---
_id: '2068'
abstract:
- lang: eng
  text: The production of printing goods is laborious. Furthermore, the print quality,
    especially in banknotes, must be assured. It is accepted, that print defects are
    generated because printing parameters, also machine parameters can change unnoticed.
    Therefore, a combined concept for a multi-sensory learning and classification
    model based on new adaptive fuzzy-pattern-classifiers for data inspection is proposed.
    This inspection concept, which combines optical, acoustical and other machine
    information, comes up with a large amount of data, which leads to multivariate
    methods for data analysis. Multivariate methods are useful for analysis of large
    and complex data sets that consist of many variables measured on large numbers
    of physical data.
author:
- first_name: Walter
  full_name: Dyck, Walter
  last_name: Dyck
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Dyck W, Türke T, Schaede J, Lohweg V. A Fuzzy-Pattern-Classifier-Based Adaptive
    Learning Model for Sensor Fusion. In: Thessaloniki, Greece: MLSP 2007 - International
    Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING; 2007:accepted for publication.
    doi:<a href="https://doi.org/10.1109/MLSP.2007.4414320">10.1109/MLSP.2007.4414320</a>'
  apa: 'Dyck, W., Türke, T., Schaede, J., &#38; Lohweg, V. (2007). A Fuzzy-Pattern-Classifier-Based
    Adaptive Learning Model for Sensor Fusion (p. accepted for publication). Thessaloniki,
    Greece: MLSP 2007 - International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING.
    <a href="https://doi.org/10.1109/MLSP.2007.4414320">https://doi.org/10.1109/MLSP.2007.4414320</a>'
  bjps: '<b>Dyck W <i>et al.</i></b> (2007) A Fuzzy-Pattern-Classifier-Based Adaptive
    Learning Model for Sensor Fusion. Thessaloniki, Greece: MLSP 2007 - International
    Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING, p. accepted for publication.'
  chicago: 'Dyck, Walter, Thomas Türke, Johannes Schaede, and Volker Lohweg. “A Fuzzy-Pattern-Classifier-Based
    Adaptive Learning Model for Sensor Fusion,” accepted for publication. Thessaloniki,
    Greece: MLSP 2007 - International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING,
    2007. <a href="https://doi.org/10.1109/MLSP.2007.4414320">https://doi.org/10.1109/MLSP.2007.4414320</a>.'
  chicago-de: 'Dyck, Walter, Thomas Türke, Johannes Schaede und Volker Lohweg. 2007.
    A Fuzzy-Pattern-Classifier-Based Adaptive Learning Model for Sensor Fusion. In:
    , accepted for publication. Thessaloniki, Greece: MLSP 2007 - International Workshop
    on MACHINE LEARNING FOR SIGNAL PROCESSING. doi:<a href="https://doi.org/10.1109/MLSP.2007.4414320,">10.1109/MLSP.2007.4414320,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Dyck, Walter</span> ; <span
    style="font-variant:small-caps;">Türke, Thomas</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    A Fuzzy-Pattern-Classifier-Based Adaptive Learning Model for Sensor Fusion. In:
    . Thessaloniki, Greece : MLSP 2007 - International Workshop on MACHINE LEARNING
    FOR SIGNAL PROCESSING, 2007, S. accepted for publication'
  havard: 'W. Dyck, T. Türke, J. Schaede, V. Lohweg, A Fuzzy-Pattern-Classifier-Based
    Adaptive Learning Model for Sensor Fusion, in: MLSP 2007 - International Workshop
    on MACHINE LEARNING FOR SIGNAL PROCESSING, Thessaloniki, Greece, 2007: p. accepted
    for publication.'
  ieee: W. Dyck, T. Türke, J. Schaede, and V. Lohweg, “A Fuzzy-Pattern-Classifier-Based
    Adaptive Learning Model for Sensor Fusion,” 2007, p. accepted for publication.
  mla: Dyck, Walter, et al. <i>A Fuzzy-Pattern-Classifier-Based Adaptive Learning
    Model for Sensor Fusion</i>. MLSP 2007 - International Workshop on MACHINE LEARNING
    FOR SIGNAL PROCESSING, 2007, p. accepted for publication, doi:<a href="https://doi.org/10.1109/MLSP.2007.4414320">10.1109/MLSP.2007.4414320</a>.
  short: 'W. Dyck, T. Türke, J. Schaede, V. Lohweg, in: MLSP 2007 - International
    Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING, Thessaloniki, Greece, 2007,
    p. accepted for publication.'
  ufg: '<b>Dyck, Walter et. al. (2007)</b>: A Fuzzy-Pattern-Classifier-Based Adaptive
    Learning Model for Sensor Fusion, in: , Thessaloniki, Greece, S. accepted for
    publication.'
  van: 'Dyck W, Türke T, Schaede J, Lohweg V. A Fuzzy-Pattern-Classifier-Based Adaptive
    Learning Model for Sensor Fusion. In Thessaloniki, Greece: MLSP 2007 - International
    Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING; 2007. p. accepted for publication.'
date_created: 2019-11-29T13:50:28Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: 10.1109/MLSP.2007.4414320
keyword:
- Sensor fusion
- Inspection
- Optical sensors
- Printing machinery
- Data security
- Data analysis
- Production
- Degradation
- Principal component analysis
- Karhunen-Loeve transforms
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4414320&tag=1
page: accepted for publication
place: Thessaloniki, Greece
publication_identifier:
  eisbn:
  - 978-1-4244-1566-3
  isbn:
  - 978-1-4244-1565-6
  issn:
  - '1551-2541 '
  unknown:
  - '2378-928X '
publication_status: published
publisher: MLSP 2007 - International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING
status: public
title: A Fuzzy-Pattern-Classifier-Based Adaptive Learning Model for Sensor Fusion
type: conference
user_id: '45673'
year: 2007
...
---
_id: '2062'
abstract:
- lang: eng
  text: 'Bank note inspection is a complex task. As more and more print techniques
    and new security features are established, total quality security and bank note
    printing must be assured. Therefore, this factor necessitates change of a sensorial
    concept in general. We propose an optical-acoustical inspection method based upon
    the concepts of information fusion and fuzzy interpretation of data measures.
    Furthermore, we present a simplified scheme for information fusion for pattern
    recognition and data classification based on parametrical unimodal potential functions
    and a Sugeno-type score value analysis. Digital Object Identifier: 10.1109/ICIF.2006.301779
    <br />'
author:
- first_name: Walter
  full_name: Dyck, Walter
  last_name: Dyck
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- 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: 'Dyck W, Schaede J, Türke T, Lohweg V. Information Fusion Application On Security
    Printing With Parametrical Fuzzy Classification. In: <i> 2006 9th International
    Conference on Information Fusion</i>. 9th International Conference on Information
    Fusion, 2006. ICIF ’06; 2006:1-8. doi:<a href="https://doi.org/10.1109/ICIF.2006.301779">10.1109/ICIF.2006.301779</a>'
  apa: Dyck, W., Schaede, J., Türke, T., &#38; Lohweg, V. (2006). Information Fusion
    Application On Security Printing With Parametrical Fuzzy Classification. In <i>
    2006 9th International Conference on Information Fusion</i> (pp. 1–8). 9th International
    Conference on Information Fusion, 2006. ICIF ’06. <a href="https://doi.org/10.1109/ICIF.2006.301779">https://doi.org/10.1109/ICIF.2006.301779</a>
  bjps: <b>Dyck W <i>et al.</i></b> (2006) Information Fusion Application On Security
    Printing With Parametrical Fuzzy Classification. <i> 2006 9th International Conference
    on Information Fusion</i>. 9th International Conference on Information Fusion,
    2006. ICIF ’06, pp. 1–8.
  chicago: Dyck, Walter, Johannes Schaede, Thomas Türke, and Volker Lohweg. “Information
    Fusion Application On Security Printing With Parametrical Fuzzy Classification.”
    In <i> 2006 9th International Conference on Information Fusion</i>, 1–8. 9th International
    Conference on Information Fusion, 2006. ICIF ’06, 2006. <a href="https://doi.org/10.1109/ICIF.2006.301779">https://doi.org/10.1109/ICIF.2006.301779</a>.
  chicago-de: 'Dyck, Walter, Johannes Schaede, Thomas Türke und Volker Lohweg. 2006.
    Information Fusion Application On Security Printing With Parametrical Fuzzy Classification.
    In: <i> 2006 9th International Conference on Information Fusion</i>, 1–8. 9th
    International Conference on Information Fusion, 2006. ICIF ’06. doi:<a href="https://doi.org/10.1109/ICIF.2006.301779,">10.1109/ICIF.2006.301779,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Dyck, Walter</span> ; <span
    style="font-variant:small-caps;">Schaede, Johannes</span> ; <span style="font-variant:small-caps;">Türke,
    Thomas</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    Information Fusion Application On Security Printing With Parametrical Fuzzy Classification.
    In: <i> 2006 9th International Conference on Information Fusion</i> : 9th International
    Conference on Information Fusion, 2006. ICIF ’06, 2006, S. 1–8'
  havard: 'W. Dyck, J. Schaede, T. Türke, V. Lohweg, Information Fusion Application
    On Security Printing With Parametrical Fuzzy Classification, in:  2006 9th International
    Conference on Information Fusion, 9th International Conference on Information
    Fusion, 2006. ICIF ’06, 2006: pp. 1–8.'
  ieee: W. Dyck, J. Schaede, T. Türke, and V. Lohweg, “Information Fusion Application
    On Security Printing With Parametrical Fuzzy Classification,” in <i> 2006 9th
    International Conference on Information Fusion</i>, 2006, pp. 1–8.
  mla: Dyck, Walter, et al. “Information Fusion Application On Security Printing With
    Parametrical Fuzzy Classification.” <i> 2006 9th International Conference on Information
    Fusion</i>, 9th International Conference on Information Fusion, 2006. ICIF ’06,
    2006, pp. 1–8, doi:<a href="https://doi.org/10.1109/ICIF.2006.301779">10.1109/ICIF.2006.301779</a>.
  short: 'W. Dyck, J. Schaede, T. Türke, V. Lohweg, in:  2006 9th International Conference
    on Information Fusion, 9th International Conference on Information Fusion, 2006.
    ICIF ’06, 2006, pp. 1–8.'
  ufg: '<b>Dyck, Walter et. al. (2006)</b>: Information Fusion Application On Security
    Printing With Parametrical Fuzzy Classification, in: <i> 2006 9th International
    Conference on Information Fusion</i>, S. 1–8.'
  van: 'Dyck W, Schaede J, Türke T, Lohweg V. Information Fusion Application On Security
    Printing With Parametrical Fuzzy Classification. In:  2006 9th International Conference
    on Information Fusion. 9th International Conference on Information Fusion, 2006.
    ICIF ’06; 2006. p. 1–8.'
date_created: 2019-11-29T13:35:03Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: 10.1109/ICIF.2006.301779
keyword:
- Information security
- Inspection
- Printing machinery
- Optical sensors
- Data security
- Personnel
- Fuzzy systems
- Sensor systems
- Expert systems
- Ink
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/4086065/keywords#full-text-header
page: 1-8
publication: ' 2006 9th International Conference on Information Fusion'
publication_identifier:
  isbn:
  - ' 1-4244-0953-5'
publication_status: published
publisher: 9th International Conference on Information Fusion, 2006. ICIF '06
status: public
title: Information Fusion Application On Security Printing With Parametrical Fuzzy
  Classification
type: conference
user_id: '45673'
year: 2006
...