, .'
din1505-2-1: 'Deppe, Sahar ; Dicks, Alexander ; Lohweg,
Volker: Anomaly Detection on ATMs via Time Series Motif Discovery. In:
21th IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA 2016), Berlin, , 2016'
havard: 'S. Deppe, A. Dicks, V. Lohweg, Anomaly Detection on ATMs via Time Series
Motif Discovery, in: 21th IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA 2016), Berlin, , 2016.'
ieee: S. Deppe, A. Dicks, and V. Lohweg, “Anomaly Detection on ATMs via Time Series
Motif Discovery,” in 21th IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA 2016), Berlin, , 2016.
mla: Deppe, Sahar, et al. “Anomaly Detection on ATMs via Time Series Motif Discovery.”
21th IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA 2016), Berlin, , 2016.
short: 'S. Deppe, A. Dicks, V. Lohweg, in: 21th IEEE International Conference on
Emerging Technologies and Factory Automation (ETFA 2016), Berlin, , 2016.'
ufg: 'Deppe, Sahar et. al. (2016): Anomaly Detection on ATMs via Time Series
Motif Discovery, in: 21th IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA 2016), Berlin, .'
van: 'Deppe S, Dicks A, Lohweg V. Anomaly Detection on ATMs via Time Series Motif
Discovery. In: 21th IEEE International Conference on Emerging Technologies and
Factory Automation (ETFA 2016), Berlin, . 2016.'
date_created: 2019-11-26T14:43:11Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
publication: '21th IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA 2016), Berlin, '
status: public
title: Anomaly Detection on ATMs via Time Series Motif Discovery
type: conference
user_id: '74004'
year: 2016
...
---
_id: '2133'
abstract:
- lang: eng
text: Due to the material changes of components from metal to plastic or composite
materials, the structural health monitoring finds more and more interest in the
industrial fields. The reason is that these materials are more vulnerable to damage
or impacts which cannot be optically detected. In this contribution we present
a method to analyze the structure of plastic components with piezo-electrical
sensors and actuators. The components are stimulated by actuators, and sensors
capture the injected vibrations. These signals are decomposed into Intrinsic Mode
Functions to compute statistical features. A Fuzzy-Pattern-Classifier is applied
to detect structural modifications at the components under test.
author:
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
- first_name: Henrik
full_name: Wittke, Henrik
last_name: Wittke
- first_name: Stefan
full_name: Linke, Stefan
last_name: Linke
citation:
ama: 'Dicks A, Lohweg V, Wittke H, Linke S. Structural Health Monitoring of Plastic
Components with Piezoelectric Sensors. In: 20th IEEE International Conference
on Emerging Technologies and Factory Automation. Luxembourg; 2015. doi: 10.1109/ETFA.2015.7301595'
apa: Dicks, A., Lohweg, V., Wittke, H., & Linke, S. (2015). Structural Health
Monitoring of Plastic Components with Piezoelectric Sensors. In 20th IEEE International
Conference on Emerging Technologies and Factory Automation. Luxembourg. https://doi.org/ 10.1109/ETFA.2015.7301595
bjps: Dicks A et al. (2015) Structural Health Monitoring of Plastic
Components with Piezoelectric Sensors. 20th IEEE International Conference on
Emerging Technologies and Factory Automation. Luxembourg.
chicago: Dicks, Alexander, Volker Lohweg, Henrik Wittke, and Stefan Linke. “Structural
Health Monitoring of Plastic Components with Piezoelectric Sensors.” In 20th
IEEE International Conference on Emerging Technologies and Factory Automation.
Luxembourg, 2015. https://doi.org/
10.1109/ETFA.2015.7301595.
chicago-de: 'Dicks, Alexander, Volker Lohweg, Henrik Wittke und Stefan Linke. 2015.
Structural Health Monitoring of Plastic Components with Piezoelectric Sensors.
In: 20th IEEE International Conference on Emerging Technologies and Factory
Automation. Luxembourg. doi:
10.1109/ETFA.2015.7301595, .'
din1505-2-1: 'Dicks, Alexander ; Lohweg, Volker ; Wittke,
Henrik ; Linke, Stefan: Structural
Health Monitoring of Plastic Components with Piezoelectric Sensors. In: 20th
IEEE International Conference on Emerging Technologies and Factory Automation.
Luxembourg, 2015'
havard: 'A. Dicks, V. Lohweg, H. Wittke, S. Linke, Structural Health Monitoring
of Plastic Components with Piezoelectric Sensors, in: 20th IEEE International
Conference on Emerging Technologies and Factory Automation, Luxembourg, 2015.'
ieee: A. Dicks, V. Lohweg, H. Wittke, and S. Linke, “Structural Health Monitoring
of Plastic Components with Piezoelectric Sensors,” in 20th IEEE International
Conference on Emerging Technologies and Factory Automation, 2015.
mla: Dicks, Alexander, et al. “Structural Health Monitoring of Plastic Components
with Piezoelectric Sensors.” 20th IEEE International Conference on Emerging
Technologies and Factory Automation, 2015, doi:
10.1109/ETFA.2015.7301595.
short: 'A. Dicks, V. Lohweg, H. Wittke, S. Linke, in: 20th IEEE International Conference
on Emerging Technologies and Factory Automation, Luxembourg, 2015.'
ufg: 'Dicks, Alexander et. al. (2015): Structural Health Monitoring of Plastic
Components with Piezoelectric Sensors, in: 20th IEEE International Conference
on Emerging Technologies and Factory Automation, Luxembourg.'
van: 'Dicks A, Lohweg V, Wittke H, Linke S. Structural Health Monitoring of Plastic
Components with Piezoelectric Sensors. In: 20th IEEE International Conference
on Emerging Technologies and Factory Automation. Luxembourg; 2015.'
date_created: 2019-12-04T09:11:17Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP5023
doi: ' 10.1109/ETFA.2015.7301595'
keyword:
- Sensors
- Actuators
- Finite element analysis
- Plastics
- Modal analysis
- Monitoring
- Empirical mode decomposition
language:
- iso: eng
place: Luxembourg
publication: 20th IEEE International Conference on Emerging Technologies and Factory
Automation
status: public
title: Structural Health Monitoring of Plastic Components with Piezoelectric Sensors
type: conference
user_id: '68554'
year: 2015
...
---
_id: '2164'
author:
- first_name: Richard
full_name: Neumann, Richard
last_name: Neumann
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Uwe
full_name: Mönks, Uwe
id: '1825'
last_name: Mönks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Neumann R, Dicks A, Mönks U, Lohweg V. Fuzzy Pattern Klassifikation von Datensätzen
mit nichtkonvexen Objektmorphologien. In: 24. Workshop Computational Intelligence.
Dortmund: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA); 2014:315-332.'
apa: 'Neumann, R., Dicks, A., Mönks, U., & Lohweg, V. (2014). Fuzzy Pattern
Klassifikation von Datensätzen mit nichtkonvexen Objektmorphologien. In 24.
Workshop Computational Intelligence (pp. 315–332). Dortmund: VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA).'
bjps: 'Neumann R et al. (2014) Fuzzy Pattern Klassifikation von Datensätzen
mit nichtkonvexen Objektmorphologien. 24. Workshop Computational Intelligence.
Dortmund: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), pp. 315–332.'
chicago: 'Neumann, Richard, Alexander Dicks, Uwe Mönks, and Volker Lohweg. “Fuzzy
Pattern Klassifikation von Datensätzen mit nichtkonvexen Objektmorphologien.”
In 24. Workshop Computational Intelligence, 315–32. Dortmund: VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA), 2014.'
chicago-de: 'Neumann, Richard, Alexander Dicks, Uwe Mönks und Volker Lohweg. 2014.
Fuzzy Pattern Klassifikation von Datensätzen mit nichtkonvexen Objektmorphologien.
In: 24. Workshop Computational Intelligence, 315–332. Dortmund: VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA).'
din1505-2-1: 'Neumann, Richard ; Dicks, Alexander ; Mönks,
Uwe ; Lohweg, Volker: Fuzzy
Pattern Klassifikation von Datensätzen mit nichtkonvexen Objektmorphologien. In:
24. Workshop Computational Intelligence. Dortmund : VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA), 2014, S. 315–332'
havard: 'R. Neumann, A. Dicks, U. Mönks, V. Lohweg, Fuzzy Pattern Klassifikation
von Datensätzen mit nichtkonvexen Objektmorphologien, in: 24. Workshop Computational
Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), Dortmund,
2014: pp. 315–332.'
ieee: R. Neumann, A. Dicks, U. Mönks, and V. Lohweg, “Fuzzy Pattern Klassifikation
von Datensätzen mit nichtkonvexen Objektmorphologien,” in 24. Workshop Computational
Intelligence, 2014, pp. 315–332.
mla: Neumann, Richard, et al. “Fuzzy Pattern Klassifikation von Datensätzen mit
nichtkonvexen Objektmorphologien.” 24. Workshop Computational Intelligence,
VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), 2014, pp. 315–32.
short: 'R. Neumann, A. Dicks, U. Mönks, V. Lohweg, in: 24. Workshop Computational
Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), Dortmund,
2014, pp. 315–332.'
ufg: 'Neumann, Richard et. al. (2014): Fuzzy Pattern Klassifikation von Datensätzen
mit nichtkonvexen Objektmorphologien, in: 24. Workshop Computational Intelligence,
Dortmund, S. 315–332.'
van: 'Neumann R, Dicks A, Mönks U, Lohweg V. Fuzzy Pattern Klassifikation von Datensätzen
mit nichtkonvexen Objektmorphologien. In: 24 Workshop Computational Intelligence.
Dortmund: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA); 2014.
p. 315–32.'
date_created: 2019-12-04T10:23:15Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP5023
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://publikationen.bibliothek.kit.edu/1000043427/3301103
oa: '1'
page: 315-332
place: Dortmund
publication: 24. Workshop Computational Intelligence
publication_identifier:
isbn:
- 978-3-7315-0275-3
publication_status: published
publisher: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA)
status: public
title: Fuzzy Pattern Klassifikation von Datensätzen mit nichtkonvexen Objektmorphologien
type: conference
user_id: '45673'
year: 2014
...
---
_id: '2135'
abstract:
- lang: ger
text: Eine Zustandsüberwachung elektrischer Antriebe erfolgt derzeit in der Regel
durch Einsatz spezieller Sensorik, bspw. durch Vibrationsmessungen. Außerdem werden
die Antriebe lediglich isoliert betrachtet, eine Zusammenführung anfallender Informationen
eines räumlich verteilten Antriebsverbunds findet meist nicht statt. Es wird ein
neuartiges Motor-as-Sensor-Konzept vorgeschlagen und validiert, das eine antizipatorische
Zustandsüberwachung ohne Einsatz zusätzlicher Sensorik allein durch Verarbeitung
der phasenbezogenen Motorströme ermöglicht. Zusätzlich wird ein Informationsfusionskonzept
vorgestellt, das die Informationen aller im Verbund beteiligten Antriebe zusammenführt,
um darüber eine mit weniger Unsicherheiten behaftete Aussage über den Zustand
einer Applikation herbeizuführen. Das Hauptaugenmerk liegt hierbei insbesondere
auf der Beherrschung der anfallenden riesigen Datenmengen. die zur Verarbeitung
in eingebetteten Systemen reduziert werden müssen.
author:
- first_name: Uwe
full_name: Mönks, Uwe
id: '1825'
last_name: Mönks
- first_name: Martyna
full_name: Bator, Martyna
id: '46440'
last_name: Bator
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: Mönks U, Bator M, Dicks A, Lohweg V. Informationsfusion mit verteilter elektromotorischer
Sensorik im Maschinen- und Anlagenbau. Wissenschaftsforum Intelligente Technische
Systeme (Heinz Nixdorf Institut, Paderborn). 2013;9. Paderborner Workshop
Entwurf mechatronischer Systeme:305-315.
apa: Mönks, U., Bator, M., Dicks, A., & Lohweg, V. (2013). Informationsfusion
mit verteilter elektromotorischer Sensorik im Maschinen- und Anlagenbau. Wissenschaftsforum
Intelligente Technische Systeme (Heinz Nixdorf Institut, Paderborn), 9.
Paderborner Workshop Entwurf mechatronischer Systeme, 305–315.
bjps: Mönks U et al. (2013) Informationsfusion mit verteilter elektromotorischer
Sensorik im Maschinen- und Anlagenbau. Wissenschaftsforum Intelligente Technische
Systeme (Heinz Nixdorf Institut, Paderborn) 9. Paderborner Workshop Entwurf
mechatronischer Systeme, 305–315.
chicago: 'Mönks, Uwe, Martyna Bator, Alexander Dicks, and Volker Lohweg. “Informationsfusion
mit verteilter elektromotorischer Sensorik im Maschinen- und Anlagenbau.” Wissenschaftsforum
Intelligente Technische Systeme (Heinz Nixdorf Institut, Paderborn) 9. Paderborner
Workshop Entwurf mechatronischer Systeme (2013): 305–15.'
chicago-de: 'Mönks, Uwe, Martyna Bator, Alexander Dicks und Volker Lohweg. 2013.
Informationsfusion mit verteilter elektromotorischer Sensorik im Maschinen- und
Anlagenbau. Wissenschaftsforum Intelligente Technische Systeme (Heinz Nixdorf
Institut, Paderborn) 9. Paderborner Workshop Entwurf mechatronischer Systeme:
305–315.'
din1505-2-1: 'Mönks, Uwe ; Bator,
Martyna ; Dicks, Alexander
; Lohweg, Volker: Informationsfusion
mit verteilter elektromotorischer Sensorik im Maschinen- und Anlagenbau. In: Wissenschaftsforum
Intelligente Technische Systeme (Heinz Nixdorf Institut, Paderborn) Bd. 9.
Paderborner Workshop Entwurf mechatronischer Systeme. Paderborn, Universität Paderborn
(2013), S. 305–315'
havard: U. Mönks, M. Bator, A. Dicks, V. Lohweg, Informationsfusion mit verteilter
elektromotorischer Sensorik im Maschinen- und Anlagenbau, Wissenschaftsforum Intelligente
Technische Systeme (Heinz Nixdorf Institut, Paderborn). 9. Paderborner Workshop
Entwurf mechatronischer Systeme (2013) 305–315.
ieee: U. Mönks, M. Bator, A. Dicks, and V. Lohweg, “Informationsfusion mit verteilter
elektromotorischer Sensorik im Maschinen- und Anlagenbau,” Wissenschaftsforum
Intelligente Technische Systeme (Heinz Nixdorf Institut, Paderborn), vol.
9. Paderborner Workshop Entwurf mechatronischer Systeme, pp. 305–315, 2013.
mla: Mönks, Uwe, et al. “Informationsfusion mit verteilter elektromotorischer Sensorik
im Maschinen- und Anlagenbau.” Wissenschaftsforum Intelligente Technische Systeme
(Heinz Nixdorf Institut, Paderborn), vol. 9. Paderborner Workshop Entwurf
mechatronischer Systeme, Universität Paderborn, 2013, pp. 305–15.
short: U. Mönks, M. Bator, A. Dicks, V. Lohweg, Wissenschaftsforum Intelligente
Technische Systeme (Heinz Nixdorf Institut, Paderborn) 9. Paderborner Workshop
Entwurf mechatronischer Systeme (2013) 305–315.
ufg: 'Mönks, Uwe et. al. (2013): Informationsfusion mit verteilter elektromotorischer
Sensorik im Maschinen- und Anlagenbau, in: Wissenschaftsforum Intelligente
Technische Systeme (Heinz Nixdorf Institut, Paderborn) 9. Paderborner Workshop
Entwurf mechatronischer Systeme, S. 305–315.'
van: Mönks U, Bator M, Dicks A, Lohweg V. Informationsfusion mit verteilter elektromotorischer
Sensorik im Maschinen- und Anlagenbau. Wissenschaftsforum Intelligente Technische
Systeme (Heinz Nixdorf Institut, Paderborn). 2013;9. Paderborner Workshop Entwurf
mechatronischer Systeme:305–15.
date_created: 2019-12-04T09:21:33Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP5023
language:
- iso: ger
page: 305-315
place: Paderborn
publication: Wissenschaftsforum Intelligente Technische Systeme (Heinz Nixdorf Institut,
Paderborn)
publication_identifier:
isbn:
- 978-3-942647-29-8
publication_status: published
publisher: Universität Paderborn
status: public
title: Informationsfusion mit verteilter elektromotorischer Sensorik im Maschinen-
und Anlagenbau
type: journal_article
user_id: '45673'
volume: 9. Paderborner Workshop Entwurf mechatronischer Systeme
year: 2013
...
---
_id: '2137'
abstract:
- lang: eng
text: Systems for process automation become increasingly complex and also tend to
be composed of autonomous subsystems, which is strongly driven by the progress
made in information technology. An active field of research is the implementation
of monitoring and control at sub-system level using cognitive approaches. In this
paper we present a method for autonomous and sensorless condition monitoring of
an electric drive train. Based on experiment design we measured phase currents
of a physical demonstrator device including mechanical defects and extracted signal
features using proper orthogonal decomposition. In favor of classification of
different defect states we performed a linear discriminant analysis, which yields
appropriate data for a Fuzzy-Pattern-Classification algorithm. As a result we
were able to identify different reference defect states as well as previously
unknown states.
author:
- first_name: Christian
full_name: Bayer, Christian
last_name: Bayer
- first_name: Martyna
full_name: Bator, Martyna
id: '46440'
last_name: Bator
- first_name: Olaf
full_name: Enge-Rosenblatt, Olaf
last_name: Enge-Rosenblatt
- first_name: Uwe
full_name: Mönks, Uwe
id: '1825'
last_name: Mönks
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Bayer C, Bator M, Enge-Rosenblatt O, Mönks U, Dicks A, Lohweg V. Sensorless
Drive Diagnosis Using Automated Feature Extraction, Significance Ranking and Reduction.
In: Cagliari, Italy: 18th IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA); 2013. doi:
10.1109/ETFA.2013.6648126'
apa: 'Bayer, C., Bator, M., Enge-Rosenblatt, O., Mönks, U., Dicks, A., & Lohweg,
V. (2013). Sensorless Drive Diagnosis Using Automated Feature Extraction, Significance
Ranking and Reduction. Cagliari, Italy: 18th IEEE International Conference on
Emerging Technologies and Factory Automation (ETFA). https://doi.org/ 10.1109/ETFA.2013.6648126'
bjps: 'Bayer C et al. (2013) Sensorless Drive Diagnosis Using Automated
Feature Extraction, Significance Ranking and Reduction. Cagliari, Italy: 18th
IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA).'
chicago: 'Bayer, Christian, Martyna Bator, Olaf Enge-Rosenblatt, Uwe Mönks, Alexander
Dicks, and Volker Lohweg. “Sensorless Drive Diagnosis Using Automated Feature
Extraction, Significance Ranking and Reduction.” Cagliari, Italy: 18th IEEE International
Conference on Emerging Technologies and Factory Automation (ETFA), 2013. https://doi.org/ 10.1109/ETFA.2013.6648126.'
chicago-de: 'Bayer, Christian, Martyna Bator, Olaf Enge-Rosenblatt, Uwe Mönks, Alexander
Dicks und Volker Lohweg. 2013. Sensorless Drive Diagnosis Using Automated Feature
Extraction, Significance Ranking and Reduction. In: . Cagliari, Italy: 18th IEEE
International Conference on Emerging Technologies and Factory Automation (ETFA).
doi: 10.1109/ETFA.2013.6648126,
.'
din1505-2-1: 'Bayer, Christian ; Bator, Martyna ; Enge-Rosenblatt,
Olaf ; Mönks, Uwe ; Dicks, Alexander ; Lohweg,
Volker: Sensorless Drive Diagnosis Using Automated Feature Extraction,
Significance Ranking and Reduction. In: . Cagliari, Italy : 18th IEEE International
Conference on Emerging Technologies and Factory Automation (ETFA), 2013'
havard: 'C. Bayer, M. Bator, O. Enge-Rosenblatt, U. Mönks, A. Dicks, V. Lohweg,
Sensorless Drive Diagnosis Using Automated Feature Extraction, Significance Ranking
and Reduction., in: 18th IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA), Cagliari, Italy, 2013.'
ieee: C. Bayer, M. Bator, O. Enge-Rosenblatt, U. Mönks, A. Dicks, and V. Lohweg,
“Sensorless Drive Diagnosis Using Automated Feature Extraction, Significance Ranking
and Reduction.,” 2013.
mla: Bayer, Christian, et al. Sensorless Drive Diagnosis Using Automated Feature
Extraction, Significance Ranking and Reduction. 18th IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA), 2013, doi: 10.1109/ETFA.2013.6648126.
short: 'C. Bayer, M. Bator, O. Enge-Rosenblatt, U. Mönks, A. Dicks, V. Lohweg, in:
18th IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA), Cagliari, Italy, 2013.'
ufg: 'Bayer, Christian et. al. (2013): Sensorless Drive Diagnosis Using Automated
Feature Extraction, Significance Ranking and Reduction., in: , Cagliari, Italy.'
van: 'Bayer C, Bator M, Enge-Rosenblatt O, Mönks U, Dicks A, Lohweg V. Sensorless
Drive Diagnosis Using Automated Feature Extraction, Significance Ranking and Reduction.
In Cagliari, Italy: 18th IEEE International Conference on Emerging Technologies
and Factory Automation (ETFA); 2013.'
date_created: 2019-12-04T09:25:43Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP5023
doi: ' 10.1109/ETFA.2013.6648126'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: http://publica.fraunhofer.de/eprints/urn_nbn_de_0011-n-2666279.pdf
oa: '1'
place: Cagliari, Italy
publication_identifier:
eisbn:
- 978-1-4799-0864-6
isbn:
- 978-1-4799-0862-2
publication_status: published
publisher: 18th IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA)
status: public
title: Sensorless Drive Diagnosis Using Automated Feature Extraction, Significance
Ranking and Reduction.
type: conference
user_id: '45673'
year: 2013
...
---
_id: '2142'
abstract:
- lang: ger
text: Die aktive Zustandsüberwachung von Automatisierungssystemen rückt immer weiter
in den Vordergrund und ist daher ein zentraler Forschungsgegenstand. In diesem
Beitrag werden Ansätze der sensorlosen Überwachung eines Synchronmotors diskutiert.
Basierend auf Messungen der Phasenströme des Motors werden mit der Hilbert-Transformation
bzw. mit der Empirical Mode Decomposition charakteristische Merkmale aus den Signalen
berechnet. Anschließend werden diese mittels Hauptkomponentenanalyse bzw. der
linearen Diskriminanzanalyse reduziert. Die daraus berechneten Charakteristischen
Merkmale dienen als Grundlage für die abschließende Fuzzy-Pattern-Klassifikation.
Basierend auf dem erläuterten Ansatz ist die Identifikation typischer Betriebs-
bzw. Fehlerzustände, aber auch das Erkennen nicht gelernter Zustände möglich.
Das dabei vorgestellte Vorgehen ist vergleichsweise generisch und lässt sich gut
auf andere Anwendungsgebiete übertragen.
author:
- first_name: Fabian
full_name: Paschke, Fabian
last_name: Paschke
- first_name: Christian
full_name: Bayer, Christian
last_name: Bayer
- first_name: Martyna
full_name: Bator, Martyna
id: '46440'
last_name: Bator
- first_name: Uwe
full_name: Mönks, Uwe
id: '1825'
last_name: Mönks
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Olaf
full_name: Enge-Rosenblatt, Olaf
last_name: Enge-Rosenblatt
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Paschke F, Bayer C, Bator M, et al. Sensorlose Zustandsüberwachung an Synchronmotoren.
In: Hoffmann F, ed. 23. Workshop Computational Intelligence 2013. Proceedings.
Vol 46. Karlsruher Institut für Technologie, Institut für Angewandte Informatik,
Automatisierungstechnik. Schriftenreihe. Karlsruhe: KIT Scientific Publishing;
2013:211-225.'
apa: 'Paschke, F., Bayer, C., Bator, M., Mönks, U., Dicks, A., Enge-Rosenblatt,
O., & Lohweg, V. (2013). Sensorlose Zustandsüberwachung an Synchronmotoren.
In F. Hoffmann (Ed.), 23. Workshop Computational Intelligence 2013. Proceedings
(Vol. 46, pp. 211–225). Karlsruhe: KIT Scientific Publishing.'
bjps: 'Paschke F et al. (2013) Sensorlose Zustandsüberwachung an Synchronmotoren.
In Hoffmann F (ed.), 23. Workshop Computational Intelligence 2013. Proceedings,
vol. 46. Karlsruhe: KIT Scientific Publishing, pp. 211–225.'
chicago: 'Paschke, Fabian, Christian Bayer, Martyna Bator, Uwe Mönks, Alexander
Dicks, Olaf Enge-Rosenblatt, and Volker Lohweg. “Sensorlose Zustandsüberwachung
an Synchronmotoren.” In 23. Workshop Computational Intelligence 2013. Proceedings,
edited by F. Hoffmann, 46:211–25. Karlsruher Institut für Technologie, Institut
für Angewandte Informatik, Automatisierungstechnik. Schriftenreihe. Karlsruhe:
KIT Scientific Publishing, 2013.'
chicago-de: 'Paschke, Fabian, Christian Bayer, Martyna Bator, Uwe Mönks, Alexander
Dicks, Olaf Enge-Rosenblatt und Volker Lohweg. 2013. Sensorlose Zustandsüberwachung
an Synchronmotoren. In: 23. Workshop Computational Intelligence 2013. Proceedings,
hg. von F. Hoffmann, 46:211–225. Karlsruher Institut für Technologie, Institut
für Angewandte Informatik, Automatisierungstechnik. Schriftenreihe. Karlsruhe:
KIT Scientific Publishing.'
din1505-2-1: 'Paschke, Fabian ; Bayer, Christian ; Bator,
Martyna ; Mönks, Uwe ; Dicks, Alexander ; Enge-Rosenblatt,
Olaf ; Lohweg, Volker: Sensorlose
Zustandsüberwachung an Synchronmotoren. In: Hoffmann,
F. (Hrsg.): 23. Workshop Computational Intelligence 2013. Proceedings,
Karlsruher Institut für Technologie, Institut für Angewandte Informatik, Automatisierungstechnik.
Schriftenreihe. Bd. 46. Karlsruhe : KIT Scientific Publishing, 2013, S. 211–225'
havard: 'F. Paschke, C. Bayer, M. Bator, U. Mönks, A. Dicks, O. Enge-Rosenblatt,
V. Lohweg, Sensorlose Zustandsüberwachung an Synchronmotoren., in: F. Hoffmann
(Ed.), 23. Workshop Computational Intelligence 2013. Proceedings, KIT Scientific
Publishing, Karlsruhe, 2013: pp. 211–225.'
ieee: F. Paschke et al., “Sensorlose Zustandsüberwachung an Synchronmotoren.,”
in 23. Workshop Computational Intelligence 2013. Proceedings, Dortmund,
2013, vol. 46, pp. 211–225.
mla: Paschke, Fabian, et al. “Sensorlose Zustandsüberwachung an Synchronmotoren.”
23. Workshop Computational Intelligence 2013. Proceedings, edited by F.
Hoffmann, vol. 46, KIT Scientific Publishing, 2013, pp. 211–25.
short: 'F. Paschke, C. Bayer, M. Bator, U. Mönks, A. Dicks, O. Enge-Rosenblatt,
V. Lohweg, in: F. Hoffmann (Ed.), 23. Workshop Computational Intelligence 2013.
Proceedings, KIT Scientific Publishing, Karlsruhe, 2013, pp. 211–225.'
ufg: 'Paschke, Fabian et. al. (2013): Sensorlose Zustandsüberwachung an Synchronmotoren.,
in: F. Hoffmann (Hg.): 23. Workshop Computational Intelligence 2013. Proceedings
(=Karlsruher Institut für Technologie, Institut für Angewandte Informatik,
Automatisierungstechnik. Schriftenreihe 46), Karlsruhe, S. 211–225.'
van: 'Paschke F, Bayer C, Bator M, Mönks U, Dicks A, Enge-Rosenblatt O, et al. Sensorlose
Zustandsüberwachung an Synchronmotoren. In: Hoffmann F, editor. 23 Workshop Computational
Intelligence 2013 Proceedings. Karlsruhe: KIT Scientific Publishing; 2013. p.
211–25. (Karlsruher Institut für Technologie, Institut für Angewandte Informatik,
Automatisierungstechnik. Schriftenreihe; vol. 46).'
conference:
end_date: 2013-12-06
location: Dortmund
name: 23. Workshop Computational Intelligence 2013. Proceedings
start_date: 2013-12-05
date_created: 2019-12-04T09:35:47Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP5023
editor:
- first_name: F.
full_name: Hoffmann, F.
last_name: Hoffmann
intvolume: ' 46'
language:
- iso: ger
main_file_link:
- open_access: '1'
url: http://publica.fraunhofer.de/eprints/urn_nbn_de_0011-n-2754970.pdf
oa: '1'
page: 211-225
place: Karlsruhe
publication: 23. Workshop Computational Intelligence 2013. Proceedings
publication_identifier:
isbn:
- 978-3-7315-0126-8
publication_status: published
publisher: KIT Scientific Publishing
series_title: Karlsruher Institut für Technologie, Institut für Angewandte Informatik,
Automatisierungstechnik. Schriftenreihe
status: public
title: Sensorlose Zustandsüberwachung an Synchronmotoren.
type: conference
user_id: '45673'
volume: 46
year: 2013
...
---
_id: '2105'
author:
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Martyna
full_name: Bator, Martyna
id: '46440'
last_name: Bator
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
- first_name: Sebastian
full_name: Faltinski, Sebastian
last_name: Faltinski
- first_name: Oliver
full_name: Niggemann, Oliver
id: '10876'
last_name: Niggemann
citation:
ama: 'Dicks A, Bator M, Lohweg V, Faltinski S, Niggemann O. Cyber-Physical Systems
im Maschinen- und Anlagenbau – ein Konzept für die Zukunft? In: Cyber-Physical
Systems – Enabling Multi-Nature Systems (CPMNS), Dresden, April 18, . Stuttgart:
Fraunhofer-Verlag; 2012:51-56.'
apa: 'Dicks, A., Bator, M., Lohweg, V., Faltinski, S., & Niggemann, O. (2012).
Cyber-Physical Systems im Maschinen- und Anlagenbau – ein Konzept für die Zukunft?
In Cyber-Physical Systems – Enabling Multi-Nature Systems (CPMNS), Dresden,
April 18, (pp. 51–56). Stuttgart: Fraunhofer-Verlag.'
bjps: 'Dicks A et al. (2012) Cyber-Physical Systems im Maschinen-
und Anlagenbau – ein Konzept für die Zukunft? Cyber-Physical Systems – Enabling
Multi-Nature Systems (CPMNS), Dresden, April 18, . Stuttgart: Fraunhofer-Verlag,
pp. 51–56.'
chicago: 'Dicks, Alexander, Martyna Bator, Volker Lohweg, Sebastian Faltinski, and
Oliver Niggemann. “Cyber-Physical Systems im Maschinen- und Anlagenbau – ein Konzept
für die Zukunft?” In Cyber-Physical Systems – Enabling Multi-Nature Systems
(CPMNS), Dresden, April 18, , 51–56. Stuttgart: Fraunhofer-Verlag, 2012.'
chicago-de: 'Dicks, Alexander, Martyna Bator, Volker Lohweg, Sebastian Faltinski
und Oliver Niggemann. 2012. Cyber-Physical Systems im Maschinen- und Anlagenbau
– ein Konzept für die Zukunft? In: Cyber-Physical Systems – Enabling Multi-Nature
Systems (CPMNS), Dresden, April 18, , 51–56. Stuttgart: Fraunhofer-Verlag.'
din1505-2-1: 'Dicks, Alexander ; Bator, Martyna ; Lohweg,
Volker ; Faltinski, Sebastian
; Niggemann, Oliver: Cyber-Physical
Systems im Maschinen- und Anlagenbau – ein Konzept für die Zukunft? In: Cyber-Physical
Systems – Enabling Multi-Nature Systems (CPMNS), Dresden, April 18, . Stuttgart :
Fraunhofer-Verlag, 2012, S. 51–56'
havard: 'A. Dicks, M. Bator, V. Lohweg, S. Faltinski, O. Niggemann, Cyber-Physical
Systems im Maschinen- und Anlagenbau – ein Konzept für die Zukunft?, in: Cyber-Physical
Systems – Enabling Multi-Nature Systems (CPMNS), Dresden, April 18, , Fraunhofer-Verlag,
Stuttgart, 2012: pp. 51–56.'
ieee: A. Dicks, M. Bator, V. Lohweg, S. Faltinski, and O. Niggemann, “Cyber-Physical
Systems im Maschinen- und Anlagenbau – ein Konzept für die Zukunft?,” in Cyber-Physical
Systems – Enabling Multi-Nature Systems (CPMNS), Dresden, April 18, , 2012,
pp. 51–56.
mla: Dicks, Alexander, et al. “Cyber-Physical Systems im Maschinen- und Anlagenbau
– ein Konzept für die Zukunft?” Cyber-Physical Systems – Enabling Multi-Nature
Systems (CPMNS), Dresden, April 18, , Fraunhofer-Verlag, 2012, pp. 51–56.
short: 'A. Dicks, M. Bator, V. Lohweg, S. Faltinski, O. Niggemann, in: Cyber-Physical
Systems – Enabling Multi-Nature Systems (CPMNS), Dresden, April 18, , Fraunhofer-Verlag,
Stuttgart, 2012, pp. 51–56.'
ufg: 'Dicks, Alexander et. al. (2012): Cyber-Physical Systems im Maschinen-
und Anlagenbau – ein Konzept für die Zukunft?, in: Cyber-Physical Systems –
Enabling Multi-Nature Systems (CPMNS), Dresden, April 18, , Stuttgart, S.
51–56.'
van: 'Dicks A, Bator M, Lohweg V, Faltinski S, Niggemann O. Cyber-Physical Systems
im Maschinen- und Anlagenbau – ein Konzept für die Zukunft? In: Cyber-Physical
Systems – Enabling Multi-Nature Systems (CPMNS), Dresden, April 18, . Stuttgart:
Fraunhofer-Verlag; 2012. p. 51–6.'
date_created: 2019-12-03T06:37:27Z
date_updated: 2023-03-15T13:49:38Z
ddc:
- '620'
department:
- _id: DEP5023
file:
- access_level: closed
content_type: application/pdf
creator: 6bl-f5s
date_created: 2019-12-03T06:39:10Z
date_updated: 2019-12-03T06:39:10Z
file_id: '2106'
file_name: lohweg_cyber.pdf
file_size: 314865
relation: main_file
file_date_updated: 2019-12-03T06:39:10Z
has_accepted_license: '1'
language:
- iso: ger
page: 51-56
place: Stuttgart
publication: 'Cyber-Physical Systems – Enabling Multi-Nature Systems (CPMNS), Dresden,
April 18, '
publication_identifier:
isbn:
- '978-3-8396-0398-7 '
publication_status: published
publisher: Fraunhofer-Verlag
status: public
title: Cyber-Physical Systems im Maschinen- und Anlagenbau – ein Konzept für die Zukunft?
type: conference
user_id: '45673'
year: 2012
...
---
_id: '2119'
abstract:
- lang: eng
text: In this paper, it is proposed a feature selection procedure based on Linear
Discriminant Analysis. The aim behind this approach is to obtain a minimal set
of features still enabling a separation between a number of different classes.
Additionally, the reduced number of features implies faster computation and enables
resource-limited hardware implementations for real-time signal processing applications.
Also, incorporating only a small number of features retains the application's
interpretability as a feature space of maximum three features can be visualised
directly. Due to this, an expert can directly follow a decision system's answer.
The proposed method has been evaluated in the context of an electric drive diagnosis
application. In this scope, the LDA feature selection approach is at least as
good as the benchmarked feature selection methods. When regarding only a minimal
number of features, LDA outperforms the other approaches in terms of classification
accuracy. As a secondary result. one can see how important a sensible choice of
features is. While some arbitrary combinations produce completely inseparable
feature spaces. Three are still combinations that can separate the classes even
linearly such that no sophisticated classification concept (e.g. SVM) is needed.
The authors are aware of the fact that the findings are shown only in the context
of one specific application. Based on the work elaborated here, further research
towards generalisation of the proposed approach is intended to be carried out.
Additionally, the findings shall be examined using classifier concepts different
from SVM, such as Fuzzy Pattern Classifiers.
author:
- first_name: Martyna
full_name: Bator, Martyna
id: '46440'
last_name: Bator
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Uwe
full_name: Mönks, Uwe
id: '1825'
last_name: Mönks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Bator M, Dicks A, Mönks U, Lohweg V. Feature Extraction and Reduction Applied
to Sensorless Drive Diagnosis. In: Frank Hoffmann EH, ed. 22. Workshop Computational
Intelligence, 06.-7.12.2012, Dortmund. Düsseldorf: VDI/VDE-Gesellschaft Mess-
und Automatisierungstechnik (GMA); 2012:163-177.'
apa: 'Bator, M., Dicks, A., Mönks, U., & Lohweg, V. (2012). Feature Extraction
and Reduction Applied to Sensorless Drive Diagnosis. In E. H. Frank Hoffmann (Ed.),
22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund (pp. 163–177).
Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA).'
bjps: 'Bator M et al. (2012) Feature Extraction and Reduction Applied
to Sensorless Drive Diagnosis. In Frank Hoffmann EH (ed.), 22. Workshop Computational
Intelligence, 06.-7.12.2012, Dortmund. Düsseldorf: VDI/VDE-Gesellschaft Mess-
und Automatisierungstechnik (GMA), pp. 163–177.'
chicago: 'Bator, Martyna, Alexander Dicks, Uwe Mönks, and Volker Lohweg. “Feature
Extraction and Reduction Applied to Sensorless Drive Diagnosis.” In 22. Workshop
Computational Intelligence, 06.-7.12.2012, Dortmund, edited by Eike Hüllermeier
Frank Hoffmann, 163–77. Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik
(GMA), 2012.'
chicago-de: 'Bator, Martyna, Alexander Dicks, Uwe Mönks und Volker Lohweg. 2012.
Feature Extraction and Reduction Applied to Sensorless Drive Diagnosis. In: 22.
Workshop Computational Intelligence, 06.-7.12.2012, Dortmund, hg. von Eike
Hüllermeier Frank Hoffmann, 163–177. Düsseldorf: VDI/VDE-Gesellschaft Mess- und
Automatisierungstechnik (GMA).'
din1505-2-1: 'Bator, Martyna ; Dicks, Alexander ; Mönks,
Uwe ; Lohweg, Volker: Feature
Extraction and Reduction Applied to Sensorless Drive Diagnosis. In: Frank
Hoffmann, E. H. (Hrsg.): 22. Workshop Computational Intelligence, 06.-7.12.2012,
Dortmund. Düsseldorf : VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik
(GMA), 2012, S. 163–177'
havard: 'M. Bator, A. Dicks, U. Mönks, V. Lohweg, Feature Extraction and Reduction
Applied to Sensorless Drive Diagnosis, in: E.H. Frank Hoffmann (Ed.), 22. Workshop
Computational Intelligence, 06.-7.12.2012, Dortmund, VDI/VDE-Gesellschaft Mess-
und Automatisierungstechnik (GMA), Düsseldorf, 2012: pp. 163–177.'
ieee: M. Bator, A. Dicks, U. Mönks, and V. Lohweg, “Feature Extraction and Reduction
Applied to Sensorless Drive Diagnosis,” in 22. Workshop Computational Intelligence,
06.-7.12.2012, Dortmund, 2012, pp. 163–177.
mla: Bator, Martyna, et al. “Feature Extraction and Reduction Applied to Sensorless
Drive Diagnosis.” 22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund,
edited by Eike Hüllermeier Frank Hoffmann, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik
(GMA), 2012, pp. 163–77.
short: 'M. Bator, A. Dicks, U. Mönks, V. Lohweg, in: E.H. Frank Hoffmann (Ed.),
22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund, VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA), Düsseldorf, 2012, pp. 163–177.'
ufg: 'Bator, Martyna et. al. (2012): Feature Extraction and Reduction Applied
to Sensorless Drive Diagnosis, in: Eike Hüllermeier Frank Hoffmann (Hg.): 22.
Workshop Computational Intelligence, 06.-7.12.2012, Dortmund, Düsseldorf,
S. 163–177.'
van: 'Bator M, Dicks A, Mönks U, Lohweg V. Feature Extraction and Reduction Applied
to Sensorless Drive Diagnosis. In: Frank Hoffmann EH, editor. 22 Workshop Computational
Intelligence, 06-7122012, Dortmund. Düsseldorf: VDI/VDE-Gesellschaft Mess- und
Automatisierungstechnik (GMA); 2012. p. 163–77.'
date_created: 2019-12-03T07:02:29Z
date_updated: 2023-03-15T13:49:38Z
ddc:
- '600'
department:
- _id: DEP5023
editor:
- first_name: Eike Hüllermeier
full_name: Frank Hoffmann, Eike Hüllermeier
last_name: Frank Hoffmann
file:
- access_level: closed
content_type: application/pdf
creator: 6bl-f5s
date_created: 2019-12-03T07:03:37Z
date_updated: 2019-12-03T07:03:37Z
file_id: '2120'
file_name: lohweg_feature.pdf
file_size: 580127
relation: main_file
file_date_updated: 2019-12-03T07:03:37Z
has_accepted_license: '1'
language:
- iso: eng
page: 163-177
place: Düsseldorf
publication: 22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund
publication_identifier:
isbn:
- 978-3-86644-917-6
publication_status: published
publisher: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA)
status: public
title: Feature Extraction and Reduction Applied to Sensorless Drive Diagnosis
type: conference
user_id: '45673'
year: 2012
...
---
_id: '2102'
abstract:
- lang: ger
text: Die Zustandsüberwachung erfolgt derzeit in der Regel durch Einsatz spezieller Sensorik,
bspw. durch Vibrationsmessungen. Außerdem werden die Antriebe lediglich isoliert
betrachtet, eine Zusammenführung anfallender Informationen eines räumlich verteilten Antriebsverbunds findet meist
nicht statt. Im Folgenden wird ein neuartiges Motor-as-Sensor-Konzept vorgeschlagen
und validiert, das eine antizipatorische Zustandsüberwachung ohne Einsatz zusätzlicher
Sensorik allein durch Verarbeitung der phasenbezogenen Motorströme ermöglicht. Zusätzlich wird ein Informationsfusionskonzept vorge-stellt,
das die Informationen aller im Verbund beteiligten Antriebe zusammenführt, um
darüber eine mit weniger Unsicherheiten behaftete Aussage über den Zustand einer
Ap-plikation herbeizuführen. Das Hauptaugenmerk liegt hierbei insbesondere auf der Beherrschung der anfallenden riesigen Datenmengen, die zur Verarbeitung in eingebetteten
Systemen reduziert werden müssen.
author:
- first_name: Karl
full_name: Voth, Karl
last_name: Voth
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Voth K, Dicks A, Lohweg V. Konfliktlösende Informationsfusion zur Maschinendiagnose
am Beispiel von Extrusionsanlagen, 21. Workshop Computational Intelligence, VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA), 30. November - 02. Dezember 2011, Dortmund.
In: ; 2011.'
apa: Voth, K., Dicks, A., & Lohweg, V. (2011). Konfliktlösende Informationsfusion
zur Maschinendiagnose am Beispiel von Extrusionsanlagen, 21. Workshop Computational
Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), 30.
November - 02. Dezember 2011, Dortmund.
bjps: Voth K, Dicks A and Lohweg V (2011) Konfliktlösende Informationsfusion
zur Maschinendiagnose am Beispiel von Extrusionsanlagen, 21. Workshop Computational
Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), 30.
November - 02. Dezember 2011, Dortmund.
chicago: Voth, Karl, Alexander Dicks, and Volker Lohweg. “Konfliktlösende Informationsfusion
zur Maschinendiagnose am Beispiel von Extrusionsanlagen, 21. Workshop Computational
Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), 30.
November - 02. Dezember 2011, Dortmund,” 2011.
chicago-de: 'Voth, Karl, Alexander Dicks und Volker Lohweg. 2011. Konfliktlösende
Informationsfusion zur Maschinendiagnose am Beispiel von Extrusionsanlagen, 21.
Workshop Computational Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik
(GMA), 30. November - 02. Dezember 2011, Dortmund. In: .'
din1505-2-1: 'Voth, Karl ; Dicks,
Alexander ; Lohweg, Volker:
Konfliktlösende Informationsfusion zur Maschinendiagnose am Beispiel von Extrusionsanlagen,
21. Workshop Computational Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik
(GMA), 30. November - 02. Dezember 2011, Dortmund. In: , 2011'
havard: 'K. Voth, A. Dicks, V. Lohweg, Konfliktlösende Informationsfusion zur Maschinendiagnose
am Beispiel von Extrusionsanlagen, 21. Workshop Computational Intelligence, VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA), 30. November - 02. Dezember 2011, Dortmund,
in: 2011.'
ieee: K. Voth, A. Dicks, and V. Lohweg, “Konfliktlösende Informationsfusion zur
Maschinendiagnose am Beispiel von Extrusionsanlagen, 21. Workshop Computational
Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), 30.
November - 02. Dezember 2011, Dortmund,” 2011.
mla: Voth, Karl, et al. Konfliktlösende Informationsfusion zur Maschinendiagnose
am Beispiel von Extrusionsanlagen, 21. Workshop Computational Intelligence, VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA), 30. November - 02. Dezember 2011, Dortmund.
2011.
short: 'K. Voth, A. Dicks, V. Lohweg, in: 2011.'
ufg: 'Voth, Karl et. al. (2011): Konfliktlösende Informationsfusion zur Maschinendiagnose
am Beispiel von Extrusionsanlagen, 21. Workshop Computational Intelligence, VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA), 30. November - 02. Dezember 2011, Dortmund,
in: .'
van: Voth K, Dicks A, Lohweg V. Konfliktlösende Informationsfusion zur Maschinendiagnose
am Beispiel von Extrusionsanlagen, 21. Workshop Computational Intelligence, VDI/VDE-Gesellschaft
Mess- und Automatisierungstechnik (GMA), 30. November - 02. Dezember 2011, Dortmund.
In 2011.
date_created: 2019-12-02T14:32:58Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
keyword:
- Sensor- und Informationsfusion
- elektrischer Antrieb
- Cyber-Physical System
- Industrie 4.0
- Big Data
language:
- iso: ger
publication_status: published
status: public
title: Konfliktlösende Informationsfusion zur Maschinendiagnose am Beispiel von Extrusionsanlagen,
21. Workshop Computational Intelligence, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik
(GMA), 30. November - 02. Dezember 2011, Dortmund
type: conference
user_id: '45673'
year: 2011
...
---
_id: '2079'
author:
- first_name: Taswar
full_name: Iqbal, Taswar
last_name: Iqbal
- first_name: Alexander
full_name: Dicks, Alexander
id: '1853'
last_name: Dicks
- first_name: Volker
full_name: Lohweg, Volker
id: '1804'
last_name: Lohweg
orcid: 0000-0002-3325-7887
citation:
ama: 'Iqbal T, Dicks A, Lohweg V. Metal Surface Coding as a trusted body for brand
labeling, KI 2009, Artificial Intelligence and Automation (AI at Universities
of Applied Sciences). In: 32nd Annual Conference on Artificial Intelligence Paderborn
| September 15 – 18, 2009, accepted for Publication; 2009.'
apa: Iqbal, T., Dicks, A., & Lohweg, V. (2009). Metal Surface Coding as a trusted
body for brand labeling, KI 2009, Artificial Intelligence and Automation (AI at
Universities of Applied Sciences). 32nd Annual Conference on Artificial Intelligence
Paderborn | September 15 – 18, 2009, accepted for Publication.
bjps: Iqbal T, Dicks A and Lohweg V (2009) Metal Surface Coding as a Trusted
Body for Brand Labeling, KI 2009, Artificial Intelligence and Automation (AI at
Universities of Applied Sciences). 32nd Annual Conference on Artificial Intelligence
Paderborn | September 15 – 18, 2009, accepted for Publication.
chicago: Iqbal, Taswar, Alexander Dicks, and Volker Lohweg. “Metal Surface Coding
as a Trusted Body for Brand Labeling, KI 2009, Artificial Intelligence and Automation
(AI at Universities of Applied Sciences).” 32nd Annual Conference on Artificial
Intelligence Paderborn | September 15 – 18, 2009, accepted for Publication, 2009.
chicago-de: 'Iqbal, Taswar, Alexander Dicks und Volker Lohweg. 2009. Metal Surface
Coding as a trusted body for brand labeling, KI 2009, Artificial Intelligence
and Automation (AI at Universities of Applied Sciences). In: . 32nd Annual Conference
on Artificial Intelligence Paderborn | September 15 – 18, 2009, accepted for Publication.'
din1505-2-1: 'Iqbal, Taswar ; Dicks, Alexander ; Lohweg,
Volker: Metal Surface Coding as a trusted body for brand labeling, KI 2009,
Artificial Intelligence and Automation (AI at Universities of Applied Sciences).
In: : 32nd Annual Conference on Artificial Intelligence Paderborn | September
15 – 18, 2009, accepted for Publication, 2009'
havard: 'T. Iqbal, A. Dicks, V. Lohweg, Metal Surface Coding as a trusted body for
brand labeling, KI 2009, Artificial Intelligence and Automation (AI at Universities
of Applied Sciences), in: 32nd Annual Conference on Artificial Intelligence Paderborn
| September 15 – 18, 2009, accepted for Publication, 2009.'
ieee: T. Iqbal, A. Dicks, and V. Lohweg, “Metal Surface Coding as a trusted body
for brand labeling, KI 2009, Artificial Intelligence and Automation (AI at Universities
of Applied Sciences),” 2009.
mla: Iqbal, Taswar, et al. Metal Surface Coding as a Trusted Body for Brand Labeling,
KI 2009, Artificial Intelligence and Automation (AI at Universities of Applied
Sciences). 32nd Annual Conference on Artificial Intelligence Paderborn | September
15 – 18, 2009, accepted for Publication, 2009.
short: 'T. Iqbal, A. Dicks, V. Lohweg, in: 32nd Annual Conference on Artificial
Intelligence Paderborn | September 15 – 18, 2009, accepted for Publication, 2009.'
ufg: 'Iqbal, Taswar et. al. (2009): Metal Surface Coding as a trusted body
for brand labeling, KI 2009, Artificial Intelligence and Automation (AI at Universities
of Applied Sciences), in: .'
van: Iqbal T, Dicks A, Lohweg V. Metal Surface Coding as a trusted body for brand
labeling, KI 2009, Artificial Intelligence and Automation (AI at Universities
of Applied Sciences). In 32nd Annual Conference on Artificial Intelligence Paderborn
| September 15 – 18, 2009, accepted for Publication; 2009.
date_created: 2019-11-29T14:47:48Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
publisher: 32nd Annual Conference on Artificial Intelligence Paderborn | September
15 – 18, 2009, accepted for Publication
status: public
title: Metal Surface Coding as a trusted body for brand labeling, KI 2009, Artificial
Intelligence and Automation (AI at Universities of Applied Sciences)
type: conference
user_id: '45673'
year: 2009
...