Detail publikace

Fault Detection and Identification on Pneumatic Production Machine

DOBOSSY, B. FORMÁNEK, M. ŠTASTNÝ, P. SPÁČIL, T.

Originální název

Fault Detection and Identification on Pneumatic Production Machine

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

Pneumatic cylinders have become integral parts of today's production machinery. In the age of just-in-time inventory system and with it the related production process, new, increased requirements were introduced. As a result, even the smallest fault in the system can lead to degradation in the product's quality in addition to this it can cause unplanned downtime leading to delays in production, not to mention higher costs. The availability of cheap sensors, big data, and algorithms from the field of predictive maintenance made the aforementioned problem tractable. This paper examines whether signal-based condition indicators provide commercially viable and affordable basis for development of a health monitoring system for pneumatic actuator-based production machinery. The experiments and their results presented in this paper served two objectives. The first was to examine if faults on such equipment can be detected. The second was to identify the best combination of sensors, which are able to detect and identify fault with required accuracy. The evaluation of the sensors was not solely based on fault detection capabilities, but other practical aspects (price and durability of the sensors) were also taken into account.

Klíčová slova

Health monitoring; Fault detection and isolation; Pneumatic cylinder; Production machinery

Autoři

DOBOSSY, B.; FORMÁNEK, M.; ŠTASTNÝ, P.; SPÁČIL, T.

Vydáno

5. 5. 2022

Nakladatel

SPRINGER INTERNATIONAL PUBLISHING AG

Místo

Virtual, Online

ISBN

978-3-030-98260-7

Kniha

Modelling and Simulation for Autonomous Systems

Edice

1

ISSN

1611-3349

Periodikum

Lecture Notes in Computer Science

Ročník

13207

Stát

Italská republika

Strany od

39

Strany do

60

Strany počet

22

URL

https://www.scopus.com/record/display.uri?eid=2-s2.0-85128757643&origin=resultslist&sort=plf-f&featureToggles=FEATURE_NEW_DOC_DETAILS_EXPORT:1

BibTex

@inproceedings{BUT177829,
  author="Barnabás {Dobossy} and Martin {Formánek} and Petr {Štastný} and Tomáš {Spáčil}",
  title="Fault Detection and Identification on Pneumatic Production Machine",
  booktitle="Modelling and Simulation for Autonomous Systems",
  year="2022",
  series="1",
  journal="Lecture Notes in Computer Science",
  volume="13207",
  pages="39--60",
  publisher="SPRINGER INTERNATIONAL PUBLISHING AG",
  address="Virtual, Online",
  doi="10.1007/978-3-030-98260-7\{_}3",
  isbn="978-3-030-98260-7",
  issn="1611-3349",
  url="https://www.scopus.com/record/display.uri?eid=2-s2.0-85128757643&origin=resultslist&sort=plf-f&featureToggles=FEATURE_NEW_DOC_DETAILS_EXPORT:1"
}