Dataset Open Access

An EEG dataset for cross-session mental workload estimation: Passive BCI competition of the Neuroergonomics Conference 2021

Hinss, Marcel F.; Darmet, Ludovic; Somon, Bertille; Jahanpour, Emilie; Lotte, Fabien; Ladouce, Simon; Roy, Raphaëlle N.


JSON Export

{
  "files": [
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/chan_locs_standard"
      }, 
      "checksum": "md5:5c2869958ac5d1af8f9c5e8173e19b88", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "chan_locs_standard", 
      "type": "", 
      "size": 2340
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/documentation_pBCI_hackathon.pdf"
      }, 
      "checksum": "md5:f9e4b42b9b959722dcb58c6e424d48da", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "documentation_pBCI_hackathon.pdf", 
      "type": "pdf", 
      "size": 409938
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/estimation_results_session3.csv"
      }, 
      "checksum": "md5:f1122f73893f51aa1fbd0d0391dfe31b", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "estimation_results_session3.csv", 
      "type": "csv", 
      "size": 2591
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/Example_matlab.pdf"
      }, 
      "checksum": "md5:92845ee256eeb08a1c50b30a609600c4", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "Example_matlab.pdf", 
      "type": "pdf", 
      "size": 84541
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/Example_python.pdf"
      }, 
      "checksum": "md5:47d0a293a7b5a14c246e3a6a7ce13a09", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "Example_python.pdf", 
      "type": "pdf", 
      "size": 50975
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P01.zip"
      }, 
      "checksum": "md5:e54f3873a07500a8649cab1f567656cb", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P01.zip", 
      "type": "zip", 
      "size": 181032275
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P02.zip"
      }, 
      "checksum": "md5:b1906fa43d1483c69ba02cc0341a41d9", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P02.zip", 
      "type": "zip", 
      "size": 181083091
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P03.zip"
      }, 
      "checksum": "md5:f09382e996bfe59e1d2d7bf9c6bfc33f", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P03.zip", 
      "type": "zip", 
      "size": 181262858
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P04.zip"
      }, 
      "checksum": "md5:cededfbc3cbf00b7eb5d09b53441e62a", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P04.zip", 
      "type": "zip", 
      "size": 181024179
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P05.zip"
      }, 
      "checksum": "md5:05ea67a33520bbcf1745ff56e677b0c4", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P05.zip", 
      "type": "zip", 
      "size": 180254624
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P06.zip"
      }, 
      "checksum": "md5:50d16798d14c1c698b4dd4f9b526d4b3", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P06.zip", 
      "type": "zip", 
      "size": 181039834
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P07.zip"
      }, 
      "checksum": "md5:e1bd1931965c3117c000e3ea91579258", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P07.zip", 
      "type": "zip", 
      "size": 180297451
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P08.zip"
      }, 
      "checksum": "md5:281ecf30e5139046d37e6045e0cfda26", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P08.zip", 
      "type": "zip", 
      "size": 181048090
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P09.zip"
      }, 
      "checksum": "md5:6ebeeb5fe0a7f4033cc60135f1e3f901", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P09.zip", 
      "type": "zip", 
      "size": 180610915
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P10.zip"
      }, 
      "checksum": "md5:0a5fad9f7c2fdc1e169128d4f548eaed", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P10.zip", 
      "type": "zip", 
      "size": 180648957
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P11.zip"
      }, 
      "checksum": "md5:3f266e6d8f1e61bb3dd9005a74123c08", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P11.zip", 
      "type": "zip", 
      "size": 181786771
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P12.zip"
      }, 
      "checksum": "md5:c4f9a83bd2dc8fd9ca189821d14e5b72", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P12.zip", 
      "type": "zip", 
      "size": 181705302
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P13.zip"
      }, 
      "checksum": "md5:779744d692c1ae34f1ff42328a197d64", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P13.zip", 
      "type": "zip", 
      "size": 180788156
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P14.zip"
      }, 
      "checksum": "md5:db2309ced29fbe6a285a6355d6747361", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P14.zip", 
      "type": "zip", 
      "size": 180954834
    }, 
    {
      "links": {
        "self": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8/P15.zip"
      }, 
      "checksum": "md5:c6894fdc339c8d31f22d02237b14404d", 
      "bucket": "5f5a553f-425b-497c-a017-cfaf565092f8", 
      "key": "P15.zip", 
      "type": "zip", 
      "size": 181677980
    }
  ], 
  "owners": [
    234057
  ], 
  "doi": "10.5281/zenodo.5055046", 
  "stats": {
    "version_unique_downloads": 768.0, 
    "unique_views": 380.0, 
    "views": 432.0, 
    "version_views": 965.0, 
    "unique_downloads": 454.0, 
    "version_unique_views": 800.0, 
    "volume": 99254294353.0, 
    "version_downloads": 2040.0, 
    "downloads": 1130.0, 
    "version_volume": 148457990385.0
  }, 
  "links": {
    "doi": "https://doi.org/10.5281/zenodo.5055046", 
    "conceptdoi": "https://doi.org/10.5281/zenodo.4917217", 
    "bucket": "https://zenodo.org/api/files/5f5a553f-425b-497c-a017-cfaf565092f8", 
    "conceptbadge": "https://zenodo.org/badge/doi/10.5281/zenodo.4917217.svg", 
    "html": "https://zenodo.org/record/5055046", 
    "latest_html": "https://zenodo.org/record/5055046", 
    "badge": "https://zenodo.org/badge/doi/10.5281/zenodo.5055046.svg", 
    "latest": "https://zenodo.org/api/records/5055046"
  }, 
  "conceptdoi": "10.5281/zenodo.4917217", 
  "created": "2021-07-01T12:50:43.246140+00:00", 
  "updated": "2021-07-02T08:18:32.125232+00:00", 
  "conceptrecid": "4917217", 
  "revision": 3, 
  "id": 5055046, 
  "metadata": {
    "access_right_category": "success", 
    "doi": "10.5281/zenodo.5055046", 
    "description": "<p>The dataset is part of a new open EEG database designed to answer a need for more publicly available EEG-based dataset to design and benchmark passive brain-computer interface pipelines (as detailed in [Hinss2021]). This database is currently being created and will be fully released before the end of the year. It will include data acquired over 30 participant, 4 tasks and 3 sessions. For this competition, hosted by the Neuroergonomics Conference 2021, only one task and half the participants will be analyzed. Hence, this competition focuses on a renowned task that elicits various levels of mental/cognitive workload: the Multi-Atribute Task Battery-II (MATB-II) developed by NASA (https://matb.larc.nasa.gov/). It is composed of 4 sub-tasks: system monitoring, tracking, resource management and communications. By varying the number and complexity of the sub-tasks, 3 levels of workload were elicited (verified through statistical analyzes of both subjective and objective -behavioral and cardiac- data). Each difficulty level was performed by 15 subjects (6 female; 9 average 25 y.o.) during 5 minutes per session, in a pseudo-randomized order. Each session was separated by 7 days. We used a 62 actiChamp EEG channels device (BrainProducts; electrode placement 10-20 system).</p>\n\n<p>&nbsp;</p>\n\n<p><strong>For the competition, your goal is to predict the mental workload for a given subject (intra-subject estimation) using the EEG data from another session (inter-session adaptation). More information on the conference website and in the documentation file.</strong></p>", 
    "language": "eng", 
    "title": "An EEG dataset for cross-session mental workload estimation: Passive BCI competition of the Neuroergonomics Conference 2021", 
    "license": {
      "id": "CC-BY-SA-4.0"
    }, 
    "notes": "The project was validated by the local ethical committee of the University of Toulouse (CER number 2021-342).", 
    "relations": {
      "version": [
        {
          "count": 2, 
          "index": 1, 
          "parent": {
            "pid_type": "recid", 
            "pid_value": "4917217"
          }, 
          "is_last": true, 
          "last_child": {
            "pid_type": "recid", 
            "pid_value": "5055046"
          }
        }
      ]
    }, 
    "version": "2", 
    "keywords": [
      "EEG", 
      "Workload", 
      "MATB", 
      "Passive BCI", 
      "Classification", 
      "Physiological computing"
    ], 
    "publication_date": "2021-07-01", 
    "creators": [
      {
        "affiliation": "Univ. Maastricht, NL", 
        "name": "Hinss, Marcel F."
      }, 
      {
        "affiliation": "ISAE-SUPAERO, Univ. Toulouse, France", 
        "name": "Darmet, Ludovic"
      }, 
      {
        "affiliation": "ISAE-SUPAERO, Univ. Toulouse, France", 
        "name": "Somon, Bertille"
      }, 
      {
        "affiliation": "ISAE-SUPAERO, Univ. Toulouse, France", 
        "name": "Jahanpour, Emilie"
      }, 
      {
        "affiliation": "Inria Bordeaux Sud-Ouest, Talence, France", 
        "name": "Lotte, Fabien"
      }, 
      {
        "affiliation": "ISAE-SUPAERO, Univ. Toulouse, France", 
        "name": "Ladouce, Simon"
      }, 
      {
        "orcid": "0000-0002-4258-8397", 
        "affiliation": "ISAE-SUPAERO, Univ. Toulouse, France", 
        "name": "Roy, Rapha\u00eblle N."
      }
    ], 
    "meeting": {
      "url": "https://www.neuroergonomicsconference.um.ifi.lmu.de/hackathons/", 
      "dates": "11-16 september 2021", 
      "place": "Munich, Germany", 
      "title": "Neuroergonomics Conference"
    }, 
    "access_right": "open", 
    "resource_type": {
      "type": "dataset", 
      "title": "Dataset"
    }, 
    "related_identifiers": [
      {
        "scheme": "doi", 
        "identifier": "10.5281/zenodo.4917217", 
        "relation": "isVersionOf"
      }
    ]
  }
}
965
2,040
views
downloads
All versions This version
Views 965432
Downloads 2,0401,130
Data volume 148.5 GB99.3 GB
Unique views 800380
Unique downloads 768454

Share

Cite as