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Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT1 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT0 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT1 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT0 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT1 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT0 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT1 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT0 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT2 1 Tf 0.335 0 Td ( )Tj /TT0 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT2 1 Tf 0.335 0 Td ( )Tj /TT0 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT2 1 Tf 0.335 0 Td ( )Tj /TT0 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT1 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im0 Do Q 0 g /GS2 gs BT /T1_0 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS3 cs 0 0 0 sc ET /GS1 gs BT /TT3 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 310.2 64.5203 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT4 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 135 0 obj 6330 endobj 136 0 obj << /Length 137 0 R >> stream /CS4 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS3 gs BT /TT5 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT6 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT5 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT6 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT5 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT6 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT5 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT6 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT5 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT7 1 Tf 0.335 0 Td ( )Tj /TT5 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT7 1 Tf 0.335 0 Td ( )Tj /TT5 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT7 1 Tf 0.335 0 Td ( )Tj /TT5 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT6 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im1 Do Q 0 g /GS5 gs BT /T1_1 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS7 cs 0 0 0 sc ET /GS4 gs BT /TT8 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 56.1659 178.2308 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT9 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 137 0 obj 6333 endobj 138 0 obj << /Length 139 0 R >> stream /CS8 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS6 gs BT /TT10 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT11 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT10 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT11 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT10 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT11 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT10 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT11 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT10 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT12 1 Tf 0.335 0 Td ( )Tj /TT10 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT12 1 Tf 0.335 0 Td ( )Tj /TT10 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT12 1 Tf 0.335 0 Td ( )Tj /TT10 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT11 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im2 Do Q 0 g /GS8 gs BT /T1_2 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS11 cs 0 0 0 sc ET /GS7 gs BT /TT13 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 21.4882 423.3939 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT14 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 139 0 obj 6352 endobj 140 0 obj << /Length 141 0 R >> stream /CS12 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS9 gs BT /TT15 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT16 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT15 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT16 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT15 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT16 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT15 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT16 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT15 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT17 1 Tf 0.335 0 Td ( )Tj /TT15 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT17 1 Tf 0.335 0 Td ( )Tj /TT15 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT17 1 Tf 0.335 0 Td ( )Tj /TT15 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT16 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im3 Do Q 0 g /GS11 gs BT /T1_3 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS15 cs 0 0 0 sc ET /GS10 gs BT /TT18 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 -1.8991 723.3961 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT19 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 141 0 obj 6355 endobj 142 0 obj << /Length 143 0 R >> stream /CS16 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS12 gs BT /TT20 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT21 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT20 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT21 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT20 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT21 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT20 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT21 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT20 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT22 1 Tf 0.335 0 Td ( )Tj /TT20 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT22 1 Tf 0.335 0 Td ( )Tj /TT20 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT22 1 Tf 0.335 0 Td ( )Tj /TT20 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT21 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im4 Do Q 0 g /GS14 gs BT /T1_4 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS19 cs 0 0 0 sc ET /GS13 gs BT /TT23 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 71.4886 749.2027 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT24 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 143 0 obj 6356 endobj 144 0 obj << /Length 145 0 R >> stream /CS20 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS15 gs BT /TT25 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT26 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT25 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT26 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT25 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT26 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT25 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT26 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT25 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT27 1 Tf 0.335 0 Td ( )Tj /TT25 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT27 1 Tf 0.335 0 Td ( )Tj /TT25 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT27 1 Tf 0.335 0 Td ( )Tj /TT25 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT26 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im5 Do Q 0 g /GS17 gs BT /T1_5 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS23 cs 0 0 0 sc ET /GS16 gs BT /TT28 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 70.4886 749.2027 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT29 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 145 0 obj 6356 endobj 146 0 obj << /Length 147 0 R >> stream /CS24 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS18 gs BT /TT30 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT31 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT30 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT31 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT30 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT31 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT30 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT31 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT30 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT32 1 Tf 0.335 0 Td ( )Tj /TT30 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT32 1 Tf 0.335 0 Td ( )Tj /TT30 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT32 1 Tf 0.335 0 Td ( )Tj /TT30 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT31 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im6 Do Q 0 g /GS20 gs BT /T1_6 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS27 cs 0 0 0 sc ET /GS19 gs BT /TT33 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 69.4886 749.2027 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT34 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 147 0 obj 6356 endobj 148 0 obj << /Length 149 0 R >> stream /CS28 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS21 gs BT /TT35 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT36 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT35 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT36 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT35 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT36 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT35 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT36 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT35 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT37 1 Tf 0.335 0 Td ( )Tj /TT35 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT37 1 Tf 0.335 0 Td ( )Tj /TT35 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT37 1 Tf 0.335 0 Td ( )Tj /TT35 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT36 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im7 Do Q 0 g /GS23 gs BT /T1_7 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS31 cs 0 0 0 sc ET /GS22 gs BT /TT38 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 68.4886 749.2027 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT39 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 149 0 obj 6356 endobj 150 0 obj << /Length 151 0 R >> stream /CS32 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS24 gs BT /TT40 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT41 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT40 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT41 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT40 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT41 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT40 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT41 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT40 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT42 1 Tf 0.335 0 Td ( )Tj /TT40 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT42 1 Tf 0.335 0 Td ( )Tj /TT40 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT42 1 Tf 0.335 0 Td ( )Tj /TT40 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT41 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im8 Do Q 0 g /GS26 gs BT /T1_8 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS35 cs 0 0 0 sc ET /GS25 gs BT /TT43 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 67.4886 749.2027 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT44 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 151 0 obj 6356 endobj 152 0 obj << /Length 153 0 R >> stream /CS36 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS27 gs BT /TT45 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT46 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT45 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT46 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT45 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT46 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT45 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT46 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT45 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT47 1 Tf 0.335 0 Td ( )Tj /TT45 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT47 1 Tf 0.335 0 Td ( )Tj /TT45 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT47 1 Tf 0.335 0 Td ( )Tj /TT45 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT46 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im9 Do Q 0 g /GS29 gs BT /T1_9 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS39 cs 0 0 0 sc ET /GS28 gs BT /TT48 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 67.4886 750.2027 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT49 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 153 0 obj 6356 endobj 154 0 obj << /Length 155 0 R >> stream /CS40 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS30 gs BT /TT50 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT51 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT50 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT51 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. 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Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT52 1 Tf 0.335 0 Td ( )Tj /TT50 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT51 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im10 Do Q 0 g /GS32 gs BT /T1_10 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS43 cs 0 0 0 sc ET /GS31 gs BT /TT53 1 Tf 0.001 Tc 0.0005 Tw 10.02 0 0 10.02 67.4886 751.2027 Tm [( )6(near)5( Se)8(na M)4(a)8(du)4(rei)3(r)-1(a,)6( )6(Acre)8(.)]TJ /TT54 1 Tf 0 Tc 0 Tw 11.2455 0 Td ( )Tj ET endstream endobj 155 0 obj 6358 endobj 156 0 obj << /Length 157 0 R >> stream /CS0 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS0 gs BT /TT0 1 Tf 0.0003 Tc 0.0497 Tw 12 0 0 12 70.92 731.7203 Tm (1:100.000, publicadas pela Diretori)Tj 0.0005 Tc 0.0485 Tw 14.29 0 Td (a do Servi\347o Geogr\341fico do Ex\351rcito \(DSG\); e o Mapa de )Tj 0.0003 Tc 0.1563 Tw -14.29 -1.15 Td [(Vegeta\347\343o)5( do Projeto RADAMB)]TJ 0 Tc 0.16 Tw 13.715 0 Td (RASIL \(1976\), Folha Santar\351m)Tj 0.0001 Tc 0.1586 Tw 13.085 0 Td (, na escala de 1:1000.000, )Tj -0.0001 Tc 0.0001 Tw -26.8 -1.15 Td [(que foi utilizado na etapa de m)8(a)-1(pe)]TJ 0.0009 Tc -0.0025 Tw 13.71 0 Td [(amento das im)9(agens clas)5(sificadas. )]TJ -0.0001 Tc 0.1494 Tw -12.055 -1.15 Td [(O trabalho de cam)8(po \340 \341rea de estudo ocorreu )]TJ 0.0001 Tc 0.1493 Tw 19.91 0 Td (entre os dias 1 a 16 de julho de 2000. )Tj 0.0003 Tc 0.2538 Tw -21.565 -1.15 Td [(Durante a cam)8(panha foram)8( coletados dados de)]TJ 0.0013 Tc 0.2537 Tw 20.18 0 Td [( videog)6(raf)4(i)4(a e f)4(o)1(tog)6(r)-1(af)4(ia a)5(\351rea)5( dig)6(ita)5(l n)6(o)6( )]TJ 0.0004 Tc 0.0183 Tw -20.18 -1.15 Td [(sobrev\364o realizado em)8( alguns locai)]TJ 0.0001 Tc 0.0186 Tw 14.18 0 Td [(s da regi\343o. F)6(otografias panor\342m)]TJ -0.0001 Tc 0.0184 Tw 13.2 0 Td (icas tiradas dos transectos )Tj 0.0007 Tc -0.0011 Tw -27.38 -1.15 Td [(tam)9(b)1(\351m)9( foram \372teis na d)6(escri\347\343o dos)5( tipos de v)6(eg)6(eta\347\343o enco)6(ntrados na im)9(agem. )]TJ /TT1 1 Tf 0.0002 Tc -0.0002 Tw 0 -2.16 TD (3. Metodologia )Tj /TT0 1 Tf 0.0004 Tc 0.1504 Tw 0 -1.64 TD [(Este trabalho foi baseado na m)8(e)-1(todologia ad)]TJ -0.0002 Tc 0.1502 Tw 18.625 0 Td [(otada pelo P)6(R)2(ODES DI)-7(GITAL \(Duarte et al., )]TJ -0.0004 Tc 0.2854 Tw -18.625 -1.15 Td (1999\), a qual foi desenvolvida )Tj -0.0002 Tc 0.2852 Tw 13.8 0 Td [(com)8( a finalidade de acompanha)]TJ 0.0002 Tc 0.2831 Tw 13.785 0 Td (r o desflorestamento na )Tj 0.0008 Tc -0.0008 Tw -27.585 -1.15 Td [(Am)9(az\364nia. As etapas en)6(volvi)]TJ -0.0001 Tc -0.0011 Tw 11.725 0 Td (das s\343o descritas a seguir: )Tj /TT1 1 Tf 0.0001 Tw -11.725 -1.66 Td (3.1 Etapas de pr\351-processamento: )Tj /TT0 1 Tf 0.0006 Tc 0.1394 Tw T* [(Inicialm)8(ente a im)8(age)-6(m)8( de 2 de agosto de )]TJ -0.0003 Tc 0.1403 Tw 17.72 0 Td (1999 foi registrada \340 Proje\347\343o UTM \226 SAD 69, )Tj 0.0003 Tc -0.0019 Tw -17.72 -1.15 Td [(obtendo-se um)8( erro nos pontos de controle)]TJ 0 Tc 0 Tw 17.055 0 Td ( de 0,23 e nos pontos de teste de 0,52. )Tj 0.0006 Tc 0.0044 Tw -15.4 -1.15 Td [(As 6 bandas fora)-6(m)8( ent\343o convertidas de n\372m)8(ero )]TJ 0.0005 Tc 0.002 Tw 19.595 0 Td (digital para reflect\342n)Tj 0.0007 Tc 0.0043 Tw 8.285 0 Td [(cia, de acordo com)9( a )]TJ 0.0003 Tc -0.0003 Tw -29.535 -1.15 Td [(abordagem)8( proposta por Markham)8( e Barker \(1986\). )]TJ /TT1 1 Tf 0.0002 Tc -0.0012 Tw 0 -1.66 TD (3.2 Modelo Linear de Mistura Espectral )Tj /TT0 1 Tf 0.0008 Tc 0.0933 Tw 0 -1.64 TD [(As com)9(ponentes puras \(solo, som)9(b)1(ra e vege)]TJ 0.0001 Tc 0.0949 Tw 18.155 0 Td [(ta\347\343o\) foram)8( de)-6(finidas, segundo Shi)-7(m)8(abukuro e)-6( )]TJ 0.0006 Tc 0.0494 Tw -18.155 -1.15 Td [(Sm)8(ith \(1991\), que representam)8( a et)]TJ 0 Tc 0.051 Tw 14.3 0 Td (apa inicial para entrada no m)Tj 0.0004 Tc 0.0508 Tw 11.82 0 Td [(odelo de m)8(i)-2(stura espectral, o )]TJ 0.0005 Tc 0.1102 Tw -26.12 -1.15 Td [(qual gera as im)8(agens fra\347\343o, vegeta\347\343o, solo e )]TJ 0.0006 Tc 0.111 Tw 19.6 0 Td [(som)8(b)1(ra. Est)-7(e)-1( m)8(odelo assum)8(e)-1( que a resposta )]TJ 0.0009 Tc 0.3891 Tw -19.6 -1.15 Td [(espectral d)6(e cada )]TJ /TT2 1 Tf -0.0001 Tc 0 Tw 8.255 0 Td (pixel)Tj /TT0 1 Tf 0.0009 Tc 0.3885 Tw 1.945 0 Td [(, em)9( qualquer banda espectral, \351 um)9(a combina\347\343o linear dos)5( )]TJ 0.0002 Tc 0.0448 Tw -10.2 -1.15 Td [(com)8(ponentes puros, sendo m)8(odelada com)8(o a )]TJ -0.0002 Tc 0.0443 Tw 18.39 0 Td [(som)8(a)-1( de N componentes puros dentro do )]TJ /TT2 1 Tf -0.0008 Tc 0 Tw 16.88 0 Td (IFOV)Tj /TT0 1 Tf 0 Tc 2.275 0 Td (, )Tj -0.0001 Tc 0.0401 Tw -37.545 -1.15 Td [(ponderada pela propor\347\343o da \341rea de cada m)8(a)-1(terial)]TJ 0.0002 Tc 0.0398 Tw 20.56 0 Td [(, conform)8(e)-1( a equa\347\343o 1. 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A componente )Tj 0.0011 Tc 0.1551 Tw -28.035 -1.15 Td [(som)9(b)1(ra foi a escolhid)6(a por ser con)6(siderad)6(a a m)9(a)]TJ 0.0006 Tc 0.1544 Tw 20.465 0 Td (is expressiva para separar floresta de n\343o )Tj 0.0005 Tc 0.1028 Tw -20.465 -1.15 Td (floresta e para car)Tj 0 Tc 0.105 Tw 7.45 0 Td (acterizar a estrutura )Tj 0.0004 Tc 0.1038 Tw 8.445 0 Td [(do dossel \(Shim)8(a)-1(bukuro e Sm)8(ith, 1991\). 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Resultados )Tj /TT55 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT56 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT55 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT56 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT55 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT57 1 Tf 0.335 0 Td ( )Tj /TT55 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT57 1 Tf 0.335 0 Td ( )Tj /TT55 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT57 1 Tf 0.335 0 Td ( )Tj /TT55 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. 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A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT59 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT58 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT59 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT58 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT59 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT58 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT59 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT58 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT60 1 Tf 0.335 0 Td ( )Tj /TT58 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT60 1 Tf 0.335 0 Td ( )Tj /TT58 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT60 1 Tf 0.335 0 Td ( )Tj /TT58 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT59 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im12 Do Q 0 g /GS38 gs BT /T1_13 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS51 cs 0 0 0 sc ET /GS37 gs BT /T1_14 1 Tf 0.001 Tc -0.0055 Tw 10.02 0 0 10.02 67.4886 751.2027 Tm (3.4 Classifica\347\343o de floresta prim\341ria )Tj ET endstream endobj 165 0 obj 6305 endobj 166 0 obj << /Length 167 0 R >> stream /CS52 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS39 gs BT /TT61 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT62 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT61 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT62 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT61 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT62 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT61 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT62 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT61 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT63 1 Tf 0.335 0 Td ( )Tj /TT61 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT63 1 Tf 0.335 0 Td ( )Tj /TT61 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. Possivelm)8(e)-1(nte, se fosse aplicado )]TJ 0.001 Tc 0.0347 Tw -19.235 -1.15 Td [(um)9(a m)9(\341scara de floresta e n\343o floresta ante)]TJ 0.0012 Tc 0.0345 Tw 17.5 0 Td [(s da segm)9(enta\347\343o da im)9(agem)9( fra\347\343o som)9(b)1(ra, a)5( )]TJ 0.0002 Tc -0.0009 Tw -17.5 -1.15 Td (separa\347\343o entre as classes poderia ter sido avaliada; )Tj 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT63 1 Tf 0.335 0 Td ( )Tj /TT61 1 Tf 0.0008 Tc -0.002 Tw 1.165 0 Td [(As com)9(ponentes solo e som)9(b)1(ra )]TJ 0.0006 Tc -0.0012 Tw 12.69 0 Td [(foram \372teis na d)6(e)-1(lim)8(ita\347\343o e separa\347\343o d)6(a)-1( floresta p)6(r)-1(im)8(\341ria)-6( )]TJ 0.0001 Tc 0.2549 Tw -12.69 -1.15 Td [(dos tipos alto e baixo plat\364. De um m)8(odo ge)]TJ 0.0006 Tc 0.2535 Tw 19.96 0 Td [(ral, a floresta prim)8(\341ria de baixo plat\364 )]TJ -0.0006 Tw -19.96 -1.15 Td [(apresen)6(t)-2(a maior con)6(t)-2(rib)6(u)1(i\347\343o de so)6(lo;)]TJ /TT62 1 Tf 0 Tc 0 Tw 14.995 0 Td ( )Tj ET q 252 0 0 162.9 173.04 294.9203 cm /Im13 Do Q 0 g /GS41 gs BT /T1_15 9 Tf 1 0 0 1 287.492 28.8 Tm (1688)Tj /CS55 cs 0 0 0 sc ET /GS40 gs BT /T1_16 1.1976 Tf 0.001 Tc -0.0055 Tw 10.02 0 0 10.02 67.4886 751.2027 Tm (3.4 Classifica\347\343o de floresta prim\341ria )Tj ET endstream endobj 167 0 obj 6310 endobj 168 0 obj << /Length 169 0 R >> stream /CS56 cs 0 0 0 sc 1 i /RelativeColorimetric ri /GS42 gs BT /TT64 1 Tf 0.0003 Tc 0.0622 Tw 12 0 0 12 70.92 731.7203 Tm [(Nesta fase,)5( utilizou-se a segm)8(enta\347\343o da im)8(agem)]TJ 0.001 Tc 0.0632 Tw 19.99 0 Td [( vegeta\347\343o)6( e som)9(b)1(ra p)6(ara a class)5(i)-1(fica\347\343o)6( da )]TJ 0.0006 Tc 0.3744 Tw -19.99 -1.15 Td [(floresta, pois assum)8(i)-2(u-se que estas com)8(pone)]TJ 0.0004 Tc 0.3753 Tw 19.545 0 Td [(ntes s\343o as m)8(a)-1(is significativas, j\341 que a)-6( )]TJ 0.2247 Tw -19.545 -1.15 Td [(com)8(ponente solo n\343o \351 m)8(uito expressiva dentro)]TJ 0.0001 Tc 0.2249 Tw 20.4 0 Td [( do am)8(biente da floresta. A inten\347\343o foi )]TJ 0.0007 Tc -0.0017 Tw -20.4 -1.15 Td [(acres)5(centar \341reas de veg)6(eta\347\343o s)5(ecun)6(d)1(\341ria ai)]TJ 0.0009 Tc -0.0016 Tw 17.745 0 Td [(nda nesta fase, p)6(erm)9(itindo as)5(sim)9( a com)9(p)1(a)-5(r)-1(a\347\343o do )]TJ 0.0005 Tc 0.3332 Tw -17.745 -1.15 Td [(com)8(porta)-6(m)8(e)-6(nto espectral classes vegetais co)]TJ 0.0001 Tc 0.3349 Tw 19.165 0 Td [(m)8( estrutura e fisionom)8(i)]TJ -0.0003 Tc 0.3336 Tw 10.3 0 Td (a distintas. Ap\363s a )Tj 0.0007 Tc 0.1588 Tw -29.465 -1.15 Td [(segm)9(enta\347\343o das im)9(agens fra\347\343o)6( so)6(mbra e veg)6(eta\347\343o,)6( crio)6(u-se um)9( arq)6(u)1(ivo de con)6(t)-1(exto)6( no )]TJ 0.0084 Tw 0 -1.15 TD [(qual con)6(tinh)6(a a inform)9(a\347\343o das im)9(agens utilizadas)]TJ 0.0093 Tw 20.215 0 Td [( no process)5(o)1( e em)9( seguida proced)6(eu)6(-se com)9( )]TJ 0.1783 Tw -20.215 -1.15 Td [(a extra\347\343o das regi\365)6(es.)6( O cla)]TJ 0.0003 Tc 0.1797 Tw 12.34 0 Td [(ssificador n\343o supervisionado que se utiliza das inf)8(orm)8(a\347\365e)-6(s)-5( )]TJ 0.0005 Tc 0.1295 Tw -12.34 -1.15 Td [(estat\355sticas de vizinhan\347a obtidos das im)8(ag)]TJ 0.0004 Tc 0.1304 Tw 17.79 0 Td [(ens segm)8(entadas \351 denom)8(i)-2(nado no SPRING por )]TJ -0.0007 Tc 0 Tw -17.79 -1.15 Td (ISOSEG. )Tj /TT65 1 Tf 0.0001 Tc -0.0001 Tw 0 -1.66 TD (3.5 Classifica\347\343o de n\343o floresta )Tj /TT64 1 Tf 0.0004 Tc -0.0004 Tw 0 -1.64 TD [(Nestas \341reas, a com)8(pone)-6(nte som)8(bra n\343o apresent)]TJ 19.52 0 Td [(a im)8(port\342ncia, sendo ent\343o utilizados para a )]TJ 0.0008 Tc -0.0008 Tw -19.52 -1.15 Td [(class)5(i)-1(fica\347\343o)6(, a segm)9(enta\347\343o das im)9(agens fra\347\343o )]TJ 0.0005 Tc -0.0005 Tw 19.63 0 Td [(solo e vegeta\347\343o, que po)6(steriorm)8(ente foram)8( )]TJ 0.0006 Tc -0.0006 Tw -19.63 -1.15 Td [(class)5(i)-2(ficadas)5( utilizando)6(-s)5(e o class)5(i)-2(fi)]TJ 0 Tc -0.0012 Tw 14.305 0 Td (cador n\343o supervisionado \(ISOSEG\). )Tj /TT65 1 Tf 0.0002 Tc -0.0002 Tw -14.305 -2.16 Td (4. Resultados )Tj /TT64 1 Tf -0.0001 Tc 0.0001 Tw T* [(O diagram)8(a)-1( de dispers\343o da )]TJ /TT65 1 Tf 0.0002 Tc -0.0002 Tw 11.355 0 Td (Figura 1)Tj /TT64 1 Tf 0.0005 Tc 0.0002 Tw 3.635 0 Td [( m)8(o)1(stra a propor\347\343o de cada com)8(ponente \(vegeta\347\343o, )]TJ 0.0006 Tc -0.0012 Tw -14.99 -1.15 Td [(solo e som)8(b)1(ra\) em)8( algumas \341reas que fora)-6(m)8( ve)]TJ 0.0004 Tc -0.0011 Tw 18.77 0 Td [(rificadas durante o trabalho de cam)8(po na)-6( \341rea )]TJ 0.0005 Tc -0.0005 Tw -18.77 -1.15 Td (de estudo. )Tj /TT65 1 Tf 0.0002 Tc 0.1948 Tw 0 -15.27 TD (Figura 1:)Tj /TT64 1 Tf 0.0008 Tc 0.1942 Tw 4.17 0 Td [( Diagram)9(a de dispers\343o dos com)9(ponentes )]TJ 0.0004 Tc 0.1946 Tw 18.01 0 Td [(de m)8(i)-2(stura dos tipos de cobertura na )]TJ 0.0002 Tc -0.0002 Tw -22.18 -1.15 Td (Floresta Nacional do Tapaj\363s. )Tj 0 Tc 0 Tw 0 -1.15 TD ( )Tj 0.0001 Tc 0.1841 Tw 1.655 -1.15 Td [(Foi poss\355v)5(e)-1(l notar a partir da explo)5(r)-2(a\347\343o)5( vi)]TJ 0.0004 Tc 0.1837 Tw 18.42 0 Td [(sual das im)8(agens fra\347\343o)5( v)5(e)-1(geta\347\343o, so)5(lo e)4( )]TJ -0.0004 Tw -20.075 -1.15 Td [(som)8(bra, e do diagram)8(a)-1( de dispers\343o )]TJ 0.0002 Tc -0.0022 Tw 14.58 0 Td (da figura 1, as seguintes observa\347\365es: )Tj 0 Tc 0 Tw -14.58 -1.15 Td (-)Tj /TT66 1 Tf 0.335 0 Td ( )Tj /TT64 1 Tf 0.01 Tw 1.165 0 Td (Pode-se identificar a partir da figura 1, a sepa)Tj 18.265 0 Td (ra\347\343o de sete grandes grupos de cobertura do )Tj 0.0003 Tc 0.0789 Tw -18.265 -1.15 Td [(solo, em)8( fun\347\343o da propor\347\343o \341rea que possu)]TJ 0.0797 Tw 18.55 0 Td [(em)8( e)-6(m)3( cada com)8(ponente: floresta prim)8(\341ria; )]TJ 0.1646 Tw -18.55 -1.15 Td [(floresta secund\341ria em)8( est\341g)5(i)-2(o in)5(icial de re)]TJ 0.1632 Tw 18.035 0 Td [(g)5(e)-1(n)5(e)-1(ra\347\343o)5( - 4 anos; regen)5(e)-1(ra\347\343o)5( de 9)5( anos; )]TJ 0.001 Tc -0.0021 Tw -18.035 -1.15 Td [(m)9(ata ciliar; pastagem)9(; solo exposto e \341gua; )]TJ 0 Tc 0 Tw -1.5 -1.15 Td (-)Tj /TT66 1 Tf 0.335 0 Td ( )Tj /TT64 1 Tf 0.0003 Tc 0.0888 Tw 1.165 0 Td [(O grupo m)8(a)-6(ior \(varia\347\365es de floresta prim)8(\341r)]TJ 0.0001 Tc 0.0874 Tw 18.14 0 Td (ia\), apresentou sub-gr)Tj -0.0006 Tc 0.0906 Tw 8.87 0 Td (upos que poderiam ser )Tj 0.0011 Tc 0.168 Tw -27.01 -1.15 Td [(m)9(elhor identificados co)6(m)9( uma escala m)9(ais ad)]TJ 0.0002 Tc 0.1698 Tw 19.235 0 Td [(equada. 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