Hamada 1 model validation using WUDAPT urban fuel model

Workflow information

  • Documentation page:
  • Version: 1.0
  • Date of record creation: 2024-12-05
  • Date of upload to firebench: 2024-12-05
  • Version/tag/commit firebench: 0.3.1

Configuration

  • Rate of spread model: Hamada 1 using firebench.ros_models.Hamada_1 implementation.
  • Number of point Sobol: 2^15
  • The spread direction is fixed with (NORMAL_SPREAD_DIR_X, NORMAL_SPREAD_DIR_Y) = (1, 0)
  • The wind speed and wind direction with change in the Sobol sequence and then be projected to get the necessary input for Hamada model WIND_SPEED_U and WIND_SPEED_V.

Specific inputs

  • Number of point Sobol: 32,768 = 2^15
  • The environmental variables chosen for this test are:
    • WIND_SPEED from 0 to 15 m s-1,
    • DIRECTION from 0 to 360 deg,
    • BUILDING_RATIO_FIRE_RESISTANT from 0 to 1.

Results

Fig.1 shows Sobol indices for Hamada 1 model for each fuel class of WUDAPT urban fuel model. The wind direction is the most important parameter with around 65% of the variance explained. Then wind speed is representing less then 20% of the variance. And finally the ratio of fire resistant building is marginal for most fuel class. The small increase in total order shows a existing interaction between parameters (mostly wind direction and speed).

Sobol index

Fig. 1 : Sensitivity analysis of Hamada 1 rate of spread model for WUDAPT urban fuel model.

Data

  • path to data:
  • 01_generate_data.py: c66aeada794bbfefca94875fe535f60aa4fcae7ee63fab4f190dfeb00afa7ec4
  • 02_plot_data.py: 8141c2524e5a2d933dda0c9fb0b4ccbd571fcbccff620db16293735a52411d37
  • 03_create_record.py: ea3793981d43d321a618e8d646330dfcc28408d613035ca868d8311a3a9db35c
  • firebench.log: e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855
  • output_data.h5: ad268aceb9e12b3c1c35c7bf98b00bb748d25b5934066fea6b1164c55e8bed72
  • sobol_index.png: 85f9c4d50a5dcc36a95f145520f7e608e3f7203daffca5911f87175e6c0a6492