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Walia Special Edition on the Bale Mountains (2011) - Zoologische ...

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Table 2. Table showing <strong>the</strong> area for each land cover class and its percentage coverage of total park<br />

area in each of <strong>the</strong> years examined.<br />

Land Area<br />

Cover (km 2 Percentag Area<br />

) e (km 2 Percentag Area<br />

) e (km 2 1973 2000 2005<br />

Percentag<br />

) e<br />

EF 265.65 11.89 239.33 10.71 208.94 9.35<br />

ESH 265.91 11.9 236.73 10.59 206.43 9.24<br />

GLA 23.69 1.06 45.57 2.04 68.88 3.08<br />

HEL 134.71 6.03 219.98 9.84 211.5 9.46<br />

MF 996.69 44.6 952.32 42.61 877.03 39.24<br />

OWL 97.54 4.36 53.6 2.4 47.6 2.13<br />

PAS 120.15 5.38 133.6 5.98 273.79 12.25<br />

SHR-GL-<br />

PAS<br />

330.56 14.79 353.79 15.83 340.74 15.24<br />

Accuracy assessment<br />

Results showed that accuracy varied depending <strong>on</strong> acquisiti<strong>on</strong> of date of <strong>the</strong> image, spatial resoluti<strong>on</strong><br />

and relative area of <strong>the</strong> land cover. Generally, we found that <strong>the</strong> accuracy increased <strong>the</strong> more recent <strong>the</strong><br />

image with an overall accuracy of 81%, 92% and 97% for <strong>the</strong> year 1973, 2000 and 2005 respectively<br />

because <strong>the</strong> ground truthing points collected in 2007 better represented <strong>the</strong> image closest in time. Of<br />

<strong>the</strong> land cover classes m<strong>on</strong>tane forest appeared to be <strong>the</strong> most accurately classified and woodlands<br />

<strong>the</strong> least (Table 3) mainly as a result of <strong>the</strong>ir respective spatial homogeneity. Moreover, <strong>the</strong> relatively<br />

lower accuracy for <strong>the</strong> forest in 1973 may be attributed to <strong>the</strong> effect of spatial resoluti<strong>on</strong> of <strong>the</strong><br />

images (Table 1).<br />

Table 3. Table showing <strong>the</strong> kappa coefficient and hence classificati<strong>on</strong> accuracy for each land cover<br />

class in each of <strong>the</strong> years studied.<br />

Land cover change<br />

Kappa Coefficient<br />

Land cover class Name 1973 2000 2005<br />

ESH 0.94 0.97 1<br />

HEL 0.64 1 0.91<br />

PAS 0.65 0.93 1<br />

OWL 0.43 0.85 0.69<br />

EF 0.75 0.85 1<br />

MF 0.99 1 1<br />

GLA 0.71 0.8 1<br />

SHR-GL-PAS 0.82 0.99 0.98<br />

Overall Kappa Coefficient 0.77 0.9 0.96<br />

Overall Classificati<strong>on</strong> Accuracy 0.82 0.92 0.97<br />

Results show that all land cover classes exhibited some degree of change over <strong>the</strong> study period<br />

(Table 4). Pasture changed <strong>the</strong> most (from 5.3% in 1973 to 12.2% in 2005), followed by Woodland<br />

<str<strong>on</strong>g>Walia</str<strong>on</strong>g>-<str<strong>on</strong>g>Special</str<strong>on</strong>g> <str<strong>on</strong>g>Editi<strong>on</strong></str<strong>on</strong>g> <strong>on</strong> <strong>the</strong> <strong>Bale</strong> <strong>Mountains</strong> 125

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