---
_id: '13808'
abstract:
- lang: eng
  text: "\r\n\r\nThirteen datasets of sensor values, with one dataset without sensor
    defects (data_standard.csv). All other datasets are based on the dataset without
    a defect, with the values of Temp_Sensor_2 modified to simulate different sensor
    defects:\r\n\r\n    Sensor Drift: 1‰/hour (data_drift_0_001.csv), 2.5‰/hour (data_drift_0_0025.csv),
    5‰/hour (data_drift_0_005.csv)\r\n    Sensor Offset: 1°C Offset (data_offset_1.csv),
    2°Offset (data_offset_2.csv), 5°Offset (data_offset_5.csv)\r\n    Sensor Peaks:
    1 Peak/Minute (data_peak_1.csv), 2 Peaks/Minute (data_peak_2.csv), 5 Peaks/Minute
    (data_peak_5.csv), 10 Peaks/Minute(data_peak_10.csv)\r\n    Sensor Noise: 10 dB
    SNR (data_noise_10dB.csv), 0 dB SNR (data_noise_0dB.csv)\r\n\r\nThe datasets are
    given as comma-separated values in text files. The first column in each file holds
    time stamps, while the following columns hold the sensor values. The first entry
    in every column gives the name of the sensor. All datasets are zipped into one
    file (data.zip).\r\n\r\nAdditionally attached is configuration data (Configuration.pdf)
    for the sensor fusion approach that was used to classify the datasets.\r\n\r\nFor
    more information please contact the uploader.\r\n"
author:
- first_name: Jan-Friedrich
  full_name: Ehlenbröker, Jan-Friedrich
  id: '1852'
  last_name: Ehlenbröker
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '88034'
  last_name: Mönks
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: Ehlenbröker JF, Mönks U, Lohweg V. <i>Typical Sensor Defects Dataset</i>. Zenodo;
    2016. doi:<a href="https://doi.org/10.5281/ZENODO.56358">10.5281/ZENODO.56358</a>
  apa: Ehlenbröker, J.-F., Mönks, U., &#38; Lohweg, V. (2016). <i>Typical Sensor Defects
    Dataset</i>. Zenodo. <a href="https://doi.org/10.5281/ZENODO.56358">https://doi.org/10.5281/ZENODO.56358</a>
  bjps: <b>Ehlenbröker J-F, Mönks U and Lohweg V</b> (2016) <i>Typical Sensor Defects
    Dataset</i>. Zenodo.
  chicago: Ehlenbröker, Jan-Friedrich, Uwe Mönks, and Volker Lohweg. <i>Typical Sensor
    Defects Dataset</i>. Zenodo, 2016. <a href="https://doi.org/10.5281/ZENODO.56358">https://doi.org/10.5281/ZENODO.56358</a>.
  chicago-de: Ehlenbröker, Jan-Friedrich, Uwe Mönks und Volker Lohweg. 2016. <i>Typical
    Sensor Defects Dataset</i>. Zenodo. doi:<a href="https://doi.org/10.5281/ZENODO.56358">10.5281/ZENODO.56358</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Ehlenbröker, Jan-Friedrich</span>
    ; <span style="font-variant:small-caps;">Mönks, Uwe</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span>: <i>Typical Sensor Defects Dataset</i> : Zenodo, 2016'
  havard: J.-F. Ehlenbröker, U. Mönks, V. Lohweg, Typical Sensor Defects Dataset,
    Zenodo, 2016.
  ieee: 'J.-F. Ehlenbröker, U. Mönks, and V. Lohweg, <i>Typical Sensor Defects Dataset</i>.
    Zenodo, 2016. doi: <a href="https://doi.org/10.5281/ZENODO.56358">10.5281/ZENODO.56358</a>.'
  mla: Ehlenbröker, Jan-Friedrich, et al. <i>Typical Sensor Defects Dataset</i>. Zenodo,
    2016, <a href="https://doi.org/10.5281/ZENODO.56358">https://doi.org/10.5281/ZENODO.56358</a>.
  short: J.-F. Ehlenbröker, U. Mönks, V. Lohweg, Typical Sensor Defects Dataset, Zenodo,
    2016.
  ufg: '<b>Ehlenbröker, Jan-Friedrich/Mönks, Uwe/Lohweg, Volker</b>: Typical Sensor
    Defects Dataset, o. O. 2016.'
  van: Ehlenbröker JF, Mönks U, Lohweg V. Typical Sensor Defects Dataset. Zenodo;
    2016.
date_created: 2026-06-08T13:40:53Z
date_updated: 2026-06-09T06:42:59Z
department:
- _id: DEP5023
doi: 10.5281/ZENODO.56358
keyword:
- sensor data
- sensor defect
publisher: Zenodo
status: public
title: Typical Sensor Defects Dataset
type: research_data
user_id: '83781'
year: '2016'
...
---
_id: '13823'
abstract:
- lang: eng
  text: "\r\nTwo datasets of sensor values, with each dataset including one defect
    sensor that delivers incorrect values. The datasets where gathered during tests
    in a hazardous material storage demonstrator.\r\n\r\nThe datasets are given as
    comma-separated values in text files. The first line in each file holds time stamps,
    while the following lines hold the sensor values. The first entry in every line
    gives the name of the sensor.\r\n\r\nThe first dataset (data_scenario_1.csv) was
    recorded under normal operating conditions, with the sensor Temperature_Inside_8
    delivering incorrect values. In the second scenario (data_scenario_2.csv) there
    is a leakage of fluid inside the hazardous material storage. At the same time
    the sensor Smoke_Inside_0 delivers incorrect values.\r\n\r\nAdditionally attached
    is configuration data (Configurations.pdf) for the sensor fusion approach that
    was used to classify the datasets.\r\n\r\nFor more information please contact
    the uploader.\r\n"
author:
- first_name: Jan-Friedrich
  full_name: Ehlenbröker, Jan-Friedrich
  id: '1852'
  last_name: Ehlenbröker
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '88034'
  last_name: Mönks
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: Ehlenbröker JF, Mönks U, Lohweg V. <i>Sensor Defect Detection Datasets With
    Configuration</i>. Zenodo; 2016. doi:<a href="https://doi.org/10.5281/ZENODO.48728">10.5281/ZENODO.48728</a>
  apa: Ehlenbröker, J.-F., Mönks, U., &#38; Lohweg, V. (2016). <i>Sensor Defect Detection
    Datasets With Configuration</i>. Zenodo. <a href="https://doi.org/10.5281/ZENODO.48728">https://doi.org/10.5281/ZENODO.48728</a>
  bjps: <b>Ehlenbröker J-F, Mönks U and Lohweg V</b> (2016) <i>Sensor Defect Detection
    Datasets With Configuration</i>. Zenodo.
  chicago: Ehlenbröker, Jan-Friedrich, Uwe Mönks, and Volker Lohweg. <i>Sensor Defect
    Detection Datasets With Configuration</i>. Zenodo, 2016. <a href="https://doi.org/10.5281/ZENODO.48728">https://doi.org/10.5281/ZENODO.48728</a>.
  chicago-de: Ehlenbröker, Jan-Friedrich, Uwe Mönks und Volker Lohweg. 2016. <i>Sensor
    Defect Detection Datasets With Configuration</i>. Zenodo. doi:<a href="https://doi.org/10.5281/ZENODO.48728">10.5281/ZENODO.48728</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Ehlenbröker, Jan-Friedrich</span>
    ; <span style="font-variant:small-caps;">Mönks, Uwe</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span>: <i>Sensor Defect Detection Datasets With Configuration</i> : Zenodo,
    2016'
  havard: J.-F. Ehlenbröker, U. Mönks, V. Lohweg, Sensor Defect Detection Datasets
    With Configuration, Zenodo, 2016.
  ieee: 'J.-F. Ehlenbröker, U. Mönks, and V. Lohweg, <i>Sensor Defect Detection Datasets
    With Configuration</i>. Zenodo, 2016. doi: <a href="https://doi.org/10.5281/ZENODO.48728">10.5281/ZENODO.48728</a>.'
  mla: Ehlenbröker, Jan-Friedrich, et al. <i>Sensor Defect Detection Datasets With
    Configuration</i>. Zenodo, 2016, <a href="https://doi.org/10.5281/ZENODO.48728">https://doi.org/10.5281/ZENODO.48728</a>.
  short: J.-F. Ehlenbröker, U. Mönks, V. Lohweg, Sensor Defect Detection Datasets
    With Configuration, Zenodo, 2016.
  ufg: '<b>Ehlenbröker, Jan-Friedrich/Mönks, Uwe/Lohweg, Volker</b>: Sensor Defect
    Detection Datasets With Configuration, o. O. 2016.'
  van: Ehlenbröker JF, Mönks U, Lohweg V. Sensor Defect Detection Datasets With Configuration.
    Zenodo; 2016.
date_created: 2026-06-16T14:05:05Z
date_updated: 2026-06-16T14:06:26Z
department:
- _id: DEP5023
doi: 10.5281/ZENODO.48728
keyword:
- sensor data
- sensor defect
publisher: Zenodo
status: public
title: Sensor Defect Detection Datasets With Configuration
type: research_data
user_id: '83781'
year: '2016'
...
---
_id: '13822'
abstract:
- lang: eng
  text: " \r\n\r\nTwo datasets of sensor values, with each dataset including one defect
    sensor that delivers incorrect values. The datasets where gathered during tests
    in a hazardous material storage demonstrator.\r\n\r\nThe datasets are given as
    comma-separated values in text files. The first line in each file holds time stamps,
    while the following lines hold the sensor values. The first entry in every line
    gives the name of the sensor.\r\n\r\nThe first dataset (data_scenario_1.txt) was
    recorded under normal operating conditions, with the sensor Temperature_Inside_8
    delivering incorrect values. In the second scenario there is a leakage of fluid
    inside the hazardous material storage. At the same time the sensor Smoke_Inside_0
    delivers incorrect values."
author:
- first_name: Jan-Friedrich
  full_name: Ehlenbröker, Jan-Friedrich
  id: '1852'
  last_name: Ehlenbröker
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '88034'
  last_name: Mönks
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: Ehlenbröker JF, Mönks U, Lohweg V. <i>Sensor Defect Detection Datasets</i>.
    Zenodo; 2015. doi:<a href="https://doi.org/10.5281/ZENODO.34511">10.5281/ZENODO.34511</a>
  apa: Ehlenbröker, J.-F., Mönks, U., &#38; Lohweg, V. (2015). <i>Sensor Defect Detection
    Datasets</i>. Zenodo. <a href="https://doi.org/10.5281/ZENODO.34511">https://doi.org/10.5281/ZENODO.34511</a>
  bjps: <b>Ehlenbröker J-F, Mönks U and Lohweg V</b> (2015) <i>Sensor Defect Detection
    Datasets</i>. Zenodo.
  chicago: Ehlenbröker, Jan-Friedrich, Uwe Mönks, and Volker Lohweg. <i>Sensor Defect
    Detection Datasets</i>. Zenodo, 2015. <a href="https://doi.org/10.5281/ZENODO.34511">https://doi.org/10.5281/ZENODO.34511</a>.
  chicago-de: Ehlenbröker, Jan-Friedrich, Uwe Mönks und Volker Lohweg. 2015. <i>Sensor
    Defect Detection Datasets</i>. Zenodo. doi:<a href="https://doi.org/10.5281/ZENODO.34511">10.5281/ZENODO.34511</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Ehlenbröker, Jan-Friedrich</span>
    ; <span style="font-variant:small-caps;">Mönks, Uwe</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span>: <i>Sensor Defect Detection Datasets</i> : Zenodo, 2015'
  havard: J.-F. Ehlenbröker, U. Mönks, V. Lohweg, Sensor Defect Detection Datasets,
    Zenodo, 2015.
  ieee: 'J.-F. Ehlenbröker, U. Mönks, and V. Lohweg, <i>Sensor Defect Detection Datasets</i>.
    Zenodo, 2015. doi: <a href="https://doi.org/10.5281/ZENODO.34511">10.5281/ZENODO.34511</a>.'
  mla: Ehlenbröker, Jan-Friedrich, et al. <i>Sensor Defect Detection Datasets</i>.
    Zenodo, 2015, <a href="https://doi.org/10.5281/ZENODO.34511">https://doi.org/10.5281/ZENODO.34511</a>.
  short: J.-F. Ehlenbröker, U. Mönks, V. Lohweg, Sensor Defect Detection Datasets,
    Zenodo, 2015.
  ufg: '<b>Ehlenbröker, Jan-Friedrich/Mönks, Uwe/Lohweg, Volker</b>: Sensor Defect
    Detection Datasets, o. O. 2015.'
  van: Ehlenbröker JF, Mönks U, Lohweg V. Sensor Defect Detection Datasets. Zenodo;
    2015.
date_created: 2026-06-16T13:52:30Z
date_updated: 2026-06-16T14:04:18Z
department:
- _id: DEP5023
doi: 10.5281/ZENODO.34511
keyword:
- sensor data
- sensor defect
publisher: Zenodo
status: public
title: Sensor Defect Detection Datasets
type: research_data
user_id: '83781'
year: '2015'
...