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Synthetic Temperature Data for Predicting Flashover Occurrence Using Surrogate Temperature Data

Published by National Institute of Standards and Technology | National Institute of Standards and Technology | Catalog Last Checked: August 02, 2025 at 02:36 PM | Dataset Last Updated: January 09, 2021
This data set provides heat detector temperatures in a single-story ranch structure with a living room, kitchen, dining room, and three bedrooms. 20000 sets of detector temperatures are generated using CData [1]. The data set are obtained based on simulation runs with various fire conditions and door opening conditions. The fire is described based on t-squared law. The peak heat release rate and time to peak range from approximately 1667 kW to 4620 kW and from 210 s to 1540 s, respectively. A detailed description of this work can be found in Ref. [2].[1] Reneke, P.A., Peacock, R.D., Gilbert, S.W. and Cleary, T.G., 2021. CFAST Consolidated Fire and Smoke Transport (Version 7) Volume 5: CFAST Fire Data Generator (CData). NIST Technical Note 1889v5. Gaithersburg, MD.[2] Fu, E.Y., Tam, W.C., Wang, J., Peacock, R., Reneke, P., Ngai, G., Leong, H.V. and Cleary, T., 2021, May. Predicting Flashover Occurrence using Surrogate Temperature Data. In Proceedings of the AAAI Conference on Artificial Intelligence (Vol. 35, No. 17, pp. 14785-14794).

Resources

24 resources available

  • P-Flash_RangeHouse_SixCompartments Summary

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
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  • RangeHouseData1-2000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
    Download

  • RangeHouseData10001-12000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
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  • RangeHouseData12001-14000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
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  • RangeHouseData14001-16000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
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  • RangeHouseData16001-18000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
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  • RangeHouseData18001-20000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
    Download

  • RangeHouseData4001-6000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
    Download

  • RangeHouseData6001-8000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
    Download

  • RangeHouseData8001-10000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
    Download

  • RangeHouseData2001-4000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
    Download

  • RangeHouseData1-2000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
    Download

  • RangeHouseData2001-4000

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
    Download

  • Resource 14

    APPLICATION/VND.OPENXMLFORMATS-OFFICEDOCUMENT.SPREADSHEETML.SHEET
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  • SHA256 File for RangeHouseData1-2000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData10001-12000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData12001-14000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData14001-16000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData16001-18000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData18001-20000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData2001-4000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData4001-6000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData6001-8000

    TEXT/PLAIN
    Download

  • SHA256 File for RangeHouseData8001-10000

    TEXT/PLAIN
    Download

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Complete Metadata
@type dcat:Dataset
accessLevel public
bureauCode 
                                            [
  "006:55"
]
contactPoint 
                                            {
  "fn": "Wai Cheong Tam",
  "hasEmail": "mailto:waicheong.tam@nist.gov"
}
description This data set provides heat detector temperatures in a single-story ranch structure with a living room, kitchen, dining room, and three bedrooms. 20000 sets of detector temperatures are generated using CData [1]. The data set are obtained based on simulation runs with various fire conditions and door opening conditions. The fire is described based on t-squared law. The peak heat release rate and time to peak range from approximately 1667 kW to 4620 kW and from 210 s to 1540 s, respectively. A detailed description of this work can be found in Ref. [2].[1] Reneke, P.A., Peacock, R.D., Gilbert, S.W. and Cleary, T.G., 2021. CFAST Consolidated Fire and Smoke Transport (Version 7) Volume 5: CFAST Fire Data Generator (CData). NIST Technical Note 1889v5. Gaithersburg, MD.[2] Fu, E.Y., Tam, W.C., Wang, J., Peacock, R., Reneke, P., Ngai, G., Leong, H.V. and Cleary, T., 2021, May. Predicting Flashover Occurrence using Surrogate Temperature Data. In Proceedings of the AAAI Conference on Artificial Intelligence (Vol. 35, No. 17, pp. 14785-14794).
distribution 
                                            [
  {
    "title": "P-Flash_RangeHouse_SixCompartments Summary",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data Description",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/P-Flash_RangeHouse_SixCompartments_AllData_2021-1-9.xlsx"
  },
  {
    "title": "RangeHouseData1-2000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiment 1 to 2000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData1-2000.xlsx"
  },
  {
    "title": "RangeHouseData10001-12000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiment 10001-12000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData10001-12000.xlsx"
  },
  {
    "title": "RangeHouseData12001-14000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiment 12001-14000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData12001-14000.xlsx"
  },
  {
    "title": "RangeHouseData14001-16000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiment 14001-16000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData14001-16000.xlsx"
  },
  {
    "title": "RangeHouseData16001-18000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiment 16001-18000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData16001-18000.xlsx"
  },
  {
    "title": "RangeHouseData18001-20000",
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    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData18001-20000.xlsx"
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  {
    "title": "RangeHouseData4001-6000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiment 4001-6000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData4001-6000.xlsx"
  },
  {
    "title": "RangeHouseData6001-8000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiment 6001-8000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData6001-8000.xlsx"
  },
  {
    "title": "RangeHouseData8001-10000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiment 8001-10000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData8001-10000.xlsx"
  },
  {
    "title": "RangeHouseData2001-4000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Data for Experiments 2001-4000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData2001-4000.xlsx"
  },
  {
    "title": "RangeHouseData1-2000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "RangeHouseData1-2000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData1-2000.xlsx"
  },
  {
    "title": "RangeHouseData2001-4000",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "RangeHouseData2001-4000",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData2001-4000.xlsx"
  },
  {
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData1-2000.xlsx"
  },
  {
    "title": "SHA256 File for RangeHouseData1-2000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData1-2000.xlsx.sha256"
  },
  {
    "title": "SHA256 File for RangeHouseData10001-12000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData10001-12000.xlsx.sha256"
  },
  {
    "title": "SHA256 File for RangeHouseData12001-14000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData12001-14000.xlsx.sha256"
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  {
    "title": "SHA256 File for RangeHouseData14001-16000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData14001-16000.xlsx.sha256"
  },
  {
    "title": "SHA256 File for RangeHouseData16001-18000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData16001-18000.xlsx.sha256"
  },
  {
    "title": "SHA256 File for RangeHouseData18001-20000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData18001-20000.xlsx.sha256"
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  {
    "title": "SHA256 File for RangeHouseData2001-4000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData2001-4000.xlsx.sha256"
  },
  {
    "title": "SHA256 File for RangeHouseData4001-6000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData4001-6000.xlsx.sha256"
  },
  {
    "title": "SHA256 File for RangeHouseData6001-8000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData6001-8000.xlsx.sha256"
  },
  {
    "title": "SHA256 File for RangeHouseData8001-10000",
    "mediaType": "text/plain",
    "downloadURL": "https://data.nist.gov/od/ds/mds2-2479/RangeHouseData8001-10000.xlsx.sha256"
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]
identifier ark:/88434/mds2-2479
issued 2022-10-26
keyword 
                                            [
  "Flashover Prediction; Recurrent Neural Network; Validation with Experimental Data; Smart Fire Fighting"
]
landingPage https://data.nist.gov/od/id/mds2-2479
language 
                                            [
  "en"
]
license https://www.nist.gov/open/license
modified 2021-01-09 00:00:00
programCode 
                                            [
  "006:045"
]
publisher 
                                            {
  "name": "National Institute of Standards and Technology",
  "@type": "org:Organization"
}
references 
                                            [
  "https://ojs.aaai.org/index.php/AAAI/article/view/17736"
]
theme 
                                            [
  "Fire:Fire detection",
  "Fire:Fire fighting",
  "Fire:Fire risk reduction"
]
title Synthetic Temperature Data for Predicting Flashover Occurrence Using Surrogate Temperature Data

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