---
_id: '13820'
abstract:
- lang: eng
  text: 'The goal of the dataset is to capture the long-term drift behavior of a commercial
    electronic nose based on 62 metal-oxide gas sensors. We measured three chemical
    analytes at different concentrations over 12 months: diacetyl (0.1 ppm and 1 ppm),
    2-phenylethanol (200 ppm and 1000 ppm), and ethanol, resulting in 700 time series
    recordings for each sensor across 40 days. Each single measurement includes a
    three-stage cycle: 1) baseline air for 5 min, 2) sample air exposure for 5 min,
    and 3) recovery stage for 5 min. The cycle stage information is given in the dataset
    as well. The dataset includes the readings from all 62 gas sensors (‘R’), from
    a temperature sensor (‘T01’) and from one humidity sensor (‘H01’).'
author:
- first_name: Julius
  full_name: Wörner, Julius
  last_name: Wörner
- first_name: Jonas
  full_name: Eimler, Jonas
  last_name: Eimler
- first_name: Miriam
  full_name: Pein-Hackelbusch, Miriam
  id: '64952'
  last_name: Pein-Hackelbusch
  orcid: 0000-0002-7920-0595
citation:
  ama: Wörner J, Eimler J, Pein-Hackelbusch M. <i>Long-Term Drift Behavior of Electronic
    Nose</i>. Zenodo; 2025. doi:<a href="https://doi.org/10.5281/ZENODO.15681119">10.5281/ZENODO.15681119</a>
  apa: Wörner, J., Eimler, J., &#38; Pein-Hackelbusch, M. (2025). <i>Long-Term Drift
    Behavior of Electronic Nose</i>. Zenodo. <a href="https://doi.org/10.5281/ZENODO.15681119">https://doi.org/10.5281/ZENODO.15681119</a>
  bjps: <b>Wörner J, Eimler J and Pein-Hackelbusch M</b> (2025) <i>Long-Term Drift
    Behavior of Electronic Nose</i>. Zenodo.
  chicago: Wörner, Julius, Jonas Eimler, and Miriam Pein-Hackelbusch. <i>Long-Term
    Drift Behavior of Electronic Nose</i>. Zenodo, 2025. <a href="https://doi.org/10.5281/ZENODO.15681119">https://doi.org/10.5281/ZENODO.15681119</a>.
  chicago-de: Wörner, Julius, Jonas Eimler und Miriam Pein-Hackelbusch. 2025. <i>Long-Term
    Drift Behavior of Electronic Nose</i>. Zenodo. doi:<a href="https://doi.org/10.5281/ZENODO.15681119">10.5281/ZENODO.15681119</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Wörner, Julius</span> ; <span
    style="font-variant:small-caps;">Eimler, Jonas</span> ; <span style="font-variant:small-caps;">Pein-Hackelbusch,
    Miriam</span>: <i>Long-Term Drift Behavior of Electronic Nose</i> : Zenodo, 2025'
  havard: J. Wörner, J. Eimler, M. Pein-Hackelbusch, Long-Term Drift Behavior of Electronic
    Nose, Zenodo, 2025.
  ieee: 'J. Wörner, J. Eimler, and M. Pein-Hackelbusch, <i>Long-Term Drift Behavior
    of Electronic Nose</i>. Zenodo, 2025. doi: <a href="https://doi.org/10.5281/ZENODO.15681119">10.5281/ZENODO.15681119</a>.'
  mla: Wörner, Julius, et al. <i>Long-Term Drift Behavior of Electronic Nose</i>.
    Zenodo, 2025, <a href="https://doi.org/10.5281/ZENODO.15681119">https://doi.org/10.5281/ZENODO.15681119</a>.
  short: J. Wörner, J. Eimler, M. Pein-Hackelbusch, Long-Term Drift Behavior of Electronic
    Nose, Zenodo, 2025.
  ufg: '<b>Wörner, Julius/Eimler, Jonas/Pein-Hackelbusch, Miriam</b>: Long-Term Drift
    Behavior of Electronic Nose, o. O. 2025.'
  van: Wörner J, Eimler J, Pein-Hackelbusch M. Long-Term Drift Behavior of Electronic
    Nose. Zenodo; 2025.
date_created: 2026-06-15T14:03:34Z
date_updated: 2026-06-16T13:46:57Z
department:
- _id: DEP4028
doi: 10.5281/ZENODO.15681119
keyword:
- electronic nose
- drift gas
- sensors
publisher: Zenodo
status: public
title: Long-Term Drift Behavior of Electronic Nose
type: research_data
user_id: '83781'
year: '2025'
...
---
_id: '10326'
abstract:
- lang: eng
  text: In the food industry, and especially in wines as products thereof, ethanol
    and sulfur dioxide play an equally important role. Both substances are important
    wine quality characteristics as they influence the taste and odor. As both substances
    comprise volatile matter, electronic noses should be applicable to discriminate
    the different qualities of wines. Our study investigates the influence of alcohol
    and sulfur dioxide on the discrimination ability of wines (especially those of
    the same grape variety) using two different electronic nose systems. One system
    is equipped with metal oxide sensors and the other with quartz crystal microbalance
    sensors. Contrary to indications in literature, where the alcohol content is discussed
    to have a large influence on e-nose results, it was shown that a difference of
    1 % ethanol was not sufficient to allow accurate discrimination using Linear Discriminant
    Analysis by any system. On the positive side, the analyzed concentrations of ethanol
    (about 12 %) did not superimpose other volatile information. So difference in
    sulfur dioxide content gave an accuracy for sample discrimination of up to 90.6
    % with MOS nose. Thus, we are so far partially able to discriminate wines with
    electronic noses based on their volatile imprint.
author:
- first_name: Julius
  full_name: Wörner, Julius
  id: '79011'
  last_name: Wörner
- first_name: Helene
  full_name: Dörksen, Helene
  id: '46416'
  last_name: Dörksen
- first_name: Miriam
  full_name: Pein-Hackelbusch, Miriam
  id: '64952'
  last_name: Pein-Hackelbusch
  orcid: 0000-0002-7920-0595
citation:
  ama: Wörner J, Dörksen H, Pein-Hackelbusch M. <i>Key Indicators for the Discrimination
    of Wines by Electronic Noses</i>.; 2023. doi:<a href="https://doi.org/10.1109/INDIN51400.2023.10217912">https://doi.org/10.1109/INDIN51400.2023.10217912</a>
  apa: Wörner, J., Dörksen, H., &#38; Pein-Hackelbusch, M. (2023). Key Indicators
    for the Discrimination of Wines by Electronic Noses. In <i>2023 IEEE 21st International
    Conference on Industrial Informatics (INDIN)</i>. 21st International Conference
    on Industrial Informatics (INDIN), Lemgo. <a href="https://doi.org/10.1109/INDIN51400.2023.10217912">https://doi.org/10.1109/INDIN51400.2023.10217912</a>
  bjps: <b>Wörner J, Dörksen H and Pein-Hackelbusch M</b> (2023) <i>Key Indicators
    for the Discrimination of Wines by Electronic Noses</i>. .
  chicago: Wörner, Julius, Helene Dörksen, and Miriam Pein-Hackelbusch. <i>Key Indicators
    for the Discrimination of Wines by Electronic Noses</i>. <i>2023 IEEE 21st International
    Conference on Industrial Informatics (INDIN)</i>, 2023. <a href="https://doi.org/10.1109/INDIN51400.2023.10217912">https://doi.org/10.1109/INDIN51400.2023.10217912</a>.
  chicago-de: Wörner, Julius, Helene Dörksen und Miriam Pein-Hackelbusch. 2023. <i>Key
    Indicators for the Discrimination of Wines by Electronic Noses</i>. <i>2023 IEEE
    21st International Conference on Industrial Informatics (INDIN)</i>. doi:<a href="https://doi.org/10.1109/INDIN51400.2023.10217912">https://doi.org/10.1109/INDIN51400.2023.10217912</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Wörner, Julius</span> ; <span
    style="font-variant:small-caps;">Dörksen, Helene</span> ; <span style="font-variant:small-caps;">Pein-Hackelbusch,
    Miriam</span>: <i>Key Indicators for the Discrimination of Wines by Electronic
    Noses</i>, 2023'
  havard: J. Wörner, H. Dörksen, M. Pein-Hackelbusch, Key Indicators for the Discrimination
    of Wines by Electronic Noses, 2023.
  ieee: 'J. Wörner, H. Dörksen, and M. Pein-Hackelbusch, <i>Key Indicators for the
    Discrimination of Wines by Electronic Noses</i>. 2023. doi: <a href="https://doi.org/10.1109/INDIN51400.2023.10217912">https://doi.org/10.1109/INDIN51400.2023.10217912</a>.'
  mla: Wörner, Julius, et al. “Key Indicators for the Discrimination of Wines by Electronic
    Noses.” <i>2023 IEEE 21st International Conference on Industrial Informatics (INDIN)</i>,
    2023, <a href="https://doi.org/10.1109/INDIN51400.2023.10217912">https://doi.org/10.1109/INDIN51400.2023.10217912</a>.
  short: J. Wörner, H. Dörksen, M. Pein-Hackelbusch, Key Indicators for the Discrimination
    of Wines by Electronic Noses, 2023.
  ufg: '<b>Wörner, Julius/Dörksen, Helene/Pein-Hackelbusch, Miriam</b>: Key Indicators
    for the Discrimination of Wines by Electronic Noses, o. O. 2023.'
  van: Wörner J, Dörksen H, Pein-Hackelbusch M. Key Indicators for the Discrimination
    of Wines by Electronic Noses. 2023 IEEE 21st International Conference on Industrial
    Informatics (INDIN). 2023.
conference:
  end_date: 2023-07-20
  location: Lemgo
  name: 21st International Conference on Industrial Informatics (INDIN)
  start_date: 2023-07-18
date_created: 2023-09-14T05:50:47Z
date_updated: 2025-03-13T13:48:05Z
department:
- _id: DEP4000
- _id: DEP4028
doi: https://doi.org/10.1109/INDIN51400.2023.10217912
keyword:
- Ethanol
- Pipelines
- Metals
- Nose
- Electronic noses
- Sensor systems
- Sensors
- Quartz crystals
- Linear discriminant analysis
- Sulfur
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://ieeexplore.ieee.org/document/10217912
oa: '1'
publication: 2023 IEEE 21st International Conference on Industrial Informatics (INDIN)
publication_status: published
status: public
title: Key Indicators for the Discrimination of Wines by Electronic Noses
type: conference_speech
user_id: '64952'
year: '2023'
...