Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems

Maximilian Rolinck; Sebastian Gellrich; Christoph Herrmann; Sebastian Thiede

doi:10.1007/978-3-030-44248-4_11

Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems

Maximilian Rolinck^*, Sebastian Gellrich, Christoph Herrmann, Sebastian Thiede

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Academic › peer-review

2 Citations (Scopus)

17 Downloads (Pure)

Abstract

Ensuring constant high process and product quality is one of the decisive competitive factors in today’s industrial production. Industry 4.0 by means of the analysis of production data is seen as a viable approach to achieve zero defects production. Due to their sensitive behavior, energy data, which is often acquired independently of the machine control, can provide an adequate data source for quality-related analysis tasks. An analysis based on energy data reduces the effort for accessing machine controls and enables scalability. This paper shows the concept and implementation of a data-driven process and quality monitoring tool based on energy data for an electro-pneumatic handling system.

Original language	English
Title of host publication	Enhancing Future Skills and Entrepreneurship
Subtitle of host publication	3rd Indo-German Conference on Sustainability in Engineering
Editors	Kuldip Singh Sangwan, Christoph Herrmann
Publisher	Springer
Pages	109-116
Number of pages	8
ISBN (Electronic)	978-3-030-44248-4
ISBN (Print)	978-3-030-44247-7
DOIs	https://doi.org/10.1007/978-3-030-44248-4_11
Publication status	Published - 1 Jan 2020
Externally published	Yes
Event	3rd Indo-German Conference on Sustainability in Engineering 2019 - Birla Insitute of Technology and Science, Pilani, India Duration: 16 Sep 2019 → 17 Sep 2019 Conference number: 3

Publication series

Name	Sustainable Production, Life Cycle Engineering and Management
Publisher	Springer
ISSN (Print)	2194-0541
ISSN (Electronic)	2194-055X

Conference

Conference	3rd Indo-German Conference on Sustainability in Engineering 2019
Country/Territory	India
City	Pilani
Period	16/09/19 → 17/09/19

Keywords

Cyber physical production system
Data mining
Process and quality monitoring

Access to Document

10.1007/978-3-030-44248-4_11Licence: CC BY

Rolinck2020dataFinal published version, 535 KBLicence: CC BY

Cite this

Rolinck, M., Gellrich, S., Herrmann, C., & Thiede, S. (2020). Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems. In K. S. Sangwan, & C. Herrmann (Eds.), Enhancing Future Skills and Entrepreneurship: 3rd Indo-German Conference on Sustainability in Engineering (pp. 109-116). (Sustainable Production, Life Cycle Engineering and Management). Springer. https://doi.org/10.1007/978-3-030-44248-4_11

Rolinck, Maximilian ; Gellrich, Sebastian ; Herrmann, Christoph et al. / Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems. Enhancing Future Skills and Entrepreneurship: 3rd Indo-German Conference on Sustainability in Engineering. editor / Kuldip Singh Sangwan ; Christoph Herrmann. Springer, 2020. pp. 109-116 (Sustainable Production, Life Cycle Engineering and Management).

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abstract = "Ensuring constant high process and product quality is one of the decisive competitive factors in today{\textquoteright}s industrial production. Industry 4.0 by means of the analysis of production data is seen as a viable approach to achieve zero defects production. Due to their sensitive behavior, energy data, which is often acquired independently of the machine control, can provide an adequate data source for quality-related analysis tasks. An analysis based on energy data reduces the effort for accessing machine controls and enables scalability. This paper shows the concept and implementation of a data-driven process and quality monitoring tool based on energy data for an electro-pneumatic handling system.",

keywords = "Cyber physical production system, Data mining, Process and quality monitoring",

author = "Maximilian Rolinck and Sebastian Gellrich and Christoph Herrmann and Sebastian Thiede",

year = "2020",

month = jan,

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doi = "10.1007/978-3-030-44248-4_11",

language = "English",

isbn = "978-3-030-44247-7",

series = "Sustainable Production, Life Cycle Engineering and Management",

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pages = "109--116",

editor = "Sangwan, {Kuldip Singh} and Christoph Herrmann",

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Rolinck, M, Gellrich, S, Herrmann, C & Thiede, S 2020, Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems. in KS Sangwan & C Herrmann (eds), Enhancing Future Skills and Entrepreneurship: 3rd Indo-German Conference on Sustainability in Engineering. Sustainable Production, Life Cycle Engineering and Management, Springer, pp. 109-116, 3rd Indo-German Conference on Sustainability in Engineering 2019, Pilani, India, 16/09/19. https://doi.org/10.1007/978-3-030-44248-4_11

Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems. / Rolinck, Maximilian; Gellrich, Sebastian; Herrmann, Christoph et al.

Enhancing Future Skills and Entrepreneurship: 3rd Indo-German Conference on Sustainability in Engineering. ed. / Kuldip Singh Sangwan; Christoph Herrmann. Springer, 2020. p. 109-116 (Sustainable Production, Life Cycle Engineering and Management).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Academic › peer-review

TY - CHAP

T1 - Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems

AU - Rolinck, Maximilian

AU - Gellrich, Sebastian

AU - Herrmann, Christoph

AU - Thiede, Sebastian

N1 - Conference code: 3

PY - 2020/1/1

Y1 - 2020/1/1

N2 - Ensuring constant high process and product quality is one of the decisive competitive factors in today’s industrial production. Industry 4.0 by means of the analysis of production data is seen as a viable approach to achieve zero defects production. Due to their sensitive behavior, energy data, which is often acquired independently of the machine control, can provide an adequate data source for quality-related analysis tasks. An analysis based on energy data reduces the effort for accessing machine controls and enables scalability. This paper shows the concept and implementation of a data-driven process and quality monitoring tool based on energy data for an electro-pneumatic handling system.

AB - Ensuring constant high process and product quality is one of the decisive competitive factors in today’s industrial production. Industry 4.0 by means of the analysis of production data is seen as a viable approach to achieve zero defects production. Due to their sensitive behavior, energy data, which is often acquired independently of the machine control, can provide an adequate data source for quality-related analysis tasks. An analysis based on energy data reduces the effort for accessing machine controls and enables scalability. This paper shows the concept and implementation of a data-driven process and quality monitoring tool based on energy data for an electro-pneumatic handling system.

KW - Cyber physical production system

KW - Data mining

KW - Process and quality monitoring

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U2 - 10.1007/978-3-030-44248-4_11

DO - 10.1007/978-3-030-44248-4_11

M3 - Chapter

AN - SCOPUS:85090375539

SN - 978-3-030-44247-7

T3 - Sustainable Production, Life Cycle Engineering and Management

SP - 109

EP - 116

BT - Enhancing Future Skills and Entrepreneurship

A2 - Sangwan, Kuldip Singh

A2 - Herrmann, Christoph

PB - Springer

T2 - 3rd Indo-German Conference on Sustainability in Engineering 2019

Y2 - 16 September 2019 through 17 September 2019

ER -

Rolinck M, Gellrich S, Herrmann C, Thiede S. Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems. In Sangwan KS, Herrmann C, editors, Enhancing Future Skills and Entrepreneurship: 3rd Indo-German Conference on Sustainability in Engineering. Springer. 2020. p. 109-116. (Sustainable Production, Life Cycle Engineering and Management). doi: 10.1007/978-3-030-44248-4_11

Data analytics of energy and compressed air flows for process and quality monitoring in electro-pneumatic handling systems

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