---
_id: '2099'
abstract:
- lang: eng
  text: "In order to reduce time consuming and expensive flawed production in Security
    Printing Machines an inspection system for early recognition of consecutive errors
    is developed. It shall avoid printing errors by combining measuring data from
    several sensors with expert knowledge. The inspection quality is improved by acquiring
    several information sources, using different physical quantities, integrating
    expert knowledge and perception, extracting reasonable features, and generating
    intuitive results.\r\nThe TLCS (Two Layer Conflict Solving) approach is based
    on the Evidence Theory and uses conflict solving to fuse data. The first layer
    applies the Conflict Modified Dempster-Shafer-Theory (CMDST). Every two sensors‘
    data are combined and conflicts are solved between individuals. In the second
    layer the data is fused using the results from the CMDST and the sensors’ original
    observations by the Group Conflict Redistribution (GCR). We introduce an improvement
    of the TLCS approach with reference to highly complex machine conditioning applications.
    In this context, the sensors are grouped to attributes applying expert knowledge.
    The fusion of the fuzzyfied sensor’s observations that are elements of one particular
    attribute is accomplished by the TLCS. Subsequently, the attributes’ conditions
    are merged using an Ordered Weighted Averaging Operator.\r\nIn security printing
    machines the wiping unit is the most sensible part. It is responsible for removing
    surplus ink around the engravings. Even small parameter manipulations cause errors
    during the production. Experienced machine operators recognize errors before they
    occur and stabilize the production by changing wiping unit parameters mainly.
    The fusion approach is evaluated in a wiping simulator. Current, impact sound,
    temperature and force are acquired and processed. Wear, parameter changes, and
    mechanical disturbances are detected by the introduced algorithm."
author:
- first_name: Karl
  full_name: Voth, Karl
  last_name: Voth
- first_name: Stefan
  full_name: Glock, Stefan
  id: '44020'
  last_name: Glock
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '1825'
  last_name: Mönks
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Voth K, Glock S, Mönks U, Türke T, Lohweg V. Multi-sensory Machine Diagnosis
    on Security Printing Machines with Two Layer Conflict Solving. In: <i>SENSOR+TEST
    Conference 2011,</i>. Proceedings SENSOR 2011. 7 – 9 June 2011, Nürnberg, Germany
    ; 2011:686-691. doi:<a href="https://doi.org/10.5162/sensor11/sp2.1">10.5162/sensor11/sp2.1</a>'
  apa: Voth, K., Glock, S., Mönks, U., Türke, T., &#38; Lohweg, V. (2011). Multi-sensory
    Machine Diagnosis on Security Printing Machines with Two Layer Conflict Solving.
    In <i>SENSOR+TEST Conference 2011,</i> (pp. 686–691). 7 – 9 June 2011, Nürnberg,
    Germany . <a href="https://doi.org/10.5162/sensor11/sp2.1">https://doi.org/10.5162/sensor11/sp2.1</a>
  bjps: <b>Voth K <i>et al.</i></b> (2011) Multi-Sensory Machine Diagnosis on Security
    Printing Machines with Two Layer Conflict Solving. <i>SENSOR+TEST Conference 2011,</i>.
    7 – 9 June 2011, Nürnberg, Germany , pp. 686–691.
  chicago: Voth, Karl, Stefan Glock, Uwe Mönks, Thomas Türke, and Volker Lohweg. “Multi-Sensory
    Machine Diagnosis on Security Printing Machines with Two Layer Conflict Solving.”
    In <i>SENSOR+TEST Conference 2011,</i> 686–91. Proceedings SENSOR 2011. 7 – 9
    June 2011, Nürnberg, Germany , 2011. <a href="https://doi.org/10.5162/sensor11/sp2.1">https://doi.org/10.5162/sensor11/sp2.1</a>.
  chicago-de: 'Voth, Karl, Stefan Glock, Uwe Mönks, Thomas Türke und Volker Lohweg.
    2011. Multi-sensory Machine Diagnosis on Security Printing Machines with Two Layer
    Conflict Solving. In: <i>SENSOR+TEST Conference 2011,</i> 686–691. Proceedings
    SENSOR 2011. 7 – 9 June 2011, Nürnberg, Germany . doi:<a href="https://doi.org/10.5162/sensor11/sp2.1,">10.5162/sensor11/sp2.1,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Voth, Karl</span> ; <span style="font-variant:small-caps;">Glock,
    Stefan</span> ; <span style="font-variant:small-caps;">Mönks, Uwe</span> ; <span
    style="font-variant:small-caps;">Türke, Thomas</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span>: Multi-sensory Machine Diagnosis on Security Printing Machines with
    Two Layer Conflict Solving. In: <i>SENSOR+TEST Conference 2011,</i>, <i>Proceedings
    SENSOR 2011</i> : 7 – 9 June 2011, Nürnberg, Germany , 2011, S. 686–691'
  havard: 'K. Voth, S. Glock, U. Mönks, T. Türke, V. Lohweg, Multi-sensory Machine
    Diagnosis on Security Printing Machines with Two Layer Conflict Solving, in: SENSOR+TEST
    Conference 2011, 7 – 9 June 2011, Nürnberg, Germany , 2011: pp. 686–691.'
  ieee: K. Voth, S. Glock, U. Mönks, T. Türke, and V. Lohweg, “Multi-sensory Machine
    Diagnosis on Security Printing Machines with Two Layer Conflict Solving,” in <i>SENSOR+TEST
    Conference 2011,</i> 2011, pp. 686–691.
  mla: Voth, Karl, et al. “Multi-Sensory Machine Diagnosis on Security Printing Machines
    with Two Layer Conflict Solving.” <i>SENSOR+TEST Conference 2011,</i> 7 – 9 June
    2011, Nürnberg, Germany , 2011, pp. 686–91, doi:<a href="https://doi.org/10.5162/sensor11/sp2.1">10.5162/sensor11/sp2.1</a>.
  short: 'K. Voth, S. Glock, U. Mönks, T. Türke, V. Lohweg, in: SENSOR+TEST Conference
    2011, 7 – 9 June 2011, Nürnberg, Germany , 2011, pp. 686–691.'
  ufg: '<b>Voth, Karl et. al. (2011)</b>: Multi-sensory Machine Diagnosis on Security
    Printing Machines with Two Layer Conflict Solving, in: <i>SENSOR+TEST Conference
    2011,</i> (=<i>Proceedings SENSOR 2011</i>), S. 686–691.'
  van: 'Voth K, Glock S, Mönks U, Türke T, Lohweg V. Multi-sensory Machine Diagnosis
    on Security Printing Machines with Two Layer Conflict Solving. In: SENSOR+TEST
    Conference 2011,. 7 – 9 June 2011, Nürnberg, Germany ; 2011. p. 686–91. (Proceedings
    SENSOR 2011).'
date_created: 2019-12-02T10:41:46Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: 10.5162/sensor11/sp2.1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.ama-science.org/proceedings/details/528
oa: '1'
page: 686-691
publication: SENSOR+TEST Conference 2011,
publication_identifier:
  isbn:
  - 978-3-9810993-9-3
publication_status: published
publisher: '7 – 9 June 2011, Nürnberg, Germany '
series_title: Proceedings SENSOR 2011
status: public
title: Multi-sensory Machine Diagnosis on Security Printing Machines with Two Layer
  Conflict Solving
type: conference
user_id: '45673'
year: 2011
...
