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7th Workshop on Forest Fire Management - EARSeL, European ...

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<strong>Forest</strong> fire risk assessment in Ibrahim river watershed-Leban<strong>on</strong> 47<br />

directi<strong>on</strong> of the fire spread. C<strong>on</strong>sidering the histogram of equalizati<strong>on</strong><br />

between distributi<strong>on</strong> of slope gradient and the corresp<strong>on</strong>ding number of<br />

pixels, the slope gradient was divided into ten classes (ranging between<br />

less 5° and 90°) with various fire sensitivities ranging from very low sensitivity<br />

<strong>on</strong> the bottom of the hills to very high at the peaks. Aspect is useful<br />

for visualizing the amount of solar illuminati<strong>on</strong> the vegetati<strong>on</strong> receives,<br />

which influences both the type of fuels and their moisture c<strong>on</strong>diti<strong>on</strong>.<br />

Aspect is divided into the eight major directi<strong>on</strong>s plus the n<strong>on</strong>-oriented flat<br />

areas, each <strong>on</strong>e having a different sensitivity to fires.<br />

c. Urban expansi<strong>on</strong>: The urban expansi<strong>on</strong> provides an important indicati<strong>on</strong><br />

of the presence of people affected by forest fire risks. It is comm<strong>on</strong>ly<br />

accepted that the denser the people in a given area, the higher the forest<br />

fire risk and vice versa. The automatic extracti<strong>on</strong> of the urban expansi<strong>on</strong><br />

was performed from the 1:20,000 land cover/use map (LNCSR-LMoA, 2002).<br />

A buffer z<strong>on</strong>e of 500 m above the urban area was created using the<br />

Euclidian distance, and ten classes were c<strong>on</strong>sidered.<br />

d. Proximity to road network: Roads are usually sites inducing fires (e.g.,<br />

cigarettes). For this reas<strong>on</strong>, roads were included in this study, and extracted<br />

from IKONOS imageries (1 m) through visual interpretati<strong>on</strong>. Thus, a<br />

buffer z<strong>on</strong>e of 50 m above the road (maximum height of a talus cut created<br />

by the c<strong>on</strong>structi<strong>on</strong> of a road) was created.<br />

2.2 - GIS data analysis and manipulati<strong>on</strong><br />

Not all the c<strong>on</strong>sidered factors have the same effect <strong>on</strong> fire, but the estimati<strong>on</strong><br />

of their weights is not an easy task. Therefore, a regi<strong>on</strong>al parameterizati<strong>on</strong><br />

was d<strong>on</strong>e in giving weight to all fire parameters using a<br />

weight/rate approach c<strong>on</strong>sisting of applying primary and sec<strong>on</strong>dary-level<br />

weights. The primary-level weights are rule-based in that ratings are given<br />

to each class of a parameter <strong>on</strong> the basis of logical referred system. The<br />

sec<strong>on</strong>dary-level (factor) weights are, however, opini<strong>on</strong>-based scores, which<br />

determine the degree of tradeoff of <strong>on</strong>e parameter/against another. This<br />

leads to the following percentages of each parameter effect <strong>on</strong> the fire risk<br />

occurrence as follows: land cover/use (50%), slope gradient (10%), slope<br />

aspect (15%), urban expansi<strong>on</strong> (10%), and proximity to road network<br />

(15%).<br />

3 - Discussi<strong>on</strong> and c<strong>on</strong>clusi<strong>on</strong><br />

3.1 - Producti<strong>on</strong> of forest fire risk map<br />

In the produced fire risk map with eight classes (Figure 1), class 8 (high<br />

fire risk) covers the largest area (34%), and is mostly distributed in the<br />

centre of the studied regi<strong>on</strong> and <strong>on</strong> the side of the mountain hills. As <strong>on</strong>e

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