---
_id: '4312'
abstract:
- lang: eng
text: Computer-aided assistance systems are entering the world of work and production.
Such systems utilize augmented- and virtual-reality for operator training and
live guidance as well as mobile maintenance and support. This is particularly
important in the modern production reality of ever-changing products and `lot
size one' customization of production.This paper focuses on the application of
machine learning approach to extend the functionality of assistance systems. Machine
learning provides tools to analyse large amounts of data and extract meaningful
information. The goal here is to recognize the movement of an operator which would
enable automatic display of instructions relevant to them.We present the challenges
facing machine learning applications in human-centered assistance systems and
a framework to assess machine learning approaches feasible for this scenario.
The approach is assessed on a historical data set and then deployed in a work
station for live testing. The post-hoc, or historical, analysis yields promising
results. The ad-hoc, or live, analysis is a complex task and the results are affected
by multiple factors, most of which are introduced by the human influence.The contribution
of this paper is an approach to adapt state- of-the-art machine learning to operator
movement recognition with a special focus on approaches to spatial time series
data pre-processing. Presented experiment results validate the approach and show
that it performs well in a real-world scenario.
author:
- first_name: Marta
full_name: Fullen, Marta
last_name: Fullen
- first_name: Alexander
full_name: Maier, Alexander
id: '11158'
last_name: Maier
- first_name: Arthur
full_name: Nazarenko, Arthur
last_name: Nazarenko
- first_name: Sascha
full_name: Jenderny, Sascha
last_name: Jenderny
- first_name: Carsten
full_name: Röcker, Carsten
id: '61525'
last_name: Röcker
citation:
ama: 'Fullen M, Maier A, Nazarenko A, Jenderny S, Röcker C. Machine Learning for
Assistance Systems: Pattern-Based Approach to Online Step Recognition. In: IEEE,
ed. 2019 IEEE 17th International Conference on Industrial Informatics (INDIN).
Piscataway, NJ : IEEE; 2019:296-302. doi:10.1109/INDIN41052.2019.8972122'
apa: 'Fullen, M., Maier, A., Nazarenko, A., Jenderny, S., & Röcker, C. (2019).
Machine Learning for Assistance Systems: Pattern-Based Approach to Online Step
Recognition. In IEEE (Ed.), 2019 IEEE 17th International Conference on Industrial
Informatics (INDIN) (pp. 296–302). Piscataway, NJ : IEEE. https://doi.org/10.1109/INDIN41052.2019.8972122'
bjps: 'Fullen M et al. (2019) Machine Learning for Assistance Systems:
Pattern-Based Approach to Online Step Recognition. In IEEE (ed.), 2019 IEEE
17th International Conference on Industrial Informatics (INDIN). Piscataway,
NJ : IEEE, pp. 296–302.'
chicago: 'Fullen, Marta, Alexander Maier, Arthur Nazarenko, Sascha Jenderny, and
Carsten Röcker. “Machine Learning for Assistance Systems: Pattern-Based Approach
to Online Step Recognition.” In 2019 IEEE 17th International Conference on
Industrial Informatics (INDIN), edited by IEEE, 296–302. Piscataway, NJ :
IEEE, 2019. https://doi.org/10.1109/INDIN41052.2019.8972122.'
chicago-de: 'Fullen, Marta, Alexander Maier, Arthur Nazarenko, Sascha Jenderny und
Carsten Röcker. 2019. Machine Learning for Assistance Systems: Pattern-Based Approach
to Online Step Recognition. In: 2019 IEEE 17th International Conference on
Industrial Informatics (INDIN), hg. von IEEE, 296–302. Piscataway, NJ : IEEE.
doi:10.1109/INDIN41052.2019.8972122,
.'
din1505-2-1: 'Fullen, Marta ; Maier, Alexander ; Nazarenko,
Arthur ; Jenderny, Sascha
; Röcker, Carsten: Machine Learning
for Assistance Systems: Pattern-Based Approach to Online Step Recognition. In:
IEEE (Hrsg.): 2019 IEEE 17th
International Conference on Industrial Informatics (INDIN). Piscataway, NJ
: IEEE, 2019, S. 296–302'
havard: 'M. Fullen, A. Maier, A. Nazarenko, S. Jenderny, C. Röcker, Machine Learning
for Assistance Systems: Pattern-Based Approach to Online Step Recognition, in:
IEEE (Ed.), 2019 IEEE 17th International Conference on Industrial Informatics
(INDIN), IEEE, Piscataway, NJ , 2019: pp. 296–302.'
ieee: 'M. Fullen, A. Maier, A. Nazarenko, S. Jenderny, and C. Röcker, “Machine Learning
for Assistance Systems: Pattern-Based Approach to Online Step Recognition,” in
2019 IEEE 17th International Conference on Industrial Informatics (INDIN),
IEEE, Ed. Piscataway, NJ : IEEE, 2019, pp. 296–302.'
mla: 'Fullen, Marta, et al. “Machine Learning for Assistance Systems: Pattern-Based
Approach to Online Step Recognition.” 2019 IEEE 17th International Conference
on Industrial Informatics (INDIN), edited by IEEE, IEEE, 2019, pp. 296–302,
doi:10.1109/INDIN41052.2019.8972122.'
short: 'M. Fullen, A. Maier, A. Nazarenko, S. Jenderny, C. Röcker, in: IEEE (Ed.),
2019 IEEE 17th International Conference on Industrial Informatics (INDIN), IEEE,
Piscataway, NJ , 2019, pp. 296–302.'
ufg: 'Fullen, Marta et. al. (2019): Machine Learning for Assistance Systems:
Pattern-Based Approach to Online Step Recognition, in: IEEE (Hg.): 2019 IEEE
17th International Conference on Industrial Informatics (INDIN), Piscataway,
NJ , S. 296–302.'
van: 'Fullen M, Maier A, Nazarenko A, Jenderny S, Röcker C. Machine Learning for
Assistance Systems: Pattern-Based Approach to Online Step Recognition. In: IEEE,
editor. 2019 IEEE 17th International Conference on Industrial Informatics (INDIN).
Piscataway, NJ : IEEE; 2019. p. 296–302.'
conference:
end_date: 2019-07-25
location: Helsinki, Finland,
name: 17th International Conference on Industrial Informatics (INDIN)
start_date: 2019-07-22
corporate_editor:
- IEEE
date_created: 2021-01-06T13:59:10Z
date_updated: 2023-03-15T13:49:51Z
department:
- _id: DEP5023
doi: 10.1109/INDIN41052.2019.8972122
keyword:
- augmented reality
- computer based training
- data handling
- industrial training
- learning (artificial intelligence)
- time series
language:
- iso: eng
page: 296 - 302
place: 'Piscataway, NJ '
publication: 2019 IEEE 17th International Conference on Industrial Informatics (INDIN)
publication_identifier:
isbn:
- 978-1-7281-2927-3
issn:
- 2378-363X
publication_status: published
publisher: IEEE
status: public
title: 'Machine Learning for Assistance Systems: Pattern-Based Approach to Online
Step Recognition'
type: book_chapter
user_id: '15514'
year: 2019
...
---
_id: '4595'
author:
- first_name: Florian
full_name: Pethig, Florian
last_name: Pethig
- first_name: Sebastian
full_name: Schriegel, Sebastian
last_name: Schriegel
- first_name: Alexander
full_name: Maier, Alexander
id: '11158'
last_name: Maier
- first_name: Jens
full_name: Otto, Jens
last_name: Otto
- first_name: Stefan
full_name: Windmann, Stefan
id: '58525'
last_name: Windmann
- first_name: Björn
full_name: Böttcher, Björn
last_name: Böttcher
- first_name: Oliver
full_name: Niggemann, Oliver
id: '10876'
last_name: Niggemann
- first_name: Jürgen
full_name: Jasperneite, Jürgen
id: '1899'
last_name: Jasperneite
citation:
ama: 'Pethig F, Schriegel S, Maier A, et al. Industrie 4.0 Communication Guideline
Based on OPC UA. Frankfurt, Germany: VDMA Guideline, Publisher: VDMA Verlag
GmbH, Editor: Verband Deutscher Maschinen- und Anlagenbau e.V.; 2017.'
apa: 'Pethig, F., Schriegel, S., Maier, A., Otto, J., Windmann, S., Böttcher, B.,
… Jasperneite, J. (2017). Industrie 4.0 Communication Guideline Based on OPC
UA. Frankfurt, Germany: VDMA Guideline, Publisher: VDMA Verlag GmbH, Editor:
Verband Deutscher Maschinen- und Anlagenbau e.V.'
bjps: 'Pethig F et al. (2017) Industrie 4.0 Communication Guideline
Based on OPC UA. Frankfurt, Germany: VDMA Guideline, Publisher: VDMA Verlag
GmbH, Editor: Verband Deutscher Maschinen- und Anlagenbau e.V.'
chicago: 'Pethig, Florian, Sebastian Schriegel, Alexander Maier, Jens Otto, Stefan
Windmann, Björn Böttcher, Oliver Niggemann, and Jürgen Jasperneite. Industrie
4.0 Communication Guideline Based on OPC UA. Frankfurt, Germany: VDMA Guideline,
Publisher: VDMA Verlag GmbH, Editor: Verband Deutscher Maschinen- und Anlagenbau
e.V., 2017.'
chicago-de: 'Pethig, Florian, Sebastian Schriegel, Alexander Maier, Jens Otto, Stefan
Windmann, Björn Böttcher, Oliver Niggemann und Jürgen Jasperneite. 2017. Industrie
4.0 Communication Guideline Based on OPC UA. Frankfurt, Germany: VDMA Guideline,
Publisher: VDMA Verlag GmbH, Editor: Verband Deutscher Maschinen- und Anlagenbau
e.V.'
din1505-2-1: 'Pethig, Florian ; Schriegel, Sebastian ; Maier,
Alexander ; Otto, Jens ;
Windmann, Stefan ; Böttcher,
Björn ; Niggemann, Oliver
; Jasperneite, Jürgen: Industrie
4.0 Communication Guideline Based on OPC UA. Frankfurt, Germany : VDMA Guideline,
Publisher: VDMA Verlag GmbH, Editor: Verband Deutscher Maschinen- und Anlagenbau
e.V., 2017'
havard: 'F. Pethig, S. Schriegel, A. Maier, J. Otto, S. Windmann, B. Böttcher, O.
Niggemann, J. Jasperneite, Industrie 4.0 Communication Guideline Based on OPC
UA, VDMA Guideline, Publisher: VDMA Verlag GmbH, Editor: Verband Deutscher Maschinen-
und Anlagenbau e.V., Frankfurt, Germany, 2017.'
ieee: 'F. Pethig et al., Industrie 4.0 Communication Guideline Based on
OPC UA. Frankfurt, Germany: VDMA Guideline, Publisher: VDMA Verlag GmbH, Editor:
Verband Deutscher Maschinen- und Anlagenbau e.V., 2017.'
mla: 'Pethig, Florian, et al. Industrie 4.0 Communication Guideline Based on
OPC UA. VDMA Guideline, Publisher: VDMA Verlag GmbH, Editor: Verband Deutscher
Maschinen- und Anlagenbau e.V., 2017.'
short: 'F. Pethig, S. Schriegel, A. Maier, J. Otto, S. Windmann, B. Böttcher, O.
Niggemann, J. Jasperneite, Industrie 4.0 Communication Guideline Based on OPC
UA, VDMA Guideline, Publisher: VDMA Verlag GmbH, Editor: Verband Deutscher Maschinen-
und Anlagenbau e.V., Frankfurt, Germany, 2017.'
ufg: 'Pethig, Florian et. al. (2017): Industrie 4.0 Communication Guideline
Based on OPC UA, Frankfurt, Germany.'
van: 'Pethig F, Schriegel S, Maier A, Otto J, Windmann S, Böttcher B, et al. Industrie
4.0 Communication Guideline Based on OPC UA. Frankfurt, Germany: VDMA Guideline,
Publisher: VDMA Verlag GmbH, Editor: Verband Deutscher Maschinen- und Anlagenbau
e.V.; 2017.'
date_created: 2021-01-28T09:54:58Z
date_updated: 2023-03-15T13:49:54Z
department:
- _id: DEP5023
- _id: DEP5019
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
place: Frankfurt, Germany
publication_identifier:
isbn:
- ' 978-3-8163-0709-9'
publication_status: published
publisher: 'VDMA Guideline, Publisher: VDMA Verlag GmbH, Editor: Verband Deutscher
Maschinen- und Anlagenbau e.V.'
related_material:
link:
- relation: other
url: https://www.researchgate.net/publication/316432275_Industrie-40-Kommunikation_mit_OPC_UA
status: public
title: Industrie 4.0 Communication Guideline Based on OPC UA
type: book
user_id: '15514'
year: 2017
...
---
_id: '4793'
author:
- first_name: Alexander
full_name: Diedrich, Alexander
last_name: Diedrich
- first_name: Andreas
full_name: Bunte, Andreas
id: '58885'
last_name: Bunte
- first_name: Alexander
full_name: Maier, Alexander
id: '11158'
last_name: Maier
- first_name: Oliver
full_name: Niggemann, Oliver
id: '10876'
last_name: Niggemann
citation:
ama: 'Diedrich A, Bunte A, Maier A, Niggemann O. Kognitive Architektur zum Konzeptlernen
in technischen Systemen. In: Machine Learning for Cyber Physical Systems and
Industry 4.0 (ML4CPS). Lemgo, Germany; 2015.'
apa: Diedrich, A., Bunte, A., Maier, A., & Niggemann, O. (2015). Kognitive Architektur
zum Konzeptlernen in technischen Systemen. In Machine Learning for Cyber Physical
Systems and Industry 4.0 (ML4CPS). Lemgo, Germany.
bjps: Diedrich A et al. (2015) Kognitive Architektur Zum Konzeptlernen
in Technischen Systemen. Machine Learning for Cyber Physical Systems and Industry
4.0 (ML4CPS). Lemgo, Germany.
chicago: Diedrich, Alexander, Andreas Bunte, Alexander Maier, and Oliver Niggemann.
“Kognitive Architektur Zum Konzeptlernen in Technischen Systemen.” In Machine
Learning for Cyber Physical Systems and Industry 4.0 (ML4CPS). Lemgo, Germany,
2015.
chicago-de: 'Diedrich, Alexander, Andreas Bunte, Alexander Maier und Oliver Niggemann.
2015. Kognitive Architektur zum Konzeptlernen in technischen Systemen. In: Machine
Learning for Cyber Physical Systems and Industry 4.0 (ML4CPS). Lemgo, Germany.'
din1505-2-1: 'Diedrich, Alexander
; Bunte, Andreas ; Maier,
Alexander ; Niggemann, Oliver:
Kognitive Architektur zum Konzeptlernen in technischen Systemen. In: Machine
Learning for Cyber Physical Systems and Industry 4.0 (ML4CPS). Lemgo, Germany,
2015'
havard: 'A. Diedrich, A. Bunte, A. Maier, O. Niggemann, Kognitive Architektur zum
Konzeptlernen in technischen Systemen, in: Machine Learning for Cyber Physical
Systems and Industry 4.0 (ML4CPS), Lemgo, Germany, 2015.'
ieee: A. Diedrich, A. Bunte, A. Maier, and O. Niggemann, “Kognitive Architektur
zum Konzeptlernen in technischen Systemen,” in Machine Learning for Cyber Physical
Systems and Industry 4.0 (ML4CPS), 2015.
mla: Diedrich, Alexander, et al. “Kognitive Architektur Zum Konzeptlernen in Technischen
Systemen.” Machine Learning for Cyber Physical Systems and Industry 4.0 (ML4CPS),
2015.
short: 'A. Diedrich, A. Bunte, A. Maier, O. Niggemann, in: Machine Learning for
Cyber Physical Systems and Industry 4.0 (ML4CPS), Lemgo, Germany, 2015.'
ufg: 'Diedrich, Alexander et. al. (2015): Kognitive Architektur zum Konzeptlernen
in technischen Systemen, in: Machine Learning for Cyber Physical Systems and
Industry 4.0 (ML4CPS), Lemgo, Germany.'
van: 'Diedrich A, Bunte A, Maier A, Niggemann O. Kognitive Architektur zum Konzeptlernen
in technischen Systemen. In: Machine Learning for Cyber Physical Systems and Industry
40 (ML4CPS). Lemgo, Germany; 2015.'
date_created: 2021-02-02T08:36:53Z
date_updated: 2023-03-15T13:49:55Z
department:
- _id: DEP5023
language:
- iso: eng
place: Lemgo, Germany
publication: Machine Learning for Cyber Physical Systems and Industry 4.0 (ML4CPS)
status: public
title: Kognitive Architektur zum Konzeptlernen in technischen Systemen
type: conference
user_id: '68554'
year: 2015
...
---
_id: '4806'
author:
- first_name: Nikolai
full_name: Schetinin, Nikolai
last_name: Schetinin
- first_name: Natalia
full_name: Moriz, Natalia
id: '44238'
last_name: Moriz
- first_name: Barath
full_name: Kumar, Barath
last_name: Kumar
- first_name: Sebastian
full_name: Faltinski, Sebastian
last_name: Faltinski
- first_name: Oliver
full_name: Niggemann, Oliver
id: '10876'
last_name: Niggemann
- first_name: Alexander
full_name: Maier, Alexander
id: '11158'
last_name: Maier
citation:
ama: 'Schetinin N, Moriz N, Kumar B, Faltinski S, Niggemann O, Maier A. Why do verification
approaches in automation rarely use HIL-test? In: International Conference
on Industrial Technology (ICIT) 25.-27. February 2013, Cape Town, South Africa,
. ; 2013.'
apa: Schetinin, N., Moriz, N., Kumar, B., Faltinski, S., Niggemann, O., & Maier,
A. (2013). Why do verification approaches in automation rarely use HIL-test? In
International Conference on Industrial Technology (ICIT) 25.-27. February 2013,
Cape Town, South Africa, .
bjps: Schetinin N et al. (2013) Why Do Verification Approaches in
Automation Rarely Use HIL-Test? International Conference on Industrial Technology
(ICIT) 25.-27. February 2013, Cape Town, South Africa, .
chicago: Schetinin, Nikolai, Natalia Moriz, Barath Kumar, Sebastian Faltinski, Oliver
Niggemann, and Alexander Maier. “Why Do Verification Approaches in Automation
Rarely Use HIL-Test?” In International Conference on Industrial Technology
(ICIT) 25.-27. February 2013, Cape Town, South Africa, , 2013.
chicago-de: 'Schetinin, Nikolai, Natalia Moriz, Barath Kumar, Sebastian Faltinski,
Oliver Niggemann und Alexander Maier. 2013. Why do verification approaches in
automation rarely use HIL-test? In: International Conference on Industrial
Technology (ICIT) 25.-27. February 2013, Cape Town, South Africa, .'
din1505-2-1: 'Schetinin, Nikolai ;
Moriz, Natalia ; Kumar,
Barath ; Faltinski, Sebastian
; Niggemann, Oliver ; Maier,
Alexander: Why do verification approaches in automation rarely use HIL-test?
In: International Conference on Industrial Technology (ICIT) 25.-27. February
2013, Cape Town, South Africa, , 2013'
havard: 'N. Schetinin, N. Moriz, B. Kumar, S. Faltinski, O. Niggemann, A. Maier,
Why do verification approaches in automation rarely use HIL-test?, in: International
Conference on Industrial Technology (ICIT) 25.-27. February 2013, Cape Town, South
Africa, , 2013.'
ieee: N. Schetinin, N. Moriz, B. Kumar, S. Faltinski, O. Niggemann, and A. Maier,
“Why do verification approaches in automation rarely use HIL-test?,” in International
Conference on Industrial Technology (ICIT) 25.-27. February 2013, Cape Town, South
Africa, , 2013.
mla: Schetinin, Nikolai, et al. “Why Do Verification Approaches in Automation Rarely
Use HIL-Test?” International Conference on Industrial Technology (ICIT) 25.-27.
February 2013, Cape Town, South Africa, , 2013.
short: 'N. Schetinin, N. Moriz, B. Kumar, S. Faltinski, O. Niggemann, A. Maier,
in: International Conference on Industrial Technology (ICIT) 25.-27. February
2013, Cape Town, South Africa, , 2013.'
ufg: 'Schetinin, Nikolai et. al. (2013): Why do verification approaches in
automation rarely use HIL-test?, in: International Conference on Industrial
Technology (ICIT) 25.-27. February 2013, Cape Town, South Africa, .'
van: 'Schetinin N, Moriz N, Kumar B, Faltinski S, Niggemann O, Maier A. Why do verification
approaches in automation rarely use HIL-test? In: International Conference on
Industrial Technology (ICIT) 25-27 February 2013, Cape Town, South Africa, . 2013.'
date_created: 2021-02-02T09:14:39Z
date_updated: 2023-03-15T13:49:55Z
department:
- _id: DEP5023
language:
- iso: eng
publication: 'International Conference on Industrial Technology (ICIT) 25.-27. February
2013, Cape Town, South Africa, '
status: public
title: Why do verification approaches in automation rarely use HIL-test?
type: conference
user_id: '68554'
year: 2013
...
---
_id: '4809'
author:
- first_name: Olaf
full_name: Gräser, Olaf
last_name: Gräser
- first_name: Barath
full_name: Kumar, Barath
last_name: Kumar
- first_name: Natalia
full_name: Moriz, Natalia
id: '44238'
last_name: Moriz
- first_name: Alexander
full_name: Maier, Alexander
id: '11158'
last_name: Maier
- first_name: Oliver
full_name: Niggemann, Oliver
id: '10876'
last_name: Niggemann
citation:
ama: 'Gräser O, Kumar B, Moriz N, Maier A, Niggemann O. AutomationML as a Basis
for Offline- and Realtime-Simulation. In: ; 2011.'
apa: Gräser, O., Kumar, B., Moriz, N., Maier, A., & Niggemann, O. (2011). AutomationML
as a Basis for Offline- and Realtime-Simulation.
bjps: Gräser O et al. (2011) AutomationML as a Basis for Offline-
and Realtime-Simulation.
chicago: Gräser, Olaf, Barath Kumar, Natalia Moriz, Alexander Maier, and Oliver
Niggemann. “AutomationML as a Basis for Offline- and Realtime-Simulation,” 2011.
chicago-de: 'Gräser, Olaf, Barath Kumar, Natalia Moriz, Alexander Maier und Oliver
Niggemann. 2011. AutomationML as a Basis for Offline- and Realtime-Simulation.
In: .'
din1505-2-1: 'Gräser, Olaf ; Kumar, Barath ; Moriz,
Natalia ; Maier, Alexander
; Niggemann, Oliver: AutomationML
as a Basis for Offline- and Realtime-Simulation. In: , 2011'
havard: 'O. Gräser, B. Kumar, N. Moriz, A. Maier, O. Niggemann, AutomationML as
a Basis for Offline- and Realtime-Simulation, in: 2011.'
ieee: O. Gräser, B. Kumar, N. Moriz, A. Maier, and O. Niggemann, “AutomationML as
a Basis for Offline- and Realtime-Simulation,” 2011.
mla: Gräser, Olaf, et al. AutomationML as a Basis for Offline- and Realtime-Simulation.
2011.
short: 'O. Gräser, B. Kumar, N. Moriz, A. Maier, O. Niggemann, in: 2011.'
ufg: 'Gräser, Olaf et. al. (2011): AutomationML as a Basis for Offline- and
Realtime-Simulation, in: .'
van: Gräser O, Kumar B, Moriz N, Maier A, Niggemann O. AutomationML as a Basis for
Offline- and Realtime-Simulation. In 2011.
date_created: 2021-02-02T09:18:06Z
date_updated: 2023-03-15T13:49:55Z
department:
- _id: DEP5023
language:
- iso: eng
status: public
title: AutomationML as a Basis for Offline- and Realtime-Simulation
type: conference
user_id: '68554'
year: 2011
...
---
_id: '4455'
author:
- first_name: Oliver
full_name: Niggemann, Oliver
id: '10876'
last_name: Niggemann
- first_name: Alexander
full_name: Maier, Alexander
id: '11158'
last_name: Maier
- first_name: Jürgen
full_name: Jasperneite, Jürgen
id: '1899'
last_name: Jasperneite
citation:
ama: 'Niggemann O, Maier A, Jasperneite J. Model-based Development of Automation
Systems. In: ; 2010.'
apa: 'Niggemann, O., Maier, A., & Jasperneite, J. (2010). Model-based Development
of Automation Systems. Presented at the 6. Dagstuhl-Workshop MBEES 2010: Modellbasierte
Entwicklung eingebetteter Systeme.'
bjps: Niggemann O, Maier A and Jasperneite J (2010) Model-Based Development
of Automation Systems.
chicago: Niggemann, Oliver, Alexander Maier, and Jürgen Jasperneite. “Model-Based
Development of Automation Systems,” 2010.
chicago-de: 'Niggemann, Oliver, Alexander Maier und Jürgen Jasperneite. 2010. Model-based
Development of Automation Systems. In: .'
din1505-2-1: 'Niggemann, Oliver ;
Maier, Alexander ; Jasperneite,
Jürgen: Model-based Development of Automation Systems. In: , 2010'
havard: 'O. Niggemann, A. Maier, J. Jasperneite, Model-based Development of Automation
Systems, in: 2010.'
ieee: 'O. Niggemann, A. Maier, and J. Jasperneite, “Model-based Development of Automation
Systems,” presented at the 6. Dagstuhl-Workshop MBEES 2010: Modellbasierte Entwicklung
eingebetteter Systeme, 2010.'
mla: Niggemann, Oliver, et al. Model-Based Development of Automation Systems.
2010.
short: 'O. Niggemann, A. Maier, J. Jasperneite, in: 2010.'
ufg: 'Niggemann, Oliver et. al. (2010): Model-based Development of Automation
Systems, in: .'
van: Niggemann O, Maier A, Jasperneite J. Model-based Development of Automation
Systems. In 2010.
conference:
name: '6. Dagstuhl-Workshop MBEES 2010: Modellbasierte Entwicklung eingebetteter
Systeme'
date_created: 2021-01-20T08:16:41Z
date_updated: 2023-03-15T13:49:53Z
department:
- _id: DEP5023
- _id: DEP5019
language:
- iso: eng
status: public
title: Model-based Development of Automation Systems
type: conference
user_id: '45673'
year: 2010
...