simulation of the 2009 harmanli fire (bulgaria) nina dobrinkova georgi joradanov, jonathan beezley,...

32
Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC 6-10 June, Sozopol, 2011

Upload: brendan-may

Post on 14-Dec-2015

221 views

Category:

Documents


1 download

TRANSCRIPT

Page 1: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Simulation of the 2009 Harmanli fire (Bulgaria)

Nina DobrinkovaGeorgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and

Bedrich Sousedik LSSC 6-10 June, Sozopol, 2011

Page 2: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

In this presentation …

1) Introduction

2) WRF- fire model, some basics

3) Simulations done until now

4) Conclusions

LSSC 6-10 June, Sozopol, 2011

Page 3: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Forest fire statistics - Europe

The number of fires since 1980 according to statistics done for the southern member states has increased rapidly in the last 20-25 years

LSSC 6-10 June, Sozopol, 2011

Page 4: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Forest fire statistics - Bulgaria

Bulgaria’s statistic about forest fires

1994 to 2006 1971 to 2006

• considerable increase of the number of fires after 1990 (more than 1000 in year 2000)• more than 30 times increase of the burned area in the recent years

1970 1975 1980 1985 1990 1995 2000 20050

200

400

600

800

1000

1200

1400

1600

Бр

ой

по

жа

ри

Година

LSSC 6-10 June, Sozopol, 2011

Page 5: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

WRF-Fire basics (1)

Mathematically the fire model is posed in the horizontal (x,y) plane. The fire propagation is in semi-empirical approach and it is assumed that the fire spreads in the direction normal to the fireline. This is given from the the modified Rothermel’s formula:

S=min{B0,R0 + ɸW + ɸS}, where

B0 is the spread rate against the wind;

R0 is the spread rate in the absence of wind;

ɸW is the wind correction

ɸS is the terrain correctionLSSC 6-10 June, Sozopol, 2011

Page 6: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

WRF-Fire basics (2)

Once the fuel is ignited, the amount of the fuel at location (x, y) is given by:

Where :

t is the time;

ti is the ignition time;

F0 is the initial amount of fuel;

T is the time for the fuel to burn down to 1/e of the original quantity

LSSC 6-10 June, Sozopol, 2011

Page 7: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

WRF-Fire basics (3)

From slides (1) and (2) we have idea about the plane,

where the fire will spread and the fuel which we want to

ignited, but we also need the heat flux, which is inserted

as the time derivative of the temperature, while the latent

heat flux as the time derivative of water vapor

concentration. This scheme is required because

atmospheric models with explicit time stepping, such as

WRF, do not support flux boundary conditions.

LSSC 6-10 June, Sozopol, 2011

Page 8: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

WRF-Fire basics (4)

From the previous three slides we have the plane of the fire, the ignited fuel, the heat flux, but we also will need the burning region at time t.

It is represented by level set function ɸ, as the set of all points (x, y) where ɸ (x, y, t) < 0.

The level set function satisfies a partial differential equation for dynamic implicit surfaces:

Where is the Eucledian norm of the gradient of ɸ.

LSSC 6-10 June, Sozopol, 2011

Page 9: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Simulation results (1)

We used for our first simulation we used WRF-Fire v.3.2. We did a domain of size 4 by 4 km, with horizontal resolution of 50 m, for the atmosphere mesh, 80 by 80 grid cells and with 41 vertical levels from ground surface to 100hPa. We didn’t use nesting.

That domain was located 4 km west from village Zheleznitsa in the south-east part of Sofia district. The domain was covering the lower part of the forest of Vitosha mountain.

The ignition line was in the center of the domain 345 m long and the ignition starts 2 seconds after the simulation biginning.

LSSC 6-10 June, Sozopol, 2011

Page 10: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

MN&A 20-24 August, Borovec, 2010

Page 11: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Simulation results (2)

The first simulation was done for ideal case in the observed area, but we wanted to test WRF-Fire with data about real fire.

We set two domains the first was covering area of 48 km2 with resolution 300m (160x160). This domain was producing boundary and initial meteorological conditions for the inner domain and in this domain there were no fire simulations.The inner domain was located in the middle of the coarse domain. The resolution in D2 we set as 60m and the area covered is 9.6 km2 (161x161). D2 was centred on the fire ignition line and it was covering the areas of villages Ivanovo, Leshnikovo and Cherna Mogila. This area was located in South-East Bulgaria close to the Bulgarian-Greece border.This particular area was chosen because on 14th till 17th of August 2009 there was a wildland fire spreading in wide area and burning everything in the range. We manage to run this simulation only for 15 minutes.

LSSC 6-10 June, Sozopol, 2011

Page 12: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

The fire ignition is set for the date of 14.08.2009

The ignition start 60sec after the simulation start.

The ignition line is 1.3km long and 200m wide.

Simulation results (2.1)

LSSC 6-10 June, Sozopol, 2011

Page 13: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC
Page 14: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

ICFFR 15-18 November, Coimbra, 2010

Plot of the ignition line in WRF-Fire, west from Leshnikovo village

Page 15: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

LSSC 6-10 June, Sozopol, 2011

Page 16: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

LSSC 6-10 June, Sozopol, 2011

Page 17: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

LSSC 6-10 June, Sozopol, 2011

Page 18: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Simulation results (3)

The objective of this third simulation is to present the simulation capabilities of WRF-Fire model with real input data.

Atmospheric model was run on 2 domains with 250m and 50m resolution

41 vertical levels were used

The fire module, coupled with the atmosperic domain is run on 5m resolution with 0.3s time step

Simulated burned area and actual data from the Ministry of Agriculture, Forest and Food showed good comparison

LSSC 6-10 June, Sozopol, 2011

Page 19: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

LSSC 6-10 June, Sozopol, 2011

Simulation results (3.1)

Page 20: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Simulation results (3.2)

the heat flux (red is high)

burned area (black)

atmospheric flow(purple is over 10m/s)

Note the updraft caused by the fire

Ground image from Google Earth

LSSC 6-10 June, Sozopol, 2011

Page 21: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC
Page 22: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC
Page 23: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC
Page 24: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC
Page 25: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC
Page 26: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC
Page 27: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Data sources (1)With all input data available, we use the WRF

preprocessor (WPS) to produce the model input

Meteo input - global reanalysis data from the U.S. NCEP database (Grib format)

Static data fields describing the surface properties – most of this data is from the model global dataset with resolution of arr.1km

Topography data is very important and much more detailed source is the (90m resolution) for the area of Harmanli is used from the Shuttle Radar Topography Mission (SRTM)

- the data is GIS raster format (DTED)

LSSC 6-10 June, Sozopol, 2011

Page 28: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Data sources (2)

Available fuel data

- created using GIS and data from the Corine2006 landcover project (for whole Bulgaria)

- the data set has 100m resolution which makes it suitable for fire behavior simulations

- we assign each area a fuel category using the 13categories standard Anderson fuel models

LSSC 6-10 June, Sozopol, 2011

Page 29: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Parallel performance

Computations were performed on the Janus cluster at the University of Colorado. The computer consists of nodes with dual Intel X5660 processors (total 12 cores per node), connected by QDR InfiniBand

The model runs as fast as real time on 120 cores and it is twice faster on 360

(real time coef. = 0.99)

LSSC 6-10 June, Sozopol, 2011

Cores 6 12 24 36 60 120 240 360 480 720

Real time coefficients

10.59 9.21 3.91 2.75 1.64 0.99 0.61 0.44 0.37 0.31

Page 30: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Conclusion (1)

The simulation of the fire near by Harmanli used:

• Fuel data from CORINE satellite

• Very fine, 50m resolution: Need 120 cores to be as fast as real time, 360 cores to be twice faster:

LSSC 6-10 June, Sozopol, 2011

Page 31: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Conclusion (2)We have demonstrated wildfire simulation based on real data

in Bulgraria from satellite measurement and existing GIS databases

The simulation provided a reasonable reproduction of the fire spread

The simulation showed correct fire line propagation, and it can give forecast and valuable information for future firefighting actions in different areas with different meteorological conditions

The model can perform faster than real time at the required resolution, thus satisfying one basic requirement for a future prediction usage

LSSC 6-10 June, Sozopol, 2011

Page 32: Simulation of the 2009 Harmanli fire (Bulgaria) Nina Dobrinkova Georgi Joradanov, Jonathan Beezley, Adam Kochanski, Jan Mandel and Bedrich Sousedik LSSC

Nina Dobrinkova

Institute of Information and Comunication Technologies - Bulgarian Academy of Sciences,

[email protected]

Thank you for your attention!

LSSC 6-10 June, Sozopol, 2011