Synthetic Temperature Data for Predicting Flashover Occurrence Using Surrogate Temperature Data

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).

Resources

Name Format Description Link
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData10001-12000.xlsx.sha256
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData12001-14000.xlsx.sha256
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData1-2000.xlsx.sha256
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData8001-10000.xlsx.sha256
53 Data for Experiment 1 to 2000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData1-2000.xlsx
53 Data for Experiment 10001-12000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData10001-12000.xlsx
53 Data Description https://data.nist.gov/od/ds/mds2-2479/P-Flash_RangeHouse_SixCompartments_AllData_2021-1-9.xlsx
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData4001-6000.xlsx.sha256
53 Data for Experiment 8001-10000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData8001-10000.xlsx
53 Data for Experiment 12001-14000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData12001-14000.xlsx
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData14001-16000.xlsx.sha256
53 Data for Experiment 14001-16000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData14001-16000.xlsx
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData16001-18000.xlsx.sha256
53 Data for Experiment 16001-18000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData16001-18000.xlsx
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData18001-20000.xlsx.sha256
53 Data for Experiment 18001-20000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData18001-20000.xlsx
53 RangeHouseData1-2000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData1-2000.xlsx
53 RangeHouseData2001-4000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData2001-4000.xlsx
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData2001-4000.xlsx.sha256
53 Data for Experiments 2001-4000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData2001-4000.xlsx
53 Data for Experiment 4001-6000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData4001-6000.xlsx
47 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData6001-8000.xlsx.sha256
53 Data for Experiment 6001-8000 https://data.nist.gov/od/ds/mds2-2479/RangeHouseData6001-8000.xlsx
53 RangeHouseData1-2000.xlsx https://data.nist.gov/od/ds/mds2-2479/RangeHouseData1-2000.xlsx

Tags

  • flashover-prediction-recurrent-neural-network-validation-with-experimental-data-smart-fire-figh

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