---
_id: '11955'
article_type: original
author:
- first_name: Tianyou
  full_name: Li, Tianyou
  last_name: Li
- first_name: Qunshuo
  full_name: Wei, Qunshuo
  last_name: Wei
- first_name: Bernhard
  full_name: Reineke, Bernhard
  last_name: Reineke
- first_name: Felicitas
  full_name: Walter, Felicitas
  last_name: Walter
- first_name: Yongtian
  full_name: Wang, Yongtian
  last_name: Wang
- first_name: Thomas
  full_name: Zentgraf, Thomas
  id: '30525'
  last_name: Zentgraf
  orcid: 0000-0002-8662-1101
- first_name: Lingling
  full_name: Huang, Lingling
  last_name: Huang
citation:
  ama: Li T, Wei Q, Reineke B, et al. Reconfigurable metasurface hologram by utilizing
    addressable dynamic pixels. <i>Optics Express</i>. 2019;27(15):21153-21162. doi:<a
    href="https://doi.org/10.1364/oe.27.021153">10.1364/oe.27.021153</a>
  apa: Li, T., Wei, Q., Reineke, B., Walter, F., Wang, Y., Zentgraf, T., &#38; Huang,
    L. (2019). Reconfigurable metasurface hologram by utilizing addressable dynamic
    pixels. <i>Optics Express</i>, <i>27</i>(15), 21153–21162. <a href="https://doi.org/10.1364/oe.27.021153">https://doi.org/10.1364/oe.27.021153</a>
  bibtex: '@article{Li_Wei_Reineke_Walter_Wang_Zentgraf_Huang_2019, title={Reconfigurable
    metasurface hologram by utilizing addressable dynamic pixels}, volume={27}, DOI={<a
    href="https://doi.org/10.1364/oe.27.021153">10.1364/oe.27.021153</a>}, number={15},
    journal={Optics Express}, author={Li, Tianyou and Wei, Qunshuo and Reineke, Bernhard
    and Walter, Felicitas and Wang, Yongtian and Zentgraf, Thomas and Huang, Lingling},
    year={2019}, pages={21153–21162} }'
  chicago: 'Li, Tianyou, Qunshuo Wei, Bernhard Reineke, Felicitas Walter, Yongtian
    Wang, Thomas Zentgraf, and Lingling Huang. “Reconfigurable Metasurface Hologram
    by Utilizing Addressable Dynamic Pixels.” <i>Optics Express</i> 27, no. 15 (2019):
    21153–62. <a href="https://doi.org/10.1364/oe.27.021153">https://doi.org/10.1364/oe.27.021153</a>.'
  ieee: T. Li <i>et al.</i>, “Reconfigurable metasurface hologram by utilizing addressable
    dynamic pixels,” <i>Optics Express</i>, vol. 27, no. 15, pp. 21153–21162, 2019.
  mla: Li, Tianyou, et al. “Reconfigurable Metasurface Hologram by Utilizing Addressable
    Dynamic Pixels.” <i>Optics Express</i>, vol. 27, no. 15, 2019, pp. 21153–62, doi:<a
    href="https://doi.org/10.1364/oe.27.021153">10.1364/oe.27.021153</a>.
  short: T. Li, Q. Wei, B. Reineke, F. Walter, Y. Wang, T. Zentgraf, L. Huang, Optics
    Express 27 (2019) 21153–21162.
date_created: 2019-07-16T06:01:18Z
date_updated: 2022-01-06T06:51:14Z
ddc:
- '530'
department:
- _id: '15'
- _id: '230'
- _id: '289'
doi: 10.1364/oe.27.021153
file:
- access_level: closed
  content_type: application/pdf
  creator: zentgraf
  date_created: 2019-07-16T06:11:30Z
  date_updated: 2019-07-16T06:11:30Z
  file_id: '11957'
  file_name: OptExpress_Li_2019.pdf
  file_size: 1585168
  relation: main_file
  success: 1
file_date_updated: 2019-07-16T06:11:30Z
has_accepted_license: '1'
intvolume: '        27'
issue: '15'
language:
- iso: eng
page: 21153-21162
publication: Optics Express
publication_identifier:
  issn:
  - 1094-4087
publication_status: published
quality_controlled: '1'
status: public
title: Reconfigurable metasurface hologram by utilizing addressable dynamic pixels
type: journal_article
user_id: '30525'
volume: 27
year: '2019'
...
---
_id: '11965'
abstract:
- lang: eng
  text: 'We present an unsupervised training approach for a neural network-based mask
    estimator in an acoustic beamforming application. The network is trained to maximize
    a likelihood criterion derived from a spatial mixture model of the observations.
    It is trained from scratch without requiring any parallel data consisting of degraded
    input and clean training targets. Thus, training can be carried out on real recordings
    of noisy speech rather than simulated ones. In contrast to previous work on unsupervised
    training of neural mask estimators, our approach avoids the need for a possibly
    pre-trained teacher model entirely. We demonstrate the effectiveness of our approach
    by speech recognition experiments on two different datasets: one mainly deteriorated
    by noise (CHiME 4) and one by reverberation (REVERB). The results show that the
    performance of the proposed system is on par with a supervised system using oracle
    target masks for training and with a system trained using a model-based teacher.'
author:
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Drude L, Heymann J, Haeb-Umbach R. Unsupervised training of neural mask-based
    beamforming. In: <i>INTERSPEECH 2019, Graz, Austria</i>. ; 2019.'
  apa: Drude, L., Heymann, J., &#38; Haeb-Umbach, R. (2019). Unsupervised training
    of neural mask-based beamforming. In <i>INTERSPEECH 2019, Graz, Austria</i>.
  bibtex: '@inproceedings{Drude_Heymann_Haeb-Umbach_2019, title={Unsupervised training
    of neural mask-based beamforming}, booktitle={INTERSPEECH 2019, Graz, Austria},
    author={Drude, Lukas and Heymann, Jahn and Haeb-Umbach, Reinhold}, year={2019}
    }'
  chicago: Drude, Lukas, Jahn Heymann, and Reinhold Haeb-Umbach. “Unsupervised Training
    of Neural Mask-Based Beamforming.” In <i>INTERSPEECH 2019, Graz, Austria</i>,
    2019.
  ieee: L. Drude, J. Heymann, and R. Haeb-Umbach, “Unsupervised training of neural
    mask-based beamforming,” in <i>INTERSPEECH 2019, Graz, Austria</i>, 2019.
  mla: Drude, Lukas, et al. “Unsupervised Training of Neural Mask-Based Beamforming.”
    <i>INTERSPEECH 2019, Graz, Austria</i>, 2019.
  short: 'L. Drude, J. Heymann, R. Haeb-Umbach, in: INTERSPEECH 2019, Graz, Austria,
    2019.'
date_created: 2019-07-18T09:11:39Z
date_updated: 2022-01-06T06:51:14Z
ddc:
- '000'
department:
- _id: '54'
file:
- access_level: open_access
  content_type: application/pdf
  creator: huesera
  date_created: 2019-08-13T06:36:44Z
  date_updated: 2019-08-13T06:41:35Z
  file_id: '12914'
  file_name: INTERSPEECH_2019_Drude_Paper.pdf
  file_size: 223413
  relation: main_file
file_date_updated: 2019-08-13T06:41:35Z
has_accepted_license: '1'
language:
- iso: eng
license: https://creativecommons.org/publicdomain/zero/1.0/
oa: '1'
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: INTERSPEECH 2019, Graz, Austria
status: public
title: Unsupervised training of neural mask-based beamforming
type: conference
user_id: '59789'
year: '2019'
...
---
_id: '11985'
author:
- first_name: Fabian
  full_name: Bronner, Fabian
  last_name: Bronner
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
citation:
  ama: 'Bronner F, Sommer C. Efficient Multi-Channel Simulation of Wireless Communications.
    In: <i>2018 IEEE Vehicular Networking Conference (VNC)</i>. ; 2019. doi:<a href="https://doi.org/10.1109/vnc.2018.8628350">10.1109/vnc.2018.8628350</a>'
  apa: Bronner, F., &#38; Sommer, C. (2019). Efficient Multi-Channel Simulation of
    Wireless Communications. In <i>2018 IEEE Vehicular Networking Conference (VNC)</i>.
    <a href="https://doi.org/10.1109/vnc.2018.8628350">https://doi.org/10.1109/vnc.2018.8628350</a>
  bibtex: '@inproceedings{Bronner_Sommer_2019, title={Efficient Multi-Channel Simulation
    of Wireless Communications}, DOI={<a href="https://doi.org/10.1109/vnc.2018.8628350">10.1109/vnc.2018.8628350</a>},
    booktitle={2018 IEEE Vehicular Networking Conference (VNC)}, author={Bronner,
    Fabian and Sommer, Christoph}, year={2019} }'
  chicago: Bronner, Fabian, and Christoph Sommer. “Efficient Multi-Channel Simulation
    of Wireless Communications.” In <i>2018 IEEE Vehicular Networking Conference (VNC)</i>,
    2019. <a href="https://doi.org/10.1109/vnc.2018.8628350">https://doi.org/10.1109/vnc.2018.8628350</a>.
  ieee: F. Bronner and C. Sommer, “Efficient Multi-Channel Simulation of Wireless
    Communications,” in <i>2018 IEEE Vehicular Networking Conference (VNC)</i>, 2019.
  mla: Bronner, Fabian, and Christoph Sommer. “Efficient Multi-Channel Simulation
    of Wireless Communications.” <i>2018 IEEE Vehicular Networking Conference (VNC)</i>,
    2019, doi:<a href="https://doi.org/10.1109/vnc.2018.8628350">10.1109/vnc.2018.8628350</a>.
  short: 'F. Bronner, C. Sommer, in: 2018 IEEE Vehicular Networking Conference (VNC),
    2019.'
date_created: 2019-07-18T09:51:49Z
date_updated: 2022-01-06T06:51:15Z
department:
- _id: '589'
doi: 10.1109/vnc.2018.8628350
language:
- iso: eng
publication: 2018 IEEE Vehicular Networking Conference (VNC)
publication_identifier:
  isbn:
  - '9781538694282'
publication_status: published
status: public
title: Efficient Multi-Channel Simulation of Wireless Communications
type: conference
user_id: '49154'
year: '2019'
...
---
_id: '12043'
author:
- first_name: Peter
  full_name: Reinold, Peter
  last_name: Reinold
- first_name: Norbert
  full_name: Meyer, Norbert
  last_name: Meyer
- first_name: Dominik
  full_name: Buse, Dominik
  last_name: Buse
- first_name: Florian
  full_name: Klingler, Florian
  last_name: Klingler
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: Falko
  full_name: Dressler, Falko
  last_name: Dressler
- first_name: Markus
  full_name: Eisenbarth, Markus
  last_name: Eisenbarth
- first_name: Jakob
  full_name: Andert, Jakob
  last_name: Andert
citation:
  ama: 'Reinold P, Meyer N, Buse D, et al. Verkehrssimulation im Hardware-in-the-Loop-Steuergerätetest.
    In: <i>Proceedings</i>. Wiesbaden; 2019. doi:<a href="https://doi.org/10.1007/978-3-658-25294-6_15">10.1007/978-3-658-25294-6_15</a>'
  apa: Reinold, P., Meyer, N., Buse, D., Klingler, F., Sommer, C., Dressler, F., …
    Andert, J. (2019). Verkehrssimulation im Hardware-in-the-Loop-Steuergerätetest.
    In <i>Proceedings</i>. Wiesbaden. <a href="https://doi.org/10.1007/978-3-658-25294-6_15">https://doi.org/10.1007/978-3-658-25294-6_15</a>
  bibtex: '@inbook{Reinold_Meyer_Buse_Klingler_Sommer_Dressler_Eisenbarth_Andert_2019,
    place={Wiesbaden}, title={Verkehrssimulation im Hardware-in-the-Loop-Steuergerätetest},
    DOI={<a href="https://doi.org/10.1007/978-3-658-25294-6_15">10.1007/978-3-658-25294-6_15</a>},
    booktitle={Proceedings}, author={Reinold, Peter and Meyer, Norbert and Buse, Dominik
    and Klingler, Florian and Sommer, Christoph and Dressler, Falko and Eisenbarth,
    Markus and Andert, Jakob}, year={2019} }'
  chicago: Reinold, Peter, Norbert Meyer, Dominik Buse, Florian Klingler, Christoph
    Sommer, Falko Dressler, Markus Eisenbarth, and Jakob Andert. “Verkehrssimulation
    Im Hardware-in-the-Loop-Steuergerätetest.” In <i>Proceedings</i>. Wiesbaden, 2019.
    <a href="https://doi.org/10.1007/978-3-658-25294-6_15">https://doi.org/10.1007/978-3-658-25294-6_15</a>.
  ieee: P. Reinold <i>et al.</i>, “Verkehrssimulation im Hardware-in-the-Loop-Steuergerätetest,”
    in <i>Proceedings</i>, Wiesbaden, 2019.
  mla: Reinold, Peter, et al. “Verkehrssimulation Im Hardware-in-the-Loop-Steuergerätetest.”
    <i>Proceedings</i>, 2019, doi:<a href="https://doi.org/10.1007/978-3-658-25294-6_15">10.1007/978-3-658-25294-6_15</a>.
  short: 'P. Reinold, N. Meyer, D. Buse, F. Klingler, C. Sommer, F. Dressler, M. Eisenbarth,
    J. Andert, in: Proceedings, Wiesbaden, 2019.'
date_created: 2019-07-18T09:54:37Z
date_updated: 2022-01-06T06:51:16Z
department:
- _id: '589'
doi: 10.1007/978-3-658-25294-6_15
language:
- iso: eng
place: Wiesbaden
publication: Proceedings
publication_identifier:
  isbn:
  - '9783658252939'
  - '9783658252946'
  issn:
  - 2198-7432
  - 2198-7440
publication_status: published
status: public
title: Verkehrssimulation im Hardware-in-the-Loop-Steuergerätetest
type: book_chapter
user_id: '49154'
year: '2019'
...
---
_id: '12072'
author:
- first_name: Christoph
  full_name: Sommer, Christoph
  id: '49154'
  last_name: Sommer
  orcid: 0000-0002-4336-7350
- first_name: David
  full_name: Eckhoff, David
  last_name: Eckhoff
- first_name: Alexander
  full_name: Brummer, Alexander
  last_name: Brummer
- first_name: Dominik S.
  full_name: Buse, Dominik S.
  last_name: Buse
- first_name: Florian
  full_name: Hagenauer, Florian
  last_name: Hagenauer
- first_name: Stefan
  full_name: Joerer, Stefan
  last_name: Joerer
- first_name: Michele
  full_name: Segata, Michele
  last_name: Segata
citation:
  ama: 'Sommer C, Eckhoff D, Brummer A, et al. Veins: The Open Source Vehicular Network
    Simulation Framework. In: <i>Recent Advances in Network Simulation</i>. Cham;
    2019. doi:<a href="https://doi.org/10.1007/978-3-030-12842-5_6">10.1007/978-3-030-12842-5_6</a>'
  apa: 'Sommer, C., Eckhoff, D., Brummer, A., Buse, D. S., Hagenauer, F., Joerer,
    S., &#38; Segata, M. (2019). Veins: The Open Source Vehicular Network Simulation
    Framework. In <i>Recent Advances in Network Simulation</i>. Cham. <a href="https://doi.org/10.1007/978-3-030-12842-5_6">https://doi.org/10.1007/978-3-030-12842-5_6</a>'
  bibtex: '@inbook{Sommer_Eckhoff_Brummer_Buse_Hagenauer_Joerer_Segata_2019, place={Cham},
    title={Veins: The Open Source Vehicular Network Simulation Framework}, DOI={<a
    href="https://doi.org/10.1007/978-3-030-12842-5_6">10.1007/978-3-030-12842-5_6</a>},
    booktitle={Recent Advances in Network Simulation}, author={Sommer, Christoph and
    Eckhoff, David and Brummer, Alexander and Buse, Dominik S. and Hagenauer, Florian
    and Joerer, Stefan and Segata, Michele}, year={2019} }'
  chicago: 'Sommer, Christoph, David Eckhoff, Alexander Brummer, Dominik S. Buse,
    Florian Hagenauer, Stefan Joerer, and Michele Segata. “Veins: The Open Source
    Vehicular Network Simulation Framework.” In <i>Recent Advances in Network Simulation</i>.
    Cham, 2019. <a href="https://doi.org/10.1007/978-3-030-12842-5_6">https://doi.org/10.1007/978-3-030-12842-5_6</a>.'
  ieee: 'C. Sommer <i>et al.</i>, “Veins: The Open Source Vehicular Network Simulation
    Framework,” in <i>Recent Advances in Network Simulation</i>, Cham, 2019.'
  mla: 'Sommer, Christoph, et al. “Veins: The Open Source Vehicular Network Simulation
    Framework.” <i>Recent Advances in Network Simulation</i>, 2019, doi:<a href="https://doi.org/10.1007/978-3-030-12842-5_6">10.1007/978-3-030-12842-5_6</a>.'
  short: 'C. Sommer, D. Eckhoff, A. Brummer, D.S. Buse, F. Hagenauer, S. Joerer, M.
    Segata, in: Recent Advances in Network Simulation, Cham, 2019.'
date_created: 2019-07-18T09:55:53Z
date_updated: 2022-01-06T06:51:16Z
department:
- _id: '589'
doi: 10.1007/978-3-030-12842-5_6
language:
- iso: eng
place: Cham
publication: Recent Advances in Network Simulation
publication_identifier:
  isbn:
  - '9783030128418'
  - '9783030128425'
  issn:
  - 2522-8595
  - 2522-8609
publication_status: published
status: public
title: 'Veins: The Open Source Vehicular Network Simulation Framework'
type: book_chapter
user_id: '49154'
year: '2019'
...
---
_id: '12076'
author:
- first_name: Enes
  full_name: Yigitbas, Enes
  id: '8447'
  last_name: Yigitbas
  orcid: 0000-0002-5967-833X
- first_name: Joshua
  full_name: Heindörfer, Joshua
  last_name: Heindörfer
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
citation:
  ama: 'Yigitbas E, Heindörfer J, Engels G. A Context-aware Virtual Reality First
    Aid Training Application. In: <i>Proceedings of the Mensch Und Computer 2019 (MuC
    ’19)</i>. ACM; 2019:885--888.'
  apa: Yigitbas, E., Heindörfer, J., &#38; Engels, G. (2019). A Context-aware Virtual
    Reality First Aid Training Application. In <i>Proceedings of the Mensch und Computer
    2019 (MuC ’19)</i> (pp. 885--888). ACM.
  bibtex: '@inproceedings{Yigitbas_Heindörfer_Engels_2019, title={A Context-aware
    Virtual Reality First Aid Training Application}, booktitle={Proceedings of the
    Mensch und Computer 2019 (MuC ’19)}, publisher={ACM}, author={Yigitbas, Enes and
    Heindörfer, Joshua and Engels, Gregor}, year={2019}, pages={885--888} }'
  chicago: Yigitbas, Enes, Joshua Heindörfer, and Gregor Engels. “A Context-Aware
    Virtual Reality First Aid Training Application.” In <i>Proceedings of the Mensch
    Und Computer 2019 (MuC ’19)</i>, 885--888. ACM, 2019.
  ieee: E. Yigitbas, J. Heindörfer, and G. Engels, “A Context-aware Virtual Reality
    First Aid Training Application,” in <i>Proceedings of the Mensch und Computer
    2019 (MuC ’19)</i>, 2019, pp. 885--888.
  mla: Yigitbas, Enes, et al. “A Context-Aware Virtual Reality First Aid Training
    Application.” <i>Proceedings of the Mensch Und Computer 2019 (MuC ’19)</i>, ACM,
    2019, pp. 885--888.
  short: 'E. Yigitbas, J. Heindörfer, G. Engels, in: Proceedings of the Mensch Und
    Computer 2019 (MuC ’19), ACM, 2019, pp. 885--888.'
date_created: 2019-07-18T13:59:33Z
date_updated: 2022-01-06T06:51:16Z
department:
- _id: '66'
- _id: '534'
language:
- iso: eng
page: 885--888
publication: Proceedings of the Mensch und Computer 2019 (MuC ’19)
publisher: ACM
status: public
title: A Context-aware Virtual Reality First Aid Training Application
type: conference
user_id: '8447'
year: '2019'
...
---
_id: '12077'
abstract:
- lang: ger
  text: Die Komplexität von Steuersystemen gewinnt in der Debatte um den internationalen
    Steuerwettbewerb zunehmend an Bedeutung. Im vorliegenden Beitrag erfolgt, basierend
    auf den Daten, die dem Tax Complexity Index (www.taxcomplexity.org) zugrunde liegen,
    eine umfassende Gegenüberstellung der Komplexität der Steuersysteme von Deutschland
    und Öster-reich unter Berücksichtigung der Mittelwerte aller Länder. Die Steuergesetze
    weisen sowohl in Deutschland als auch in Österreich einen verhältnismäßig hohen
    Grad an Komplexität auf. Bei den steuerlichen Rahmenbedingungen fällt der Grad
    an Komplexität in beiden Ländern dagegen niedrig aus, wobei Österreich im Durchschnitt
    weniger komplex ist als Deutschland.
author:
- first_name: Thomas
  full_name: Hoppe, Thomas
  id: '22671'
  last_name: Hoppe
- first_name: Martina
  full_name: Rechbauer, Martina
  last_name: Rechbauer
- first_name: Susann
  full_name: Sturm, Susann
  last_name: Sturm
citation:
  ama: Hoppe T, Rechbauer M, Sturm S. <i>Steuerkomplexität im Vergleich zwischen Deutschland
    und Österreich – Eine Analyse des Status quo</i>.
  apa: Hoppe, T., Rechbauer, M., &#38; Sturm, S. (n.d.). <i>Steuerkomplexität im Vergleich
    zwischen Deutschland und Österreich – Eine Analyse des Status quo</i>.
  bibtex: '@book{Hoppe_Rechbauer_Sturm, title={Steuerkomplexität im Vergleich zwischen
    Deutschland und Österreich – Eine Analyse des Status quo}, author={Hoppe, Thomas
    and Rechbauer, Martina and Sturm, Susann} }'
  chicago: Hoppe, Thomas, Martina Rechbauer, and Susann Sturm. <i>Steuerkomplexität
    im Vergleich zwischen Deutschland und Österreich – Eine Analyse des Status quo</i>,
    n.d.
  ieee: T. Hoppe, M. Rechbauer, and S. Sturm, <i>Steuerkomplexität im Vergleich zwischen
    Deutschland und Österreich – Eine Analyse des Status quo</i>. .
  mla: Hoppe, Thomas, et al. <i>Steuerkomplexität im Vergleich zwischen Deutschland
    und Österreich – Eine Analyse des Status quo</i>.
  short: T. Hoppe, M. Rechbauer, S. Sturm, Steuerkomplexität im Vergleich zwischen
    Deutschland und Österreich – Eine Analyse des Status quo, n.d.
date_created: 2019-07-18T22:07:02Z
date_updated: 2022-01-06T06:51:17Z
ddc:
- '330'
department:
- _id: '187'
file:
- access_level: closed
  content_type: application/pdf
  creator: hoppet
  date_created: 2019-07-18T22:05:23Z
  date_updated: 2019-07-18T22:05:23Z
  file_id: '12078'
  file_name: Hoppe Rechbauer Sturm 2019.pdf
  file_size: 679552
  relation: main_file
  success: 1
file_date_updated: 2019-07-18T22:05:23Z
has_accepted_license: '1'
language:
- iso: ger
project:
- _id: '37'
  grant_number: P01
  name: Der Einfluss von steuerlicher Regulierung auf multinationale Unternehmen
publication_status: submitted
status: public
title: Steuerkomplexität im Vergleich zwischen Deutschland und Österreich – Eine Analyse
  des Status quo
type: working_paper
user_id: '68607'
year: '2019'
...
---
_id: '12870'
author:
- first_name: Björn
  full_name: Feldkord, Björn
  id: '22704'
  last_name: Feldkord
- first_name: Till
  full_name: Knollmann, Till
  id: '39241'
  last_name: Knollmann
  orcid: 0000-0003-2014-4696
- first_name: Manuel
  full_name: Malatyali, Manuel
  last_name: Malatyali
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  id: '15523'
  last_name: Meyer auf der Heide
citation:
  ama: 'Feldkord B, Knollmann T, Malatyali M, Meyer auf der Heide F. Managing Multiple
    Mobile Resources. In: <i>Proceedings of the 17th Workshop on Approximation and
    Online Algorithms (WAOA)</i>. Springer; 2019:120-137. doi:<a href="https://doi.org/10.1007/978-3-030-39479-0_9">10.1007/978-3-030-39479-0_9</a>'
  apa: Feldkord, B., Knollmann, T., Malatyali, M., &#38; Meyer auf der Heide, F. (2019).
    Managing Multiple Mobile Resources. In <i>Proceedings of the 17th Workshop on
    Approximation and Online Algorithms (WAOA)</i> (pp. 120–137). Springer. <a href="https://doi.org/10.1007/978-3-030-39479-0_9">https://doi.org/10.1007/978-3-030-39479-0_9</a>
  bibtex: '@inproceedings{Feldkord_Knollmann_Malatyali_Meyer auf der Heide_2019, title={Managing
    Multiple Mobile Resources}, DOI={<a href="https://doi.org/10.1007/978-3-030-39479-0_9">10.1007/978-3-030-39479-0_9</a>},
    booktitle={Proceedings of the 17th Workshop on Approximation and Online Algorithms
    (WAOA)}, publisher={Springer}, author={Feldkord, Björn and Knollmann, Till and
    Malatyali, Manuel and Meyer auf der Heide, Friedhelm}, year={2019}, pages={120–137}
    }'
  chicago: Feldkord, Björn, Till Knollmann, Manuel Malatyali, and Friedhelm Meyer
    auf der Heide. “Managing Multiple Mobile Resources.” In <i>Proceedings of the
    17th Workshop on Approximation and Online Algorithms (WAOA)</i>, 120–37. Springer,
    2019. <a href="https://doi.org/10.1007/978-3-030-39479-0_9">https://doi.org/10.1007/978-3-030-39479-0_9</a>.
  ieee: B. Feldkord, T. Knollmann, M. Malatyali, and F. Meyer auf der Heide, “Managing
    Multiple Mobile Resources,” in <i>Proceedings of the 17th Workshop on Approximation
    and Online Algorithms (WAOA)</i>, 2019, pp. 120–137.
  mla: Feldkord, Björn, et al. “Managing Multiple Mobile Resources.” <i>Proceedings
    of the 17th Workshop on Approximation and Online Algorithms (WAOA)</i>, Springer,
    2019, pp. 120–37, doi:<a href="https://doi.org/10.1007/978-3-030-39479-0_9">10.1007/978-3-030-39479-0_9</a>.
  short: 'B. Feldkord, T. Knollmann, M. Malatyali, F. Meyer auf der Heide, in: Proceedings
    of the 17th Workshop on Approximation and Online Algorithms (WAOA), Springer,
    2019, pp. 120–137.'
date_created: 2019-07-22T09:00:05Z
date_updated: 2022-01-06T06:51:20Z
department:
- _id: '63'
doi: 10.1007/978-3-030-39479-0_9
external_id:
  arxiv:
  - '1907.09834'
language:
- iso: eng
page: 120 - 137
project:
- _id: '1'
  name: SFB 901
- _id: '2'
  name: SFB 901 - Project Area A
- _id: '5'
  name: SFB 901 - Subproject A1
publication: Proceedings of the 17th Workshop on Approximation and Online Algorithms
  (WAOA)
publication_status: published
publisher: Springer
status: public
title: Managing Multiple Mobile Resources
type: conference
user_id: '22704'
year: '2019'
...
---
_id: '12874'
abstract:
- lang: eng
  text: We propose a training scheme to train neural network-based source separation
    algorithms from scratch when parallel clean data is unavailable. In particular,
    we demonstrate that an unsupervised spatial clustering algorithm is sufficient
    to guide the training of a deep clustering system. We argue that previous work
    on deep clustering requires strong supervision and elaborate on why this is a
    limitation. We demonstrate that (a) the single-channel deep clustering system
    trained according to the proposed scheme alone is able to achieve a similar performance
    as the multi-channel teacher in terms of word error rates and (b) initializing
    the spatial clustering approach with the deep clustering result yields a relative
    word error rate reduction of 26% over the unsupervised teacher.
author:
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Daniel
  full_name: Hasenklever, Daniel
  last_name: Hasenklever
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Drude L, Hasenklever D, Haeb-Umbach R. Unsupervised Training of a Deep Clustering
    Model for Multichannel Blind Source Separation. In: <i>ICASSP 2019, Brighton,
    UK</i>. ; 2019.'
  apa: Drude, L., Hasenklever, D., &#38; Haeb-Umbach, R. (2019). Unsupervised Training
    of a Deep Clustering Model for Multichannel Blind Source Separation. In <i>ICASSP
    2019, Brighton, UK</i>.
  bibtex: '@inproceedings{Drude_Hasenklever_Haeb-Umbach_2019, title={Unsupervised
    Training of a Deep Clustering Model for Multichannel Blind Source Separation},
    booktitle={ICASSP 2019, Brighton, UK}, author={Drude, Lukas and Hasenklever, Daniel
    and Haeb-Umbach, Reinhold}, year={2019} }'
  chicago: Drude, Lukas, Daniel Hasenklever, and Reinhold Haeb-Umbach. “Unsupervised
    Training of a Deep Clustering Model for Multichannel Blind Source Separation.”
    In <i>ICASSP 2019, Brighton, UK</i>, 2019.
  ieee: L. Drude, D. Hasenklever, and R. Haeb-Umbach, “Unsupervised Training of a
    Deep Clustering Model for Multichannel Blind Source Separation,” in <i>ICASSP
    2019, Brighton, UK</i>, 2019.
  mla: Drude, Lukas, et al. “Unsupervised Training of a Deep Clustering Model for
    Multichannel Blind Source Separation.” <i>ICASSP 2019, Brighton, UK</i>, 2019.
  short: 'L. Drude, D. Hasenklever, R. Haeb-Umbach, in: ICASSP 2019, Brighton, UK,
    2019.'
date_created: 2019-07-23T07:37:54Z
date_updated: 2022-01-06T06:51:21Z
ddc:
- '000'
department:
- _id: '54'
file:
- access_level: open_access
  content_type: application/pdf
  creator: huesera
  date_created: 2019-08-14T07:19:13Z
  date_updated: 2019-08-14T07:19:13Z
  file_id: '12925'
  file_name: ICASSP_2019_Drude_Paper.pdf
  file_size: 368225
  relation: main_file
file_date_updated: 2019-08-14T07:19:13Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: ICASSP 2019, Brighton, UK
status: public
title: Unsupervised Training of a Deep Clustering Model for Multichannel Blind Source
  Separation
type: conference
user_id: '59789'
year: '2019'
...
---
_id: '12875'
abstract:
- lang: eng
  text: Signal dereverberation using the Weighted Prediction Error (WPE) method has
    been proven to be an effective means to raise the accuracy of far-field speech
    recognition. First proposed as an iterative algorithm, follow-up works have reformulated
    it as a recursive least squares algorithm and therefore enabled its use in online
    applications. For this algorithm, the estimation of the power spectral density
    (PSD) of the anechoic signal plays an important role and strongly influences its
    performance. Recently, we showed that using a neural network PSD estimator leads
    to improved performance for online automatic speech recognition. This, however,
    comes at a price. To train the network, we require parallel data, i.e., utterances
    simultaneously available in clean and reverberated form. Here we propose to overcome
    this limitation by training the network jointly with the acoustic model of the
    speech recognizer. To be specific, the gradients computed from the cross-entropy
    loss between the target senone sequence and the acoustic model network output
    is backpropagated through the complex-valued dereverberation filter estimation
    to the neural network for PSD estimation. Evaluation on two databases demonstrates
    improved performance for on-line processing scenarios while imposing fewer requirements
    on the available training data and thus widening the range of applications.
author:
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
- first_name: Keisuke
  full_name: Kinoshita, Keisuke
  last_name: Kinoshita
- first_name: Tomohiro
  full_name: Nakatani, Tomohiro
  last_name: Nakatani
citation:
  ama: 'Heymann J, Drude L, Haeb-Umbach R, Kinoshita K, Nakatani T. Joint Optimization
    of Neural Network-based WPE Dereverberation and Acoustic Model for Robust Online
    ASR. In: <i>ICASSP 2019, Brighton, UK</i>. ; 2019.'
  apa: Heymann, J., Drude, L., Haeb-Umbach, R., Kinoshita, K., &#38; Nakatani, T.
    (2019). Joint Optimization of Neural Network-based WPE Dereverberation and Acoustic
    Model for Robust Online ASR. In <i>ICASSP 2019, Brighton, UK</i>.
  bibtex: '@inproceedings{Heymann_Drude_Haeb-Umbach_Kinoshita_Nakatani_2019, title={Joint
    Optimization of Neural Network-based WPE Dereverberation and Acoustic Model for
    Robust Online ASR}, booktitle={ICASSP 2019, Brighton, UK}, author={Heymann, Jahn
    and Drude, Lukas and Haeb-Umbach, Reinhold and Kinoshita, Keisuke and Nakatani,
    Tomohiro}, year={2019} }'
  chicago: Heymann, Jahn, Lukas Drude, Reinhold Haeb-Umbach, Keisuke Kinoshita, and
    Tomohiro Nakatani. “Joint Optimization of Neural Network-Based WPE Dereverberation
    and Acoustic Model for Robust Online ASR.” In <i>ICASSP 2019, Brighton, UK</i>,
    2019.
  ieee: J. Heymann, L. Drude, R. Haeb-Umbach, K. Kinoshita, and T. Nakatani, “Joint
    Optimization of Neural Network-based WPE Dereverberation and Acoustic Model for
    Robust Online ASR,” in <i>ICASSP 2019, Brighton, UK</i>, 2019.
  mla: Heymann, Jahn, et al. “Joint Optimization of Neural Network-Based WPE Dereverberation
    and Acoustic Model for Robust Online ASR.” <i>ICASSP 2019, Brighton, UK</i>, 2019.
  short: 'J. Heymann, L. Drude, R. Haeb-Umbach, K. Kinoshita, T. Nakatani, in: ICASSP
    2019, Brighton, UK, 2019.'
date_created: 2019-07-23T07:42:26Z
date_updated: 2022-01-06T06:51:22Z
ddc:
- '000'
department:
- _id: '54'
file:
- access_level: open_access
  content_type: application/pdf
  creator: huesera
  date_created: 2019-12-17T07:28:06Z
  date_updated: 2019-12-17T07:28:06Z
  file_id: '15334'
  file_name: ICASSP_2019_Heymann_Paper.pdf
  file_size: 199109
  relation: main_file
file_date_updated: 2019-12-17T07:28:06Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: ICASSP 2019, Brighton, UK
status: public
title: Joint Optimization of Neural Network-based WPE Dereverberation and Acoustic
  Model for Robust Online ASR
type: conference
user_id: '59789'
year: '2019'
...
---
_id: '12876'
abstract:
- lang: eng
  text: In this paper, we present libDirectional, a MATLAB library for directional
    statistics and directional estimation. It supports a variety of commonly used
    distributions on the unit circle, such as the von Mises, wrapped normal, and wrapped
    Cauchy distributions. Furthermore, various distributions on higher-dimensional
    manifolds such as the unit hypersphere and the hypertorus are available. Based
    on these distributions, several recursive filtering algorithms in libDirectional
    allow estimation on these manifolds. The functionality is implemented in a clear,
    well-documented, and object-oriented structure that is both easy to use and easy
    to extend.
author:
- first_name: Gerhard
  full_name: Kurz, Gerhard
  last_name: Kurz
- first_name: Igor
  full_name: Gilitschenski, Igor
  last_name: Gilitschenski
- first_name: Florian
  full_name: Pfaff, Florian
  last_name: Pfaff
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Uwe D.
  full_name: Hanebeck, Uwe D.
  last_name: Hanebeck
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
- first_name: Roland Y.
  full_name: Siegwart, Roland Y.
  last_name: Siegwart
citation:
  ama: 'Kurz G, Gilitschenski I, Pfaff F, et al. Directional Statistics and Filtering
    Using libDirectional. In: <i>Journal of Statistical Software 89(4)</i>. ; 2019.'
  apa: Kurz, G., Gilitschenski, I., Pfaff, F., Drude, L., Hanebeck, U. D., Haeb-Umbach,
    R., &#38; Siegwart, R. Y. (2019). Directional Statistics and Filtering Using libDirectional.
    In <i>Journal of Statistical Software 89(4)</i>.
  bibtex: '@inproceedings{Kurz_Gilitschenski_Pfaff_Drude_Hanebeck_Haeb-Umbach_Siegwart_2019,
    title={Directional Statistics and Filtering Using libDirectional}, booktitle={Journal
    of Statistical Software 89(4)}, author={Kurz, Gerhard and Gilitschenski, Igor
    and Pfaff, Florian and Drude, Lukas and Hanebeck, Uwe D. and Haeb-Umbach, Reinhold
    and Siegwart, Roland Y.}, year={2019} }'
  chicago: Kurz, Gerhard, Igor Gilitschenski, Florian Pfaff, Lukas Drude, Uwe D. Hanebeck,
    Reinhold Haeb-Umbach, and Roland Y. Siegwart. “Directional Statistics and Filtering
    Using LibDirectional.” In <i>Journal of Statistical Software 89(4)</i>, 2019.
  ieee: G. Kurz <i>et al.</i>, “Directional Statistics and Filtering Using libDirectional,”
    in <i>Journal of Statistical Software 89(4)</i>, 2019.
  mla: Kurz, Gerhard, et al. “Directional Statistics and Filtering Using LibDirectional.”
    <i>Journal of Statistical Software 89(4)</i>, 2019.
  short: 'G. Kurz, I. Gilitschenski, F. Pfaff, L. Drude, U.D. Hanebeck, R. Haeb-Umbach,
    R.Y. Siegwart, in: Journal of Statistical Software 89(4), 2019.'
date_created: 2019-07-23T07:44:59Z
date_updated: 2022-01-06T06:51:22Z
ddc:
- '000'
department:
- _id: '54'
file:
- access_level: open_access
  content_type: application/pdf
  creator: huesera
  date_created: 2019-08-14T07:16:05Z
  date_updated: 2019-08-14T07:16:05Z
  file_id: '12923'
  file_name: JournalofStatisticalSoftware_2019_Drude_Paper.pdf
  file_size: 1522964
  relation: main_file
file_date_updated: 2019-08-14T07:16:05Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
publication: Journal of Statistical Software 89(4)
status: public
title: Directional Statistics and Filtering Using libDirectional
type: conference
user_id: '59789'
year: '2019'
...
---
_id: '12880'
abstract:
- lang: eng
  text: By distributing the computational load over the nodes of a Wireless Acoustic
    Sensor Network (WASN), the real-time capability of the TRINICON (TRIple-N-Independent
    component analysis for CONvolutive mixtures) framework for Blind Source Separation
    (BSS) can be ensured, even if the individual network nodes are not powerful enough
    to run TRINICON in real-time by themselves. To optimally utilize the limited computing
    power and data rate in WASNs, the MARVELO (Multicast-Aware Routing for Virtual
    network Embedding with Loops in Overlays) framework is expanded for use with TRINICON,
    while a feature-based selection scheme is proposed to exploit the most beneficial
    parts of the input signal for adapting the demixing system. The simulation results
    of realistic scenarios show only a minor degradation of the separation performance
    even in heavily resource-limited situations.
author:
- first_name: Michael
  full_name: Guenther, Michael
  last_name: Guenther
- first_name: Haitham
  full_name: Afifi, Haitham
  id: '65718'
  last_name: Afifi
- first_name: Andreas
  full_name: Brendel, Andreas
  last_name: Brendel
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Walter
  full_name: Kellermann, Walter
  last_name: Kellermann
citation:
  ama: 'Guenther M, Afifi H, Brendel A, Karl H, Kellermann W. Sparse Adaptation of
    Distributed Blind Source Separation in Acoustic Sensor Networks. In: <i>2019 IEEE
    Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)
    (WASPAA 2019)</i>. New Paltz, USA; 2019.'
  apa: Guenther, M., Afifi, H., Brendel, A., Karl, H., &#38; Kellermann, W. (2019).
    Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks.
    In <i>2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics
    (WASPAA) (WASPAA 2019)</i>. New Paltz, USA.
  bibtex: '@inproceedings{Guenther_Afifi_Brendel_Karl_Kellermann_2019, place={New
    Paltz, USA}, title={Sparse Adaptation of Distributed Blind Source Separation in
    Acoustic Sensor Networks}, booktitle={2019 IEEE Workshop on Applications of Signal
    Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)}, author={Guenther, Michael
    and Afifi, Haitham and Brendel, Andreas and Karl, Holger and Kellermann, Walter},
    year={2019} }'
  chicago: Guenther, Michael, Haitham Afifi, Andreas Brendel, Holger Karl, and Walter
    Kellermann. “Sparse Adaptation of Distributed Blind Source Separation in Acoustic
    Sensor Networks.” In <i>2019 IEEE Workshop on Applications of Signal Processing
    to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>. New Paltz, USA, 2019.
  ieee: M. Guenther, H. Afifi, A. Brendel, H. Karl, and W. Kellermann, “Sparse Adaptation
    of Distributed Blind Source Separation in Acoustic Sensor Networks,” in <i>2019
    IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)
    (WASPAA 2019)</i>, 2019.
  mla: Guenther, Michael, et al. “Sparse Adaptation of Distributed Blind Source Separation
    in Acoustic Sensor Networks.” <i>2019 IEEE Workshop on Applications of Signal
    Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>, 2019.
  short: 'M. Guenther, H. Afifi, A. Brendel, H. Karl, W. Kellermann, in: 2019 IEEE
    Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)
    (WASPAA 2019), New Paltz, USA, 2019.'
date_created: 2019-07-24T07:25:01Z
date_updated: 2022-01-06T06:51:22Z
department:
- _id: '75'
language:
- iso: eng
place: New Paltz, USA
project:
- _id: '27'
  name: 'Akustische Sensornetzwerke - Teilprojekt '
- _id: '27'
  name: Akustische Sensornetzwerke - Teilprojekt "Verteilte akustische Signalverarbeitung
    über funkbasierte Sensornetzwerke
publication: 2019 IEEE Workshop on Applications of Signal Processing to Audio and
  Acoustics (WASPAA) (WASPAA 2019)
status: public
title: Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor
  Networks
type: conference
user_id: '65718'
year: '2019'
...
---
_id: '12881'
abstract:
- lang: eng
  text: Internet of Things (IoT) applications witness an exceptional evolution of
    traffic demands, while existing protocols, as seen in wireless sensor networks
    (WSNs), struggle to cope with these demands. Traditional protocols rely on finding
    a routing path between sensors generating data and sinks acting as gateway or
    databases. Meanwhile, the network will suffer from high collisions in case of
    high data rates. In this context, in-network processing solutions are used to
    leverage the wireless nodes' computations, by distributing processing tasks on
    the nodes along the routing path. Although in-network processing solutions are
    very popular in wired networks (e.g., data centers and wide area networks), there
    are many challenges to adopt these solutions in wireless networks, due to the
    interference problem. In this paper, we solve the problem of routing and task
    distribution jointly using a greedy Virtual Network Embedding (VNE) algorithm,
    and consider power control as well. Through simulations, we compare the proposed
    algorithm to optimal solutions and show that it achieves good results in terms
    of delay. Moreover, we discuss its sub-optimality by driving tight lower bounds
    and loose upper bounds. We also compare our solution with another wireless VNE
    solution to show the trade-off between delay and symbol error rate.
author:
- first_name: Haitham
  full_name: Afifi, Haitham
  id: '65718'
  last_name: Afifi
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Afifi H, Karl H. An Approximate Power Control Algorithm for a Multi-Cast Wireless
    Virtual Network Embedding. In: <i>2019 12th IFIP Wireless and Mobile Networking
    Conference (WMNC) (WMNC’19)</i>. Paris, France; 2019.'
  apa: Afifi, H., &#38; Karl, H. (2019). An Approximate Power Control Algorithm for
    a Multi-Cast Wireless Virtual Network Embedding. In <i>2019 12th IFIP Wireless
    and Mobile Networking Conference (WMNC) (WMNC’19)</i>. Paris, France.
  bibtex: '@inproceedings{Afifi_Karl_2019, place={Paris, France}, title={An Approximate
    Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding},
    booktitle={2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19)},
    author={Afifi, Haitham and Karl, Holger}, year={2019} }'
  chicago: Afifi, Haitham, and Holger Karl. “An Approximate Power Control Algorithm
    for a Multi-Cast Wireless Virtual Network Embedding.” In <i>2019 12th IFIP Wireless
    and Mobile Networking Conference (WMNC) (WMNC’19)</i>. Paris, France, 2019.
  ieee: H. Afifi and H. Karl, “An Approximate Power Control Algorithm for a Multi-Cast
    Wireless Virtual Network Embedding,” in <i>2019 12th IFIP Wireless and Mobile
    Networking Conference (WMNC) (WMNC’19)</i>, 2019.
  mla: Afifi, Haitham, and Holger Karl. “An Approximate Power Control Algorithm for
    a Multi-Cast Wireless Virtual Network Embedding.” <i>2019 12th IFIP Wireless and
    Mobile Networking Conference (WMNC) (WMNC’19)</i>, 2019.
  short: 'H. Afifi, H. Karl, in: 2019 12th IFIP Wireless and Mobile Networking Conference
    (WMNC) (WMNC’19), Paris, France, 2019.'
date_created: 2019-07-24T07:25:28Z
date_updated: 2022-01-06T06:51:22Z
department:
- _id: '75'
language:
- iso: eng
place: Paris, France
project:
- _id: '27'
  name: Akustische Sensornetzwerke - Teilprojekt "Verteilte akustische Signalverarbeitung
    über funkbasierte Sensornetzwerke
publication: 2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC'19)
status: public
title: An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network
  Embedding
type: conference
user_id: '65718'
year: '2019'
...
---
_id: '12882'
abstract:
- lang: eng
  text: One of the major challenges in implementing wireless virtualization is the
    resource discovery. This is particularly important for the embedding-algorithms
    that are used to distribute the tasks to nodes. MARVELO is a prototype framework
    for executing different distributed algorithms on the top of a wireless (802.11)
    ad-hoc network. The aim of MARVELO is to select the nodes for running the algorithms
    and to define the routing between the nodes. Hence, it also supports monitoring
    functionalities to collect information about the available resources and to assist
    in profiling the algorithms. The objective of this demo is to show how MAVRLEO
    distributes tasks in an ad-hoc network, based on a feedback from our monitoring
    tool. Additionally, we explain the work-flow, composition and execution of the
    framework.
author:
- first_name: Haitham
  full_name: Afifi, Haitham
  id: '65718'
  last_name: Afifi
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Sebastian
  full_name: Eikenberg, Sebastian
  last_name: Eikenberg
- first_name: Arnold
  full_name: Mueller, Arnold
  last_name: Mueller
- first_name: Lars
  full_name: Gansel, Lars
  last_name: Gansel
- first_name: Alexander
  full_name: Makejkin, Alexander
  last_name: Makejkin
- first_name: Kai
  full_name: Hannemann, Kai
  last_name: Hannemann
- first_name: Rafael
  full_name: Schellenberg, Rafael
  last_name: Schellenberg
citation:
  ama: 'Afifi H, Karl H, Eikenberg S, et al. A Rapid Prototyping for Wireless Virtual
    Network Embedding using MARVELO. In: <i>2019 IEEE Wireless Communications and
    Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech, Morocco;
    2019.'
  apa: Afifi, H., Karl, H., Eikenberg, S., Mueller, A., Gansel, L., Makejkin, A.,
    … Schellenberg, R. (2019). A Rapid Prototyping for Wireless Virtual Network Embedding
    using MARVELO. In <i>2019 IEEE Wireless Communications and Networking Conference
    (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech, Morocco.
  bibtex: '@inproceedings{Afifi_Karl_Eikenberg_Mueller_Gansel_Makejkin_Hannemann_Schellenberg_2019,
    place={Marrakech, Morocco}, title={A Rapid Prototyping for Wireless Virtual Network
    Embedding using MARVELO}, booktitle={2019 IEEE Wireless Communications and Networking
    Conference (WCNC) (IEEE WCNC 2019) (Demo)}, author={Afifi, Haitham and Karl, Holger
    and Eikenberg, Sebastian and Mueller, Arnold and Gansel, Lars and Makejkin, Alexander
    and Hannemann, Kai and Schellenberg, Rafael}, year={2019} }'
  chicago: Afifi, Haitham, Holger Karl, Sebastian Eikenberg, Arnold Mueller, Lars
    Gansel, Alexander Makejkin, Kai Hannemann, and Rafael Schellenberg. “A Rapid Prototyping
    for Wireless Virtual Network Embedding Using MARVELO.” In <i>2019 IEEE Wireless
    Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech,
    Morocco, 2019.
  ieee: H. Afifi <i>et al.</i>, “A Rapid Prototyping for Wireless Virtual Network
    Embedding using MARVELO,” in <i>2019 IEEE Wireless Communications and Networking
    Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>, 2019.
  mla: Afifi, Haitham, et al. “A Rapid Prototyping for Wireless Virtual Network Embedding
    Using MARVELO.” <i>2019 IEEE Wireless Communications and Networking Conference
    (WCNC) (IEEE WCNC 2019) (Demo)</i>, 2019.
  short: 'H. Afifi, H. Karl, S. Eikenberg, A. Mueller, L. Gansel, A. Makejkin, K.
    Hannemann, R. Schellenberg, in: 2019 IEEE Wireless Communications and Networking
    Conference (WCNC) (IEEE WCNC 2019) (Demo), Marrakech, Morocco, 2019.'
date_created: 2019-07-24T07:28:45Z
date_updated: 2022-01-06T06:51:22Z
ddc:
- '006'
department:
- _id: '75'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hafifi
  date_created: 2021-01-30T12:39:43Z
  date_updated: 2021-01-30T12:42:31Z
  file_id: '21113'
  file_name: demo.pdf
  file_size: 102976
  relation: main_file
file_date_updated: 2021-01-30T12:42:31Z
has_accepted_license: '1'
keyword:
- WSN
- virtualization
- VNE
language:
- iso: eng
oa: '1'
place: Marrakech, Morocco
project:
- _id: '27'
  name: 'Akustische Sensornetzwerke - Teilprojekt '
publication: 2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE
  WCNC 2019) (Demo)
status: public
title: A Rapid Prototyping for Wireless Virtual Network Embedding using MARVELO
type: conference
user_id: '65718'
year: '2019'
...
---
_id: '12885'
author:
- first_name: Jan Frederik
  full_name: Haltermann, Jan Frederik
  id: '44413'
  last_name: Haltermann
citation:
  ama: Haltermann JF. <i>Analyzing Data Usage in Array Programs</i>.; 2019.
  apa: Haltermann, J. F. (2019). <i>Analyzing Data Usage in Array Programs</i>.
  bibtex: '@book{Haltermann_2019, title={Analyzing Data Usage in Array Programs},
    author={Haltermann, Jan Frederik}, year={2019} }'
  chicago: Haltermann, Jan Frederik. <i>Analyzing Data Usage in Array Programs</i>,
    2019.
  ieee: J. F. Haltermann, <i>Analyzing Data Usage in Array Programs</i>. 2019.
  mla: Haltermann, Jan Frederik. <i>Analyzing Data Usage in Array Programs</i>. 2019.
  short: J.F. Haltermann, Analyzing Data Usage in Array Programs, 2019.
date_created: 2019-07-24T08:06:11Z
date_updated: 2022-01-06T06:51:23Z
ddc:
- '000'
department:
- _id: '77'
file:
- access_level: closed
  content_type: application/pdf
  creator: jfh
  date_created: 2019-07-24T07:44:29Z
  date_updated: 2019-07-24T07:44:29Z
  file_id: '12886'
  file_name: Thesis_Haltermann.pdf
  file_size: 1344093
  relation: main_file
  success: 1
file_date_updated: 2019-07-24T07:44:29Z
has_accepted_license: '1'
language:
- iso: eng
status: public
supervisor:
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
title: Analyzing Data Usage in Array Programs
type: mastersthesis
user_id: '44413'
year: '2019'
...
---
_id: '12889'
author:
- first_name: Enes
  full_name: Yigitbas, Enes
  id: '8447'
  last_name: Yigitbas
  orcid: 0000-0002-5967-833X
- first_name: Ivan
  full_name: Jovanovikj, Ivan
  id: '39187'
  last_name: Jovanovikj
  orcid: https://orcid.org/0000-0002-1838-794X
- first_name: Stefan
  full_name: Sauer, Stefan
  id: '447'
  last_name: Sauer
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
citation:
  ama: 'Yigitbas E, Jovanovikj I, Sauer S, Engels G. A Model-based Framework for Context-aware
    Augmented Reality Applications . In: <i>Handling Security, Usability, User Experience
    and Reliability in User-Centered Development Processes (IFIP WG 13.2 &#38; WG
    13.5 International Workshop @ INTERACT2019)</i>. ; 2019.'
  apa: Yigitbas, E., Jovanovikj, I., Sauer, S., &#38; Engels, G. (2019). A Model-based
    Framework for Context-aware Augmented Reality Applications . In <i>Handling Security,
    Usability, User Experience and Reliability in User-Centered Development Processes
    (IFIP WG 13.2 &#38; WG 13.5 International Workshop @ INTERACT2019)</i>.
  bibtex: '@inproceedings{Yigitbas_Jovanovikj_Sauer_Engels_2019, title={A Model-based
    Framework for Context-aware Augmented Reality Applications }, booktitle={Handling
    Security, Usability, User Experience and Reliability in User-Centered Development
    Processes (IFIP WG 13.2 &#38; WG 13.5 International Workshop @ INTERACT2019)},
    author={Yigitbas, Enes and Jovanovikj, Ivan and Sauer, Stefan and Engels, Gregor},
    year={2019} }'
  chicago: Yigitbas, Enes, Ivan Jovanovikj, Stefan Sauer, and Gregor Engels. “A Model-Based
    Framework for Context-Aware Augmented Reality Applications .” In <i>Handling Security,
    Usability, User Experience and Reliability in User-Centered Development Processes
    (IFIP WG 13.2 &#38; WG 13.5 International Workshop @ INTERACT2019)</i>, 2019.
  ieee: E. Yigitbas, I. Jovanovikj, S. Sauer, and G. Engels, “A Model-based Framework
    for Context-aware Augmented Reality Applications ,” in <i>Handling Security, Usability,
    User Experience and Reliability in User-Centered Development Processes (IFIP WG
    13.2 &#38; WG 13.5 International Workshop @ INTERACT2019)</i>, 2019.
  mla: Yigitbas, Enes, et al. “A Model-Based Framework for Context-Aware Augmented
    Reality Applications .” <i>Handling Security, Usability, User Experience and Reliability
    in User-Centered Development Processes (IFIP WG 13.2 &#38; WG 13.5 International
    Workshop @ INTERACT2019)</i>, 2019.
  short: 'E. Yigitbas, I. Jovanovikj, S. Sauer, G. Engels, in: Handling Security,
    Usability, User Experience and Reliability in User-Centered Development Processes
    (IFIP WG 13.2 &#38; WG 13.5 International Workshop @ INTERACT2019), 2019.'
date_created: 2019-07-26T06:56:00Z
date_updated: 2022-01-06T06:51:23Z
department:
- _id: '66'
- _id: '534'
language:
- iso: eng
publication: Handling Security, Usability, User Experience and Reliability in User-Centered
  Development Processes (IFIP WG 13.2 & WG 13.5 International Workshop @ INTERACT2019)
status: public
title: 'A Model-based Framework for Context-aware Augmented Reality Applications '
type: conference
user_id: '8447'
year: '2019'
...
---
_id: '12890'
abstract:
- lang: eng
  text: 'We formulate a generic framework for blind source separation (BSS), which
    allows integrating data-driven spectro-temporal methods, such as deep clustering
    and deep attractor networks, with physically motivated probabilistic spatial methods,
    such as complex angular central Gaussian mixture models. The integrated model
    exploits the complementary strengths of the two approaches to BSS: the strong
    modeling power of neural networks, which, however, is based on supervised learning,
    and the ease of unsupervised learning of the spatial mixture models whose few
    parameters can be estimated on as little as a single segment of a real mixture
    of speech. Experiments are carried out on both artificially mixed speech and true
    recordings of speech mixtures. The experiments verify that the integrated models
    consistently outperform the individual components. We further extend the models
    to cope with noisy, reverberant speech and introduce a cross-domain teacher–student
    training where the mixture model serves as the teacher to provide training targets
    for the student neural network.'
author:
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: Drude L, Haeb-Umbach R. Integration of Neural Networks and Probabilistic Spatial
    Models for Acoustic Blind Source Separation. <i>IEEE Journal of Selected Topics
    in Signal Processing</i>. 2019. doi:<a href="https://doi.org/10.1109/JSTSP.2019.2912565">10.1109/JSTSP.2019.2912565</a>
  apa: Drude, L., &#38; Haeb-Umbach, R. (2019). Integration of Neural Networks and
    Probabilistic Spatial Models for Acoustic Blind Source Separation. <i>IEEE Journal
    of Selected Topics in Signal Processing</i>. <a href="https://doi.org/10.1109/JSTSP.2019.2912565">https://doi.org/10.1109/JSTSP.2019.2912565</a>
  bibtex: '@article{Drude_Haeb-Umbach_2019, title={Integration of Neural Networks
    and Probabilistic Spatial Models for Acoustic Blind Source Separation}, DOI={<a
    href="https://doi.org/10.1109/JSTSP.2019.2912565">10.1109/JSTSP.2019.2912565</a>},
    journal={IEEE Journal of Selected Topics in Signal Processing}, author={Drude,
    Lukas and Haeb-Umbach, Reinhold}, year={2019} }'
  chicago: Drude, Lukas, and Reinhold Haeb-Umbach. “Integration of Neural Networks
    and Probabilistic Spatial Models for Acoustic Blind Source Separation.” <i>IEEE
    Journal of Selected Topics in Signal Processing</i>, 2019. <a href="https://doi.org/10.1109/JSTSP.2019.2912565">https://doi.org/10.1109/JSTSP.2019.2912565</a>.
  ieee: L. Drude and R. Haeb-Umbach, “Integration of Neural Networks and Probabilistic
    Spatial Models for Acoustic Blind Source Separation,” <i>IEEE Journal of Selected
    Topics in Signal Processing</i>, 2019.
  mla: Drude, Lukas, and Reinhold Haeb-Umbach. “Integration of Neural Networks and
    Probabilistic Spatial Models for Acoustic Blind Source Separation.” <i>IEEE Journal
    of Selected Topics in Signal Processing</i>, 2019, doi:<a href="https://doi.org/10.1109/JSTSP.2019.2912565">10.1109/JSTSP.2019.2912565</a>.
  short: L. Drude, R. Haeb-Umbach, IEEE Journal of Selected Topics in Signal Processing
    (2019).
date_created: 2019-07-26T08:38:46Z
date_updated: 2022-01-06T06:51:23Z
ddc:
- '050'
department:
- _id: '54'
doi: 10.1109/JSTSP.2019.2912565
file:
- access_level: open_access
  content_type: application/pdf
  creator: huesera
  date_created: 2019-08-07T07:12:21Z
  date_updated: 2019-08-14T07:11:22Z
  file_id: '12903'
  file_name: IEEE Jounal_2019_Drude_Paper.pdf
  file_size: 967424
  relation: main_file
file_date_updated: 2019-08-14T07:11:22Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: IEEE Journal of Selected Topics in Signal Processing
publication_identifier:
  eissn:
  - 1941-0484
status: public
title: Integration of Neural Networks and Probabilistic Spatial Models for Acoustic
  Blind Source Separation
type: journal_article
user_id: '11213'
year: '2019'
...
---
_id: '12894'
author:
- first_name: Mirjam
  full_name: Augstein, Mirjam
  last_name: Augstein
- first_name: Eelco
  full_name: Herder, Eelco
  last_name: Herder
- first_name: Wolfgang
  full_name: Wörndl, Wolfgang
  last_name: Wörndl
- first_name: Enes
  full_name: Yigitbas, Enes
  id: '8447'
  last_name: Yigitbas
  orcid: 0000-0002-5967-833X
citation:
  ama: 'Augstein M, Herder E, Wörndl W, Yigitbas E. ABIS 2019 – 23rd International
    Workshop on Personalization and Recommendation on the Web and Beyond. In: <i>30th
    ACM Conference on Hypertext and Social Media (HT ’19), September 17–20, 2019,
    Hof, Germany</i>. ACM; 2019.'
  apa: Augstein, M., Herder, E., Wörndl, W., &#38; Yigitbas, E. (2019). ABIS 2019
    – 23rd International Workshop on Personalization and Recommendation on the Web
    and Beyond. In <i>30th ACM Conference on Hypertext and Social Media (HT ’19),
    September 17–20, 2019, Hof, Germany</i>. ACM.
  bibtex: '@inproceedings{Augstein_Herder_Wörndl_Yigitbas_2019, title={ABIS 2019 –
    23rd International Workshop on Personalization and Recommendation on the Web and
    Beyond}, booktitle={30th ACM Conference on Hypertext and Social Media (HT ’19),
    September 17–20, 2019, Hof, Germany}, publisher={ACM}, author={Augstein, Mirjam
    and Herder, Eelco and Wörndl, Wolfgang and Yigitbas, Enes}, year={2019} }'
  chicago: Augstein, Mirjam, Eelco Herder, Wolfgang Wörndl, and Enes Yigitbas. “ABIS
    2019 – 23rd International Workshop on Personalization and Recommendation on the
    Web and Beyond.” In <i>30th ACM Conference on Hypertext and Social Media (HT ’19),
    September 17–20, 2019, Hof, Germany</i>. ACM, 2019.
  ieee: M. Augstein, E. Herder, W. Wörndl, and E. Yigitbas, “ABIS 2019 – 23rd International
    Workshop on Personalization and Recommendation on the Web and Beyond,” in <i>30th
    ACM Conference on Hypertext and Social Media (HT ’19), September 17–20, 2019,
    Hof, Germany</i>, 2019.
  mla: Augstein, Mirjam, et al. “ABIS 2019 – 23rd International Workshop on Personalization
    and Recommendation on the Web and Beyond.” <i>30th ACM Conference on Hypertext
    and Social Media (HT ’19), September 17–20, 2019, Hof, Germany</i>, ACM, 2019.
  short: 'M. Augstein, E. Herder, W. Wörndl, E. Yigitbas, in: 30th ACM Conference
    on Hypertext and Social Media (HT ’19), September 17–20, 2019, Hof, Germany, ACM,
    2019.'
date_created: 2019-07-29T15:28:26Z
date_updated: 2022-01-06T06:51:24Z
department:
- _id: '66'
- _id: '534'
language:
- iso: eng
publication: 30th ACM Conference on Hypertext and Social Media (HT ’19), September
  17–20, 2019, Hof, Germany
publisher: ACM
status: public
title: ABIS 2019 – 23rd International Workshop on Personalization and Recommendation
  on the Web and Beyond
type: conference
user_id: '8447'
year: '2019'
...
---
_id: '12908'
author:
- first_name: Manfred
  full_name: Hammer, Manfred
  id: '48077'
  last_name: Hammer
  orcid: 0000-0002-6331-9348
- first_name: Lena
  full_name: Ebers, Lena
  id: '40428'
  last_name: Ebers
- first_name: Jens
  full_name: Förstner, Jens
  id: '158'
  last_name: Förstner
  orcid: 0000-0001-7059-9862
citation:
  ama: 'Hammer M, Ebers L, Förstner J. Oblique quasi-lossless excitation of a thin
    silicon slab waveguide: a guided-wave variant of an anti-reflection coating. <i>Journal
    of the Optical Society of America B</i>. 2019;36:2395. doi:<a href="https://doi.org/10.1364/josab.36.002395">10.1364/josab.36.002395</a>'
  apa: 'Hammer, M., Ebers, L., &#38; Förstner, J. (2019). Oblique quasi-lossless excitation
    of a thin silicon slab waveguide: a guided-wave variant of an anti-reflection
    coating. <i>Journal of the Optical Society of America B</i>, <i>36</i>, 2395.
    <a href="https://doi.org/10.1364/josab.36.002395">https://doi.org/10.1364/josab.36.002395</a>'
  bibtex: '@article{Hammer_Ebers_Förstner_2019, title={Oblique quasi-lossless excitation
    of a thin silicon slab waveguide: a guided-wave variant of an anti-reflection
    coating}, volume={36}, DOI={<a href="https://doi.org/10.1364/josab.36.002395">10.1364/josab.36.002395</a>},
    journal={Journal of the Optical Society of America B}, author={Hammer, Manfred
    and Ebers, Lena and Förstner, Jens}, year={2019}, pages={2395} }'
  chicago: 'Hammer, Manfred, Lena Ebers, and Jens Förstner. “Oblique Quasi-Lossless
    Excitation of a Thin Silicon Slab Waveguide: A Guided-Wave Variant of an Anti-Reflection
    Coating.” <i>Journal of the Optical Society of America B</i> 36 (2019): 2395.
    <a href="https://doi.org/10.1364/josab.36.002395">https://doi.org/10.1364/josab.36.002395</a>.'
  ieee: 'M. Hammer, L. Ebers, and J. Förstner, “Oblique quasi-lossless excitation
    of a thin silicon slab waveguide: a guided-wave variant of an anti-reflection
    coating,” <i>Journal of the Optical Society of America B</i>, vol. 36, p. 2395,
    2019.'
  mla: 'Hammer, Manfred, et al. “Oblique Quasi-Lossless Excitation of a Thin Silicon
    Slab Waveguide: A Guided-Wave Variant of an Anti-Reflection Coating.” <i>Journal
    of the Optical Society of America B</i>, vol. 36, 2019, p. 2395, doi:<a href="https://doi.org/10.1364/josab.36.002395">10.1364/josab.36.002395</a>.'
  short: M. Hammer, L. Ebers, J. Förstner, Journal of the Optical Society of America
    B 36 (2019) 2395.
date_created: 2019-08-09T07:07:45Z
date_updated: 2022-01-06T06:51:24Z
ddc:
- '530'
department:
- _id: '61'
- _id: '230'
- _id: '429'
doi: 10.1364/josab.36.002395
file:
- access_level: open_access
  content_type: application/pdf
  creator: fossie
  date_created: 2019-08-09T07:09:04Z
  date_updated: 2019-08-09T07:09:04Z
  file_id: '12909'
  file_name: 2019-07 Hammer - JOSA B - Oblique Quasi-Lossless Excitation of a Thin
    Silicon Slab Waveguide (preprint).pdf
  file_size: 728533
  relation: main_file
file_date_updated: 2019-08-09T07:09:04Z
has_accepted_license: '1'
intvolume: '        36'
keyword:
- tet_topic_waveguides
language:
- iso: eng
oa: '1'
page: '2395'
project:
- _id: '53'
  name: TRR 142
- _id: '56'
  name: TRR 142 - Project Area C
- _id: '75'
  name: TRR 142 - Subproject C5
publication: Journal of the Optical Society of America B
publication_identifier:
  issn:
  - 0740-3224
  - 1520-8540
publication_status: published
status: public
title: 'Oblique quasi-lossless excitation of a thin silicon slab waveguide: a guided-wave
  variant of an anti-reflection coating'
type: journal_article
user_id: '158'
volume: 36
year: '2019'
...
---
_id: '12912'
author:
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Razzaghi Kouchaksaraei H, Karl H. Quantitative Analysis of Dynamically Provisioned
    Heterogeneous Network Services. In: <i>15th International Conference on Network
    and Service Management (CNSM)</i>. Halifax, Canada; 2019.'
  apa: Razzaghi Kouchaksaraei, H., &#38; Karl, H. (2019). Quantitative Analysis of
    Dynamically Provisioned Heterogeneous Network Services. In <i>15th International
    Conference on Network and Service Management (CNSM)</i>. Halifax, Canada.
  bibtex: '@inproceedings{Razzaghi Kouchaksaraei_Karl_2019, place={Halifax, Canada},
    title={Quantitative Analysis of Dynamically Provisioned Heterogeneous Network
    Services}, booktitle={15th International Conference on Network and Service Management
    (CNSM)}, author={Razzaghi Kouchaksaraei, Hadi and Karl, Holger}, year={2019} }'
  chicago: Razzaghi Kouchaksaraei, Hadi, and Holger Karl. “Quantitative Analysis of
    Dynamically Provisioned Heterogeneous Network Services.” In <i>15th International
    Conference on Network and Service Management (CNSM)</i>. Halifax, Canada, 2019.
  ieee: H. Razzaghi Kouchaksaraei and H. Karl, “Quantitative Analysis of Dynamically
    Provisioned Heterogeneous Network Services,” in <i>15th International Conference
    on Network and Service Management (CNSM)</i>, Halifax, Canada, 2019.
  mla: Razzaghi Kouchaksaraei, Hadi, and Holger Karl. “Quantitative Analysis of Dynamically
    Provisioned Heterogeneous Network Services.” <i>15th International Conference
    on Network and Service Management (CNSM)</i>, 2019.
  short: 'H. Razzaghi Kouchaksaraei, H. Karl, in: 15th International Conference on
    Network and Service Management (CNSM), Halifax, Canada, 2019.'
conference:
  end_date: 2019-10-25
  location: Halifax, Canada
  name: 15th International Conference on Network and Service Management
  start_date: 2019-10-21
date_created: 2019-08-12T08:12:30Z
date_updated: 2022-01-06T06:51:24Z
department:
- _id: '34'
language:
- iso: eng
place: Halifax, Canada
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: 15th International Conference on Network and Service Management (CNSM)
publication_status: published
status: public
title: Quantitative Analysis of Dynamically Provisioned Heterogeneous Network Services
type: conference
user_id: '60845'
year: '2019'
...
