---
_id: '2098'
author:
- first_name: Stefan
  full_name: Glock, Stefan
  id: '44020'
  last_name: Glock
- first_name: Karl
  full_name: Voth, Karl
  last_name: Voth
- 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: 'Glock S, Voth K, Schaede J, Lohweg V. A Framework for Possibilistic Multi-source
    Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing.
    In: ; 2011.'
  apa: Glock, S., Voth, K., Schaede, J., &#38; Lohweg, V. (2011). A Framework for
    Possibilistic Multi-source Data Fusion with Monitoring of Sensor Reliability,
    World Conference on Soft Computing.
  bjps: <b>Glock S <i>et al.</i></b> (2011) A Framework for Possibilistic Multi-Source
    Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing.
  chicago: Glock, Stefan, Karl Voth, Johannes Schaede, and Volker Lohweg. “A Framework
    for Possibilistic Multi-Source Data Fusion with Monitoring of Sensor Reliability,
    World Conference on Soft Computing,” 2011.
  chicago-de: 'Glock, Stefan, Karl Voth, Johannes Schaede und Volker Lohweg. 2011.
    A Framework for Possibilistic Multi-source Data Fusion with Monitoring of Sensor
    Reliability, World Conference on Soft Computing. In: .'
  din1505-2-1: '<span style="font-variant:small-caps;">Glock, Stefan</span> ; <span
    style="font-variant:small-caps;">Voth, Karl</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    A Framework for Possibilistic Multi-source Data Fusion with Monitoring of Sensor
    Reliability, World Conference on Soft Computing. In: , 2011'
  havard: 'S. Glock, K. Voth, J. Schaede, V. Lohweg, A Framework for Possibilistic
    Multi-source Data Fusion with Monitoring of Sensor Reliability, World Conference
    on Soft Computing, in: 2011.'
  ieee: S. Glock, K. Voth, J. Schaede, and V. Lohweg, “A Framework for Possibilistic
    Multi-source Data Fusion with Monitoring of Sensor Reliability, World Conference
    on Soft Computing,” 2011.
  mla: Glock, Stefan, et al. <i>A Framework for Possibilistic Multi-Source Data Fusion
    with Monitoring of Sensor Reliability, World Conference on Soft Computing</i>.
    2011.
  short: 'S. Glock, K. Voth, J. Schaede, V. Lohweg, in: 2011.'
  ufg: '<b>Glock, Stefan et. al. (2011)</b>: A Framework for Possibilistic Multi-source
    Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing,
    in: .'
  van: Glock S, Voth K, Schaede J, Lohweg V. A Framework for Possibilistic Multi-source
    Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing.
    In 2011.
date_created: 2019-12-02T10:40:20Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
status: public
title: A Framework for Possibilistic Multi-source Data Fusion with Monitoring of Sensor
  Reliability, World Conference on Soft Computing
type: conference
user_id: '45673'
year: 2011
...
---
_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
...
---
_id: '2101'
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Stefan
  full_name: Glock, Stefan
  id: '44020'
  last_name: Glock
- first_name: Karl
  full_name: Voth, Karl
  last_name: Voth
citation:
  ama: 'Lohweg V, Glock S, Voth K. A Possibilistic Framework for Sensor Fusion with
    Monitoring of Sensor Reliability, Sensor Fusion – Foundation and Applications.
    In: Vienna, July 2011: Intech Publishers; 2011. doi:<a href="https://doi.org/10.5772/17384">10.5772/17384</a>'
  apa: 'Lohweg, V., Glock, S., &#38; Voth, K. (2011). A Possibilistic Framework for
    Sensor Fusion with Monitoring of Sensor Reliability, Sensor Fusion – Foundation
    and Applications. Vienna, July 2011: Intech Publishers. <a href="https://doi.org/10.5772/17384">https://doi.org/10.5772/17384</a>'
  bjps: '<b>Lohweg V, Glock S and Voth K</b> (2011) A Possibilistic Framework for
    Sensor Fusion with Monitoring of Sensor Reliability, Sensor Fusion – Foundation
    and Applications. Vienna, July 2011: Intech Publishers.'
  chicago: 'Lohweg, Volker, Stefan Glock, and Karl Voth. “A Possibilistic Framework
    for Sensor Fusion with Monitoring of Sensor Reliability, Sensor Fusion – Foundation
    and Applications.” Vienna, July 2011: Intech Publishers, 2011. <a href="https://doi.org/10.5772/17384">https://doi.org/10.5772/17384</a>.'
  chicago-de: 'Lohweg, Volker, Stefan Glock und Karl Voth. 2011. A Possibilistic Framework
    for Sensor Fusion with Monitoring of Sensor Reliability, Sensor Fusion – Foundation
    and Applications. In: . Vienna, July 2011: Intech Publishers. doi:<a href="https://doi.org/10.5772/17384,">10.5772/17384,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Glock, Stefan</span> ; <span style="font-variant:small-caps;">Voth,
    Karl</span>: A Possibilistic Framework for Sensor Fusion with Monitoring of Sensor
    Reliability, Sensor Fusion – Foundation and Applications. In: . Vienna, July 2011 :
    Intech Publishers, 2011'
  havard: 'V. Lohweg, S. Glock, K. Voth, A Possibilistic Framework for Sensor Fusion
    with Monitoring of Sensor Reliability, Sensor Fusion – Foundation and Applications,
    in: Intech Publishers, Vienna, July 2011, 2011.'
  ieee: V. Lohweg, S. Glock, and K. Voth, “A Possibilistic Framework for Sensor Fusion
    with Monitoring of Sensor Reliability, Sensor Fusion – Foundation and Applications,”
    2011.
  mla: Lohweg, Volker, et al. <i>A Possibilistic Framework for Sensor Fusion with
    Monitoring of Sensor Reliability, Sensor Fusion – Foundation and Applications</i>.
    Intech Publishers, 2011, doi:<a href="https://doi.org/10.5772/17384">10.5772/17384</a>.
  short: 'V. Lohweg, S. Glock, K. Voth, in: Intech Publishers, Vienna, July 2011,
    2011.'
  ufg: '<b>Lohweg, Volker et. al. (2011)</b>: A Possibilistic Framework for Sensor
    Fusion with Monitoring of Sensor Reliability, Sensor Fusion – Foundation and Applications,
    in: , Vienna, July 2011.'
  van: 'Lohweg V, Glock S, Voth K. A Possibilistic Framework for Sensor Fusion with
    Monitoring of Sensor Reliability, Sensor Fusion – Foundation and Applications.
    In Vienna, July 2011: Intech Publishers; 2011.'
date_created: 2019-12-02T14:30:38Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: 10.5772/17384
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.intechopen.com/books/sensor-fusion-foundation-and-applications/a-possibilistic-framework-for-sensor-fusion-with-monitoring-of-sensor-reliability
oa: '1'
place: Vienna, July 2011
publication_status: published
publisher: Intech Publishers
status: public
title: A Possibilistic Framework for Sensor Fusion with Monitoring of Sensor Reliability,
  Sensor Fusion – Foundation and Applications
type: conference
user_id: '45673'
year: 2011
...
---
_id: '2085'
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- 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: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Lohweg V, Gillich E, Glock S, Mönks U, Schaede J. Intaglio Based Banknote
    Authentication. In: <i>2. InIT KBA-Giori International Workshop on “Detection
    of Banknote Forgeries.”</i> Orell Füssli, Zürich, 22-24 March 2010; 2010.'
  apa: Lohweg, V., Gillich, E., Glock, S., Mönks, U., &#38; Schaede, J. (2010). Intaglio
    Based Banknote Authentication. In <i>2. inIT KBA-Giori International Workshop
    on “Detection of Banknote Forgeries.”</i> Orell Füssli, Zürich, 22-24 March 2010.
  bjps: <b>Lohweg V <i>et al.</i></b> (2010) Intaglio Based Banknote Authentication.
    <i>2. InIT KBA-Giori International Workshop on ‘Detection of Banknote Forgeries’</i>.
    Orell Füssli, Zürich, 22-24 March 2010.
  chicago: Lohweg, Volker, Eugen Gillich, Stefan Glock, Uwe Mönks, and Johannes Schaede.
    “Intaglio Based Banknote Authentication.” In <i>2. InIT KBA-Giori International
    Workshop on “Detection of Banknote Forgeries.”</i> Orell Füssli, Zürich, 22-24
    March 2010, 2010.
  chicago-de: 'Lohweg, Volker, Eugen Gillich, Stefan Glock, Uwe Mönks und Johannes
    Schaede. 2010. Intaglio Based Banknote Authentication. In: <i>2. inIT KBA-Giori
    International Workshop on „Detection of Banknote Forgeries“</i>. Orell Füssli,
    Zürich, 22-24 March 2010.'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Gillich, Eugen</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;">Schaede, Johannes</span>: Intaglio Based Banknote
    Authentication. In: <i>2. inIT KBA-Giori International Workshop on „Detection
    of Banknote Forgeries“</i> : Orell Füssli, Zürich, 22-24 March 2010, 2010'
  havard: 'V. Lohweg, E. Gillich, S. Glock, U. Mönks, J. Schaede, Intaglio Based Banknote
    Authentication, in: 2. InIT KBA-Giori International Workshop on “Detection of
    Banknote Forgeries,” Orell Füssli, Zürich, 22-24 March 2010, 2010.'
  ieee: V. Lohweg, E. Gillich, S. Glock, U. Mönks, and J. Schaede, “Intaglio Based
    Banknote Authentication,” in <i>2. inIT KBA-Giori International Workshop on “Detection
    of Banknote Forgeries,”</i> 2010.
  mla: Lohweg, Volker, et al. “Intaglio Based Banknote Authentication.” <i>2. InIT
    KBA-Giori International Workshop on “Detection of Banknote Forgeries,”</i> Orell
    Füssli, Zürich, 22-24 March 2010, 2010.
  short: 'V. Lohweg, E. Gillich, S. Glock, U. Mönks, J. Schaede, in: 2. InIT KBA-Giori
    International Workshop on “Detection of Banknote Forgeries,” Orell Füssli, Zürich,
    22-24 March 2010, 2010.'
  ufg: '<b>Lohweg, Volker et. al. (2010)</b>: Intaglio Based Banknote Authentication,
    in: <i>2. inIT KBA-Giori International Workshop on „Detection of Banknote Forgeries“</i>.'
  van: 'Lohweg V, Gillich E, Glock S, Mönks U, Schaede J. Intaglio Based Banknote
    Authentication. In: 2 inIT KBA-Giori International Workshop on “Detection of Banknote
    Forgeries.” Orell Füssli, Zürich, 22-24 March 2010; 2010.'
date_created: 2019-12-02T08:03:04Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
publication: 2. inIT KBA-Giori International Workshop on "Detection of Banknote Forgeries"
publisher: Orell Füssli, Zürich, 22-24 March 2010
status: public
title: Intaglio Based Banknote Authentication
type: conference
user_id: '45673'
year: 2010
...
---
_id: '2076'
abstract:
- lang: eng
  text: 'Segmentation and feature extraction algorithms based on Wavelet Transform
    or Wavelet Packet Transform are established in pattern recognition. Especially
    in the field of texture analysis they are known to be practical. One difficulty
    of texture analysis was in the past the characterization of different printing
    processes. In this paper we present a new algorithmic concept to feature extraction
    of textures, printed by different printing techniques, without the necessity of
    a previous teaching phase. The typical characters of distinct printed textures
    are extracted by first order statistical moments of wavelet coefficients. The
    algorithm uses the 2D incomplete shift invariant Wavelet Packet Transform, resulting
    in a fast execution time of O(<i>N</i>log<sub>2</sub>(<i>N</i>)). Since the incomplete
    shift invariant Wavelet Packet Transform was exclusively defined for 1D-signals,
    it has been modified in this research. The application describes the detection
    of different printed security textures. '
author:
- first_name: Stefan
  full_name: Glock, Stefan
  id: '44020'
  last_name: Glock
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- 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: 'Glock S, Gillich E, Schaede J, Lohweg V. Feature Extraction Algorithm for
    Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform.
    In: Denzler J, Notni G, Süße H, eds. <i>Pattern Recognition</i>. Vol 5748. Lecture
    Notes in Computer Science. Berlin: Springer; 2009:422-431. doi:<a href="https://doi.org/10.1007/978-3-642-03798-6_43">https://doi.org/10.1007/978-3-642-03798-6_43</a>'
  apa: 'Glock, S., Gillich, E., Schaede, J., &#38; Lohweg, V. (2009). Feature Extraction
    Algorithm for Banknote Textures based on Incomplete Shift Invariant Wavelet Packet
    Transform. In J. Denzler, G. Notni, &#38; H. Süße (Eds.), <i>Pattern Recognition</i>
    (Vol. 5748, pp. 422–431). Berlin: Springer. <a href="https://doi.org/10.1007/978-3-642-03798-6_43">https://doi.org/10.1007/978-3-642-03798-6_43</a>'
  bjps: '<b>Glock S <i>et al.</i></b> (2009) Feature Extraction Algorithm for Banknote
    Textures Based on Incomplete Shift Invariant Wavelet Packet Transform. In Denzler
    J, Notni G and Süße H (eds), <i>Pattern Recognition</i>, vol. 5748. Berlin: Springer,
    pp. 422–431.'
  chicago: 'Glock, Stefan, Eugen Gillich, Johannes Schaede, and Volker Lohweg. “Feature
    Extraction Algorithm for Banknote Textures Based on Incomplete Shift Invariant
    Wavelet Packet Transform.” In <i>Pattern Recognition</i>, edited by J. Denzler,
    G. Notni, and H. Süße, 5748:422–31. Lecture Notes in Computer Science. Berlin:
    Springer, 2009. <a href="https://doi.org/10.1007/978-3-642-03798-6_43">https://doi.org/10.1007/978-3-642-03798-6_43</a>.'
  chicago-de: 'Glock, Stefan, Eugen Gillich, Johannes Schaede und Volker Lohweg. 2009.
    Feature Extraction Algorithm for Banknote Textures based on Incomplete Shift Invariant
    Wavelet Packet Transform. In: <i>Pattern Recognition</i>, hg. von J. Denzler,
    G. Notni, und H. Süße, 5748:422–431. Lecture Notes in Computer Science. Berlin:
    Springer. doi:<a href="https://doi.org/10.1007/978-3-642-03798-6_43,">https://doi.org/10.1007/978-3-642-03798-6_43,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Glock, Stefan</span> ; <span
    style="font-variant:small-caps;">Gillich, Eugen</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    Feature Extraction Algorithm for Banknote Textures based on Incomplete Shift Invariant
    Wavelet Packet Transform. In: <span style="font-variant:small-caps;">Denzler,
    J.</span> ; <span style="font-variant:small-caps;">Notni, G.</span> ; <span style="font-variant:small-caps;">Süße,
    H.</span> (Hrsg.): <i>Pattern Recognition</i>, <i>Lecture Notes in Computer Science</i>.
    Bd. 5748. Berlin : Springer, 2009, S. 422–431'
  havard: 'S. Glock, E. Gillich, J. Schaede, V. Lohweg, Feature Extraction Algorithm
    for Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform,
    in: J. Denzler, G. Notni, H. Süße (Eds.), Pattern Recognition, Springer, Berlin,
    2009: pp. 422–431.'
  ieee: 'S. Glock, E. Gillich, J. Schaede, and V. Lohweg, “Feature Extraction Algorithm
    for Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform,”
    in <i>Pattern Recognition</i>, vol. 5748, J. Denzler, G. Notni, and H. Süße, Eds.
    Berlin: Springer, 2009, pp. 422–431.'
  mla: Glock, Stefan, et al. “Feature Extraction Algorithm for Banknote Textures Based
    on Incomplete Shift Invariant Wavelet Packet Transform.” <i>Pattern Recognition</i>,
    edited by J. Denzler et al., vol. 5748, Springer, 2009, pp. 422–31, doi:<a href="https://doi.org/10.1007/978-3-642-03798-6_43">https://doi.org/10.1007/978-3-642-03798-6_43</a>.
  short: 'S. Glock, E. Gillich, J. Schaede, V. Lohweg, in: J. Denzler, G. Notni, H.
    Süße (Eds.), Pattern Recognition, Springer, Berlin, 2009, pp. 422–431.'
  ufg: '<b>Glock, Stefan et. al. (2009)</b>: Feature Extraction Algorithm for Banknote
    Textures based on Incomplete Shift Invariant Wavelet Packet Transform, in: J.
    Denzler et. al. (Hgg.): <i>Pattern Recognition</i> (=<i>Lecture Notes in Computer
    Science 5748</i>), Berlin, S. 422–431.'
  van: 'Glock S, Gillich E, Schaede J, Lohweg V. Feature Extraction Algorithm for
    Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform.
    In: Denzler J, Notni G, Süße H, editors. Pattern Recognition. Berlin: Springer;
    2009. p. 422–31. (Lecture Notes in Computer Science; vol. 5748).'
conference:
  end_date: 2009-11-11
  name: The 31st annual pattern recognition symposium of the German Association for
    Pattern Recognition DAGM (Deutsche Arbeitsgemeinschaft für Mustererkennung DAGM
    e.V.) September 9-11, 2009, accepted for publication
  start_date: 2009-11-09
date_created: 2019-11-29T14:35:35Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: https://doi.org/10.1007/978-3-642-03798-6_43
editor:
- first_name: J.
  full_name: Denzler, J.
  last_name: Denzler
- first_name: G.
  full_name: Notni, G.
  last_name: Notni
- first_name: H.
  full_name: Süße, H.
  last_name: Süße
intvolume: '      5748'
keyword:
- Discrete Wavelet Transform
- Wavelet Transform
- Wavelet Packet
- Decomposition Level
- Printing Technique
language:
- iso: eng
main_file_link:
- url: https://link.springer.com/chapter/10.1007/978-3-642-03798-6_43
page: 422-431
place: Berlin
publication: Pattern Recognition
publication_identifier:
  eisbn:
  - 978-3-642-03798-6
  isbn:
  - 978-3-642-03797-9
publication_status: published
publisher: Springer
series_title: Lecture Notes in Computer Science
status: public
title: Feature Extraction Algorithm for Banknote Textures based on Incomplete Shift
  Invariant Wavelet Packet Transform
type: book_chapter
user_id: '45673'
volume: 5748
year: 2009
...
---
_id: '2077'
abstract:
- lang: eng
  text: In this paper we present an optical measurement system approach for quality
    analysis of brakes which are used in high-speed trains. The brakes consist of
    the so called brake discs and pads. In a deceleration process the discs will be
    heated up to 500°C. The quality measure is based on the fact that the heated brake
    discs should not generate hot spots inside the brake material. Instead, the brake
    disc should be heated homogeneously by the deceleration. Therefore, it makes sense
    to analyze the number of hot spots and their relative gradients to create a quality
    measure for train brakes. In this contribution we present a new approach for a
    quality measurement system which is based on an image analysis and classification
    of infra-red based heat images. Brake images which are represented in pseudo-color
    are first transformed in a linear grayscale space by a hue-saturation-intensity
    (HSI) space. This transform is necessary for the following gradient analysis which
    is based on gray scale gradient filters. Furthermore, different features based
    on Haralick's measures are generated from the gray scale and gradient images.
    A following Fuzzy-Pattern-Classifier is used for the classification of good and
    bad brakes. It has to be pointed out that the classifier returns a score value
    for each brake which is between 0 and 100% good quality. This fact guarantees
    that not only good and bad bakes can be distinguished, but also their quality
    can be labeled. The results show that all critical thermal patterns of train brakes
    can be sensed and verified.
article_number: 7389 1Y
author:
- first_name: Stefan
  full_name: Glock, Stefan
  id: '44020'
  last_name: Glock
- first_name: Stefan
  full_name: Hausmann, Stefan
  last_name: Hausmann
- first_name: Sebastian
  full_name: Gerke, Sebastian
  id: '73865'
  last_name: Gerke
- first_name: Alexander
  full_name: Warok, Alexander
  last_name: Warok
- first_name: Peter
  full_name: Spiess, Peter
  last_name: Spiess
- first_name: Stefan
  full_name: Witte, Stefan
  id: '1605'
  last_name: Witte
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Glock S, Hausmann S, Gerke S, et al. Optical classification for quality and
    defect analysis of train brakes. In: <i>Optical Measurement Systems for Industrial
    Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe.
    Peter H. Lehmann, Ed. ; Pt. 2 </i>. Vol 7389.  Proceedings of SPIE. SPIE ; 2009.
    doi:<a href="https://doi.org/10.1117/12.827457">https://doi.org/10.1117/12.827457</a>'
  apa: 'Glock, S., Hausmann, S., Gerke, S., Warok, A., Spiess, P., Witte, S., &#38;
    Lohweg, V. (2009). Optical classification for quality and defect analysis of train
    brakes. <i>Optical Measurement Systems for Industrial Inspection VI : 15 - 18
    June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ;
    Pt. 2 </i>, <i>7389</i>, Article 7389 1Y. <a href="https://doi.org/10.1117/12.827457">https://doi.org/10.1117/12.827457</a>'
  bjps: '<b>Glock S <i>et al.</i></b> (2009) Optical Classification for Quality and
    Defect Analysis of Train Brakes. <i>Optical Measurement Systems for Industrial
    Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe.
    Peter H. Lehmann, Ed. ; Pt. 2 </i>, vol. 7389.  Bellingham, Wash. : SPIE .'
  chicago: 'Glock, Stefan, Stefan Hausmann, Sebastian Gerke, Alexander Warok, Peter
    Spiess, Stefan Witte, and Volker Lohweg. “Optical Classification for Quality and
    Defect Analysis of Train Brakes.” In <i>Optical Measurement Systems for Industrial
    Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe.
    Peter H. Lehmann, Ed. ; Pt. 2 </i>, Vol. 7389.  Proceedings of SPIE.  Bellingham,
    Wash. : SPIE , 2009. <a href="https://doi.org/10.1117/12.827457">https://doi.org/10.1117/12.827457</a>.'
  chicago-de: 'Glock, Stefan, Stefan Hausmann, Sebastian Gerke, Alexander Warok, Peter
    Spiess, Stefan Witte und Volker Lohweg. 2009. Optical classification for quality
    and defect analysis of train brakes. In: <i>Optical measurement systems for industrial
    inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe.
    Peter H. Lehmann, ed. ; Pt. 2 </i>, 7389:.  Proceedings of SPIE.  Bellingham,
    Wash. : SPIE . doi:<a href="https://doi.org/10.1117/12.827457">https://doi.org/10.1117/12.827457</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Glock, Stefan</span> ; <span
    style="font-variant:small-caps;">Hausmann, Stefan</span> ; <span style="font-variant:small-caps;">Gerke,
    Sebastian</span> ; <span style="font-variant:small-caps;">Warok, Alexander</span>
    ; <span style="font-variant:small-caps;">Spiess, Peter</span> ; <span style="font-variant:small-caps;">Witte,
    Stefan</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    Optical classification for quality and defect analysis of train brakes. In: <i>Optical
    measurement systems for industrial inspection VI : 15 - 18 June 2009, Munich,
    Germany / sponsored by SPIE Europe. Peter H. Lehmann, ed. ; Pt. 2 </i>, <i> Proceedings
    of SPIE</i>. Bd. 7389.  Bellingham, Wash.  : SPIE , 2009'
  havard: 'S. Glock, S. Hausmann, S. Gerke, A. Warok, P. Spiess, S. Witte, V. Lohweg,
    Optical classification for quality and defect analysis of train brakes, in: Optical
    Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009, Munich,
    Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 , SPIE ,  Bellingham,
    Wash. , 2009.'
  ieee: 'S. Glock <i>et al.</i>, “Optical classification for quality and defect analysis
    of train brakes,” in <i>Optical measurement systems for industrial inspection
    VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe. Peter H. Lehmann,
    ed. ; Pt. 2 </i>, München, 2009, vol. 7389. doi: <a href="https://doi.org/10.1117/12.827457">https://doi.org/10.1117/12.827457</a>.'
  mla: 'Glock, Stefan, et al. “Optical Classification for Quality and Defect Analysis
    of Train Brakes.” <i>Optical Measurement Systems for Industrial Inspection VI :
    15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann,
    Ed. ; Pt. 2 </i>, vol. 7389, 7389 1Y, SPIE , 2009, <a href="https://doi.org/10.1117/12.827457">https://doi.org/10.1117/12.827457</a>.'
  short: 'S. Glock, S. Hausmann, S. Gerke, A. Warok, P. Spiess, S. Witte, V. Lohweg,
    in: Optical Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009,
    Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 , SPIE
    ,  Bellingham, Wash. , 2009.'
  ufg: '<b>Glock, Stefan u. a.</b>: Optical classification for quality and defect
    analysis of train brakes, in: o. Hg.: Optical measurement systems for industrial
    inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe.
    Peter H. Lehmann, ed. ; Pt. 2 , Bd. 7389,  Bellingham, Wash.  2009 ( Proceedings
    of SPIE).'
  van: 'Glock S, Hausmann S, Gerke S, Warok A, Spiess P, Witte S, et al. Optical classification
    for quality and defect analysis of train brakes. In: Optical measurement systems
    for industrial inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored
    by SPIE Europe Peter H Lehmann, ed ; Pt 2 .  Bellingham, Wash. : SPIE ; 2009.
    ( Proceedings of SPIE; vol. 7389).'
conference:
  end_date: 2009-06-18
  location: München
  name: 'VI. Optical measurement systems for industrial inspection '
  start_date: 2009-06-15
date_created: 2019-11-29T14:42:59Z
date_updated: 2023-08-14T13:24:22Z
department:
- _id: DEP5023
doi: https://doi.org/10.1117/12.827457
intvolume: '      7389'
language:
- iso: eng
main_file_link:
- url: https://www.spiedigitallibrary.org/conference-proceedings-of-spie/7389/73891Y/Optical-classification-for-quality-and-defect-analysis-of-train-brakes/10.1117/12.827457.full
place: ' Bellingham, Wash. '
publication: 'Optical measurement systems for industrial inspection VI : 15 - 18 June
  2009, Munich, Germany / sponsored by SPIE Europe. Peter H. Lehmann, ed. ; Pt. 2 '
publication_identifier:
  isbn:
  - ' 9780819476722 '
publication_status: published
publisher: 'SPIE '
series_title: ' Proceedings of SPIE'
status: public
title: Optical classification for quality and defect analysis of train brakes
type: conference
user_id: '83781'
volume: 7389
year: '2009'
...
