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A Look at Amazon Basin Seasonal Dynamics with the Biophysical ...

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ESTIMATION OF LEAF AREA INDEX USING THE GAP FRACTIONMETHOD: AN ALGORITHM USING THRESHOLD'S DEFINITION FORCANOPIES OF TROPICAL FOREST, PASTURELAND AND SAVANNAHRobinson I. Negrón-Juárez and Humberto da RochaIAG-USPThe Leaf Area Index (LAI) estim<strong>at</strong>ed using hemispherical photographs can use <strong>the</strong>gap fraction method. We used <strong>the</strong> CID-110 digital canopy imager under three differentcanopies of tropical forest (Santarém km 83) and pastureland (Santarém km 77) and awoodland savannah (Cerrado sensu strictu) in São Paulo during May to June 2001. It uses<strong>the</strong> non-linear estim<strong>at</strong>ion method (Norman and Campbell, 1989), which has howeverappeared to underestim<strong>at</strong>e <strong>the</strong> observ<strong>at</strong>ions (destructive mesurements or tipical liter<strong>at</strong>ure’svalues) under heterogeneous canopies. The algorithm varies <strong>with</strong> <strong>the</strong> threshold’s selection,which in turn depends on sky’s brightness and <strong>the</strong> local canopy’s architecture. Weintroduced on <strong>the</strong> calcul<strong>at</strong>ions <strong>the</strong> entropy crossover method (Sahoo et al. 1997) and anmutually exclusive hypo<strong>the</strong>sis to select <strong>the</strong> optimal threshold. The optimal threshold isinitially based on <strong>the</strong> minium histogram entropy’s difference, and <strong>the</strong> final decision toaccept/neglect <strong>the</strong> threshold is taken by <strong>the</strong> mutually exclusive hypo<strong>the</strong>sis. The clumpingfactor was assumed as equal to 1. The mutually exclusive hypo<strong>the</strong>sis computes <strong>the</strong> meansquare error (MSE) between <strong>the</strong> transmitted light fraction (predicted by Norman andCampbell method) and th<strong>at</strong> one absolutely accounted over <strong>the</strong> image’s pixels. Thresholdsassoci<strong>at</strong>ed to values of MSE gre<strong>at</strong>er than 1 are disregarded. We have calcul<strong>at</strong>ed averageLAI values equal to 4.7 and 1.1 for <strong>the</strong> tropical forest (wet season) and <strong>the</strong> cerrado (earlydry season), respectively. At <strong>the</strong> pasture areas, LAI was estim<strong>at</strong>ed <strong>at</strong> three 1m 2 plots on adestructive basis, and <strong>the</strong> calcul<strong>at</strong>ed LAI using <strong>the</strong> above method showed errors lower than5%.

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