{"id":22919,"date":"2020-08-17T12:44:00","date_gmt":"2020-08-17T12:44:00","guid":{"rendered":"https:\/\/www.maapprogram.org\/?p=22919"},"modified":"2024-08-22T20:08:31","modified_gmt":"2024-08-22T20:08:31","slug":"maap-123-portugues","status":"publish","type":"post","link":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/","title":{"rendered":"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana"},"content":{"rendered":"<div id=\"attachment_9422\" class=\"thumbnail alignright\"><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro.jpg\"><img decoding=\"async\" class=\"wp-image-9422 \" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg\" alt=\"\" width=\"737\" height=\"575\" \/><\/a><div class=\"caption\"><i><span style=\"font-weight: 400;\">Imagem 1. Exemplo de uma estrada de explora\u00e7\u00e3o madeireira de 2019 com sinais de ilegalidade. Dados: Planet.<\/span><\/i><\/div><\/div>\n<p><span style=\"font-weight: 400;\">Na <\/span><b>Amaz\u00f4nia peruana<\/b><span style=\"font-weight: 400;\"> , a explora\u00e7\u00e3o madeireira ilegal generalizada \u00e9 dif\u00edcil de ser detectada por sat\u00e9lites porque ela \u00e9 seletiva para esp\u00e9cies de alto valor (n\u00e3o \u00e9 corte raso).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00c9 poss\u00edvel, no entanto, detectar as <\/span><b>estradas de explora\u00e7\u00e3o madeireira<\/b><span style=\"font-weight: 400;\"> associadas .<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Neste relat\u00f3rio, apresentamos uma <\/span><b>nova t\u00e9cnica<\/b><span style=\"font-weight: 400;\"> para identificar extra\u00e7\u00e3o ilegal de madeira: analisar novas estradas de extra\u00e7\u00e3o de madeira em rela\u00e7\u00e3o a dados detalhados de uso da terra dispon\u00edveis em ag\u00eancias governamentais.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Assim, nosso novo m\u00e9todo detecta o crime em <\/span><b>tempo real<\/b><span style=\"font-weight: 400;\"> e a a\u00e7\u00e3o preventiva ainda \u00e9 poss\u00edvel. Isso \u00e9 importante porque quando normalmente ocorre uma interven\u00e7\u00e3o contra a explora\u00e7\u00e3o ilegal de madeira, parando um barco ou caminh\u00e3o com madeira ilegal, o dano est\u00e1 feito.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Esta an\u00e1lise tem duas partes. <\/span><b>Primeiro<\/b><span style=\"font-weight: 400;\"> , identificamos as novas estradas de explora\u00e7\u00e3o madeireira constru\u00eddas na Amaz\u00f4nia peruana durante <\/span><b>2019<\/b><span style=\"font-weight: 400;\"> , atualizando nosso trabalho anterior para 2015-18 (veja <\/span><b>Mapa Base<\/b><span style=\"font-weight: 400;\"> ).<\/span><\/p>\n<p><b>Em segundo lugar<\/b><span style=\"font-weight: 400;\"> , analisamos os novos dados das estradas de explora\u00e7\u00e3o madeireira em rela\u00e7\u00e3o \u00e0s informa\u00e7\u00f5es governamentais sobre o uso do solo, a fim de identificar poss\u00edveis ilegalidades.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Esses dados s\u00e3o de 2019, mas agora estamos aplicando essa t\u00e9cnica em tempo real durante <\/span><b>2020<\/b><span style=\"font-weight: 400;\"> .<\/span><\/p>\n<div class=\"fitem-sep\"><\/div>\n<div id=\"attachment_9423\" class=\"thumbnail alignright\"><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-0.Base-Map-LoggingRoads-2019l.jpg\"><img decoding=\"async\" class=\"wp-image-9423 \" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-0.Base-Map-LoggingRoads-2019l-410x580.jpg\" alt=\"\" width=\"486\" height=\"688\" \/><\/a><div class=\"caption\"><i><span style=\"font-weight: 400;\">Mapa base. Estradas de explora\u00e7\u00e3o madeireira de 2019, em rela\u00e7\u00e3o \u00e0s estradas de explora\u00e7\u00e3o madeireira de 2015-18. Dados: MAAP.<\/span><\/i><\/div><\/div>\n<h3><b>Estradas de explora\u00e7\u00e3o madeireira 2019<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">O <\/span><b>Mapa Base<\/b><span style=\"font-weight: 400;\"> ilustra a localiza\u00e7\u00e3o das estradas madeireiras constru\u00eddas na Amaz\u00f4nia peruana durante os \u00faltimos 5 anos.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Anteriormente ( <\/span><a href=\"https:\/\/www.maapprogram.org\/2019\/detect_illegal_logging\/\"><span style=\"font-weight: 400;\">MAAP #99<\/span><\/a><span style=\"font-weight: 400;\"> ), documentamos a constru\u00e7\u00e3o de <\/span><b>3.300 quil\u00f4metros<\/b><span style=\"font-weight: 400;\"> de estradas madeireiras entre 2015 e 2018.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Aqui, estimamos a constru\u00e7\u00e3o de mais <\/span><b>1.500 quil\u00f4metros<\/b><span style=\"font-weight: 400;\"> em 2019 (veja <\/span><b>em vermelho<\/b><span style=\"font-weight: 400;\"> ).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Observe que as estradas florestais est\u00e3o concentradas principalmente nas regi\u00f5es de Ucayali, Madre de Dios e Loreto.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Abaixo, mostramos <\/span><span style=\"font-weight: 400;\">tr\u00eas tipos de poss\u00edveis ilegalidades<\/span><span style=\"font-weight: 400;\"> detectadas em 2019:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Estradas de explora\u00e7\u00e3o madeireira em \u00e1reas sem concess\u00f5es ou licen\u00e7as florestais (Casos 1-2)<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Estradas de explora\u00e7\u00e3o madeireira em concess\u00f5es florestais existentes, mas cujo status atual \u00e9 definido como \u201cN\u00e3o Ativo ou Indefinido\u201d (Casos 3-5)<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Estradas de explora\u00e7\u00e3o madeireira em comunidades nativas (Caso 6).<\/span><\/li>\n<\/ul>\n<div class=\"fitem-sep\"><\/div>\n<h3><b>Casos de Poss\u00edvel Ilegalidade<\/b><\/h3>\n<h4><b><i>Estradas de explora\u00e7\u00e3o madeireira em \u00e1reas sem concess\u00f5es ou licen\u00e7as florestais<\/i><\/b><\/h4>\n<p><b>Caso 1.<\/b><span style=\"font-weight: 400;\"> Detectamos a abertura de uma nova rede de estradas de explora\u00e7\u00e3o madeireira (55 km) em uma \u00e1rea sem concess\u00f5es ou licen\u00e7as florestais, entre os limites das regi\u00f5es de Loreto e San Mart\u00edn. A imagem mostra as estradas de explora\u00e7\u00e3o madeireira digitalizadas (vermelho, painel esquerdo) e a imagem de sat\u00e9lite n\u00e3o digitalizada (painel direito). As setas fornecem pontos de refer\u00eancia entre os pain\u00e9is.<\/span><\/p>\n<div id=\"attachment_9417\" class=\"thumbnail aligncenter\"><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona1.jpg\"><img decoding=\"async\" class=\"wp-image-9417 size-medium\" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona1-930x415.jpg\" alt=\"\" width=\"930\" height=\"415\" \/><\/a><div class=\"caption\"><i><span style=\"font-weight: 400;\">Caso 1. Dados: MAAP, Planet. Clique para ampliar.<\/span><\/i><\/div><\/div>\n<h4><div class=\"fitem-sep\"><\/div><\/h4>\n<p><b>Caso 2.<\/b><span style=\"font-weight: 400;\"> Detectamos a constru\u00e7\u00e3o de uma nova rede de estradas de explora\u00e7\u00e3o madeireira (5,8 km) na zona de amortecimento da Reserva Comunal Ash\u00e1ninka, alcan\u00e7ando apenas 300 metros da \u00e1rea protegida. A imagem mostra as estradas de explora\u00e7\u00e3o madeireira digitalizadas (vermelho, painel esquerdo) e a imagem de sat\u00e9lite n\u00e3o digitalizada (painel direito). As setas fornecem pontos de refer\u00eancia entre os pain\u00e9is.<\/span><\/p>\n<div id=\"attachment_9418\" class=\"thumbnail aligncenter\"><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona2.jpg\"><img decoding=\"async\" class=\"wp-image-9418 size-medium\" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona2-930x369.jpg\" alt=\"\" width=\"930\" height=\"369\" \/><\/a><div class=\"caption\"><i><span style=\"font-weight: 400;\">Caso 2. Dados: MAAP, Planet, IBC, SERNANP. Clique para ampliar.<\/span><\/i><\/div><\/div>\n<h4><div class=\"fitem-sep\"><\/div><\/h4>\n<h4><b><i>Estradas de explora\u00e7\u00e3o madeireira em concess\u00f5es florestais existentes, mas cujo estado atual \u00e9 rotulado como \u201cN\u00e3o ativo ou indefinido\u201d\u00a0<\/i><\/b><\/h4>\n<p><b>Caso 3.<\/b><span style=\"font-weight: 400;\"> Detectamos a constru\u00e7\u00e3o de uma nova estrada de explora\u00e7\u00e3o madeireira (45,3 km) que atravessa uma comunidade nativa e chega a uma concess\u00e3o florestal cujo status \u00e9 definido como \u201cIndefinido\u201d, na regi\u00e3o de Loreto, ao norte da Reserva Nacional Pacaya Samiria. A imagem mostra as estradas de explora\u00e7\u00e3o madeireira digitalizadas (vermelho, painel esquerdo) e a imagem de sat\u00e9lite n\u00e3o digitalizada (painel direito). As setas fornecem pontos de refer\u00eancia entre os pain\u00e9is.<\/span><\/p>\n<div id=\"attachment_9419\" class=\"thumbnail aligncenter\"><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona3.jpg\"><img decoding=\"async\" class=\"wp-image-9419 size-medium\" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona3-846x580.jpg\" alt=\"\" width=\"846\" height=\"580\" \/><\/a><div class=\"caption\"><i><span style=\"font-weight: 400;\">Caso 3. Dados: MAAP, ESA, IBC, SERFOR. Clique para ampliar.<\/span><\/i><\/div><\/div>\n<div class=\"fitem-sep\"><\/div>\n<p><b>Caso 4.<\/b><span style=\"font-weight: 400;\"> Detectamos a constru\u00e7\u00e3o de uma nova rede de estradas de explora\u00e7\u00e3o madeireira (53,2 km), da qual quase metade (21,4 km) cruza uma concess\u00e3o florestal cujo status \u00e9 definido como \u201cN\u00e3o Ativo\u201d, perto da cidade de Sepahua na regi\u00e3o de Ucayali. A imagem mostra as estradas de explora\u00e7\u00e3o madeireira digitalizadas (vermelho, painel esquerdo) e a imagem de sat\u00e9lite n\u00e3o digitalizada (painel direito). As setas fornecem pontos de refer\u00eancia entre os pain\u00e9is.<\/span>.<\/p>\n<div id=\"attachment_9420\" class=\"thumbnail aligncenter\"><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona4.jpg\"><img decoding=\"async\" class=\"wp-image-9420 size-medium\" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona4-930x439.jpg\" alt=\"\" width=\"930\" height=\"439\" \/><\/a><div class=\"caption\"><i><span style=\"font-weight: 400;\">Caso 4. Dados: MAAP, Planet, IBC, SERFOR. Clique para ampliar.<\/span><\/i><\/div><\/div>\n<div class=\"fitem-sep\"><\/div>\n<p><b>Caso 5.<\/b><span style=\"font-weight: 400;\"> Detectamos a constru\u00e7\u00e3o de uma nova estrada de explora\u00e7\u00e3o madeireira (17,7 km) em uma concess\u00e3o florestal cujo status atual \u00e9 definido como \u201cN\u00e3o Ativo\u201d, na regi\u00e3o de Madre de Dios. A imagem mostra as estradas de explora\u00e7\u00e3o madeireira digitalizadas (vermelho, painel esquerdo) e a imagem de sat\u00e9lite n\u00e3o digitalizada (painel direito). As setas fornecem pontos de refer\u00eancia entre os pain\u00e9is.<\/span><\/p>\n<div id=\"attachment_9420\" class=\"thumbnail aligncenter\"><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona4.jpg\"><img decoding=\"async\" class=\"wp-image-9420 size-medium\" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona4-930x439.jpg\" alt=\"\" width=\"930\" height=\"439\" \/><\/a><div class=\"caption\"><i><span style=\"font-weight: 400;\">Caso 5. Dados: MAAP, ESA, IBC, SERFOR. Clique para ampliar.<\/span><\/i><\/div><\/div>\n<div class=\"fitem-sep\"><\/div>\n<h4><b><i>Estradas de explora\u00e7\u00e3o madeireira em comunidades nativas<\/i><\/b><\/h4>\n<p><b>Caso 6. <\/b><span style=\"font-weight: 400;\">\u00a0Detectamos a constru\u00e7\u00e3o de uma estrada de explora\u00e7\u00e3o madeireira (23,4 km) dentro de uma comunidade ind\u00edgena na regi\u00e3o de Ucayali. N\u00e3o encontramos evid\u00eancias de uma licen\u00e7a para essa atividade. A imagem mostra as estradas de explora\u00e7\u00e3o madeireira digitalizadas (vermelho, painel esquerdo) e a imagem de sat\u00e9lite n\u00e3o digitalizada (painel direito). As setas fornecem pontos de refer\u00eancia entre os pain\u00e9is.<\/span><\/p>\n<div id=\"attachment_9421\" class=\"thumbnail aligncenter\"><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona6.jpg\"><img decoding=\"async\" class=\"wp-image-9421 size-medium\" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-zona6-836x580.jpg\" alt=\"\" width=\"836\" height=\"580\" \/><\/a><div class=\"caption\"><i><span style=\"font-weight: 400;\">Caso 6. Dados: MAAP, Planet, SERNANP, IBC, SERFOR. Clique para ampliar.<\/span><\/i><\/div><\/div>\n<div class=\"fitem-sep\"><\/div>\n<h3><b>Metodologia<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Nossa an\u00e1lise incluiu duas etapas principais:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">O primeiro passo consistiu em avaliar padr\u00f5es lineares nos dados de alerta precoce e perda florestal final de 2019, dispon\u00edveis no Global Forest Watch (dados da Universidade de Maryland) e Geobosques (dados do Minist\u00e9rio do Meio Ambiente do Peru). A partir dos padr\u00f5es lineares, distinguimos entre estradas de acesso \u00e0 explora\u00e7\u00e3o madeireira e outros tipos de estradas e rodovias. As estradas de explora\u00e7\u00e3o madeireira tendem a ter padr\u00f5es lineares que se ramificam para o interior da floresta onde a madeira comercial \u00e9 encontrada. Outros tipos de estradas t\u00eam um destino mais definido, como cidades ou fazendas. Uma vez que as estradas de explora\u00e7\u00e3o madeireira foram identificadas, baixamos as imagens de alta resolu\u00e7\u00e3o associadas (3 metros) do Planet Explorer e digitalizamos as estradas no ArcGIS. Durante esse processo, estradas de explora\u00e7\u00e3o madeireira adicionais detectadas nas imagens de alta resolu\u00e7\u00e3o tamb\u00e9m foram digitalizadas.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">O segundo passo focou na an\u00e1lise de legalidade. Os novos dados de estradas de explora\u00e7\u00e3o madeireira foram sobrepostos com outros tipos de informa\u00e7\u00f5es de uso da terra, como concess\u00f5es florestais no portal GeoSERFOR (SERFOR), permiss\u00f5es e concess\u00f5es no portal SISFOR (OSINFOR), comunidades ind\u00edgenas (IBC 2019), \u00e1reas protegidas (SERNANP), centros populacionais (INEI 2019) e redes rodovi\u00e1rias oficiais (MTC 2018). Por exemplo, como mostrado acima, esse processo identificou estradas de explora\u00e7\u00e3o madeireira perto de \u00e1reas protegidas, dentro de comunidades ind\u00edgenas e dentro de concess\u00f5es florestais n\u00e3o ativas.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Analisamos informa\u00e7\u00f5es em v\u00e1rios sites agora dispon\u00edveis de autoridades nacionais e regionais, como <\/span><a href=\"https:\/\/sisfor.osinfor.gob.pe\/visor\/\"><span style=\"font-weight: 400;\">SISFOR<\/span><\/a><span style=\"font-weight: 400;\">\u00a0 (OSINFOR),\u00a0 <\/span><a href=\"http:\/\/geo.serfor.gob.pe\/geoserfor\/\"><span style=\"font-weight: 400;\">GEOSERFOR<\/span><\/a><span style=\"font-weight: 400;\">\u00a0 (SERFOR) e\u00a0 <\/span><a href=\"http:\/\/ider.regionucayali.gob.pe\/\"><span style=\"font-weight: 400;\">IDERs<\/span><\/a><span style=\"font-weight: 400;\"> (Spatial Data Infrastructure of Regional government). Esses novos recursos fornecem informa\u00e7\u00f5es valiosas, no entanto, podem ter limita\u00e7\u00f5es na capacidade de atualizar constantemente informa\u00e7\u00f5es sobre o status de concess\u00f5es e licen\u00e7as florestais, especialmente de governos regionais.<\/span><\/p>\n<div class=\"fitem-sep\"><\/div>\n<h3><b>Anexo \u2013 Registo de dados rodovi\u00e1rios por regi\u00e3o<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">REGI\u00c3O, Estradas de Explora\u00e7\u00e3o Madeireira (Km)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">LORETO, 231.2<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">MADRE DE DIOS, 477.8<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">UCAYALI, 720.0<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">HUANUCO, 45.5<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">JUN\u00cdN, 19.8<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">PASCO, 15.1<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">SAN MARTIN, 2.4<\/span><\/p>\n<p><span style=\"font-weight: 400;\">TOTAL, 1511,7<\/span><\/p>\n<div class=\"fitem-sep\"><\/div>\n<h3><b>Refer\u00eancias<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Planet Team (2017). Planet Application Program Interface: No espa\u00e7o para a vida na Terra. S\u00e3o Francisco, CA. <\/span><a href=\"https:\/\/api.planet.com\/\"><span style=\"font-weight: 400;\">https:\/\/api.planet.com<\/span><\/a><\/p>\n<div class=\"fitem-sep\"><\/div>\n<h3><b>Agradecimentos<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Agradecemos a R. Valle (OSINFOR), A. Felix (DAI), D. Suarez (ACCA) e G. Palacios por seus coment\u00e1rios \u00fateis sobre este relat\u00f3rio.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Este relat\u00f3rio foi conduzido com assist\u00eancia t\u00e9cnica da USAID, por meio do projeto Prevent. Prevent \u00e9 uma iniciativa que, ao longo dos pr\u00f3ximos 5 anos, trabalhar\u00e1 com o Governo do Peru, a sociedade civil e o setor privado para prevenir e combater crimes ambientais em Loreto, Ucayali e Madre de Dios, a fim de conservar a Amaz\u00f4nia peruana.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Esta publica\u00e7\u00e3o \u00e9 poss\u00edvel com o apoio do povo americano por meio da USAID. Seu conte\u00fado \u00e9 de responsabilidade exclusiva dos autores e n\u00e3o reflete necessariamente as opini\u00f5es da USAID ou do governo dos EUA.<\/span><\/p>\n<p><a href=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/06\/maaproject.org-maap-reduccion-de-mineria-ilegal-en-la-amazonia-peruana-sur-maaproject.org-maap-reduccion-de-mineria-ilegal-en-la-amazonia-peruana-sur-USAIDLogo-2ColorRGB-Horizontal-RGB-294.png\"><img decoding=\"async\" class=\"aligncenter size-medium wp-image-9074\" src=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/06\/maaproject.org-maap-reduccion-de-mineria-ilegal-en-la-amazonia-peruana-sur-maaproject.org-maap-reduccion-de-mineria-ilegal-en-la-amazonia-peruana-sur-USAIDLogo-2ColorRGB-Horizontal-RGB-294-930x362.png\" alt=\"\" \/><\/a><\/p>\n<div class=\"fitem-sep\"><\/div>\n<h3><b>Cita\u00e7\u00e3o<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Finer M, Paz L, Novoa S, Villa L (2020) Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana. MAAP: 123.<\/span><\/p>\n<h3><span style=\"font-size: 16px;\"><div class=\"fitem-sep\"><\/div><\/span><\/h3>\n","protected":false},"excerpt":{"rendered":"<p>Na Amaz\u00f4nia peruana , a explora\u00e7\u00e3o madeireira ilegal generalizada \u00e9 dif\u00edcil de ser detectada por sat\u00e9lites porque ela \u00e9 seletiva para esp\u00e9cies de alto valor (n\u00e3o \u00e9 corte raso). \u00c9 poss\u00edvel, no entanto, detectar as estradas de explora\u00e7\u00e3o madeireira associadas . Neste relat\u00f3rio, apresentamos uma nova t\u00e9cnica para identificar extra\u00e7\u00e3o ilegal de madeira: analisar novas [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[3],"tags":[],"ftr_agriculture":[],"carbon-and-climate-change":[],"ftr_country":[400],"fire":[],"infrastructure-threat":[],"land-use":[],"mining-and-logging-threat":[],"natural-forest-loss":[],"special-analysis":[],"class_list":["post-22919","post","type-post","status-publish","format-standard","hentry","category-nao-categorizado","ftr_country-peru"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana - MAAP<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana - MAAP\" \/>\n<meta property=\"og:description\" content=\"Na Amaz\u00f4nia peruana , a explora\u00e7\u00e3o madeireira ilegal generalizada \u00e9 dif\u00edcil de ser detectada por sat\u00e9lites porque ela \u00e9 seletiva para esp\u00e9cies de alto valor (n\u00e3o \u00e9 corte raso). \u00c9 poss\u00edvel, no entanto, detectar as estradas de explora\u00e7\u00e3o madeireira associadas . Neste relat\u00f3rio, apresentamos uma nova t\u00e9cnica para identificar extra\u00e7\u00e3o ilegal de madeira: analisar novas [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/\" \/>\n<meta property=\"og:site_name\" content=\"MAAP\" \/>\n<meta property=\"article:published_time\" content=\"2020-08-17T12:44:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-22T20:08:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg\" \/>\n<meta name=\"author\" content=\"MAAP Consultants\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"MAAP Consultants\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/\"},\"author\":{\"name\":\"MAAP Consultants\",\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/#\\\/schema\\\/person\\\/2f7133e3c0723ceecd6dabc9b4f198ce\"},\"headline\":\"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana\",\"datePublished\":\"2020-08-17T12:44:00+00:00\",\"dateModified\":\"2024-08-22T20:08:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/\"},\"wordCount\":1505,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.maapprogram.org\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg\",\"articleSection\":[\"N\u00e3o categorizado\"],\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/\",\"url\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/\",\"name\":\"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana - MAAP\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.maapprogram.org\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg\",\"datePublished\":\"2020-08-17T12:44:00+00:00\",\"dateModified\":\"2024-08-22T20:08:31+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/#\\\/schema\\\/person\\\/2f7133e3c0723ceecd6dabc9b4f198ce\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/#breadcrumb\"},\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.maapprogram.org\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg\",\"contentUrl\":\"https:\\\/\\\/www.maapprogram.org\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/maap-123-portugues\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/#website\",\"url\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/\",\"name\":\"MAAP\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-BR\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/#\\\/schema\\\/person\\\/2f7133e3c0723ceecd6dabc9b4f198ce\",\"name\":\"MAAP Consultants\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5889bd7805b73b186236cf81236e7511b08707f4115893e4569c33d93f127911?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5889bd7805b73b186236cf81236e7511b08707f4115893e4569c33d93f127911?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5889bd7805b73b186236cf81236e7511b08707f4115893e4569c33d93f127911?s=96&d=mm&r=g\",\"caption\":\"MAAP Consultants\"},\"url\":\"https:\\\/\\\/www.maapprogram.org\\\/pt-br\\\/author\\\/maapconsultants\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana - MAAP","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/","og_locale":"pt_BR","og_type":"article","og_title":"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana - MAAP","og_description":"Na Amaz\u00f4nia peruana , a explora\u00e7\u00e3o madeireira ilegal generalizada \u00e9 dif\u00edcil de ser detectada por sat\u00e9lites porque ela \u00e9 seletiva para esp\u00e9cies de alto valor (n\u00e3o \u00e9 corte raso). \u00c9 poss\u00edvel, no entanto, detectar as estradas de explora\u00e7\u00e3o madeireira associadas . Neste relat\u00f3rio, apresentamos uma nova t\u00e9cnica para identificar extra\u00e7\u00e3o ilegal de madeira: analisar novas [&hellip;]","og_url":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/","og_site_name":"MAAP","article_published_time":"2020-08-17T12:44:00+00:00","article_modified_time":"2024-08-22T20:08:31+00:00","og_image":[{"url":"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg","type":"","width":"","height":""}],"author":"MAAP Consultants","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"MAAP Consultants","Est. tempo de leitura":"8 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/#article","isPartOf":{"@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/"},"author":{"name":"MAAP Consultants","@id":"https:\/\/www.maapprogram.org\/pt-br\/#\/schema\/person\/2f7133e3c0723ceecd6dabc9b4f198ce"},"headline":"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana","datePublished":"2020-08-17T12:44:00+00:00","dateModified":"2024-08-22T20:08:31+00:00","mainEntityOfPage":{"@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/"},"wordCount":1505,"commentCount":0,"image":{"@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/#primaryimage"},"thumbnailUrl":"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg","articleSection":["N\u00e3o categorizado"],"inLanguage":"pt-BR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/","url":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/","name":"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana - MAAP","isPartOf":{"@id":"https:\/\/www.maapprogram.org\/pt-br\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/#primaryimage"},"image":{"@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/#primaryimage"},"thumbnailUrl":"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg","datePublished":"2020-08-17T12:44:00+00:00","dateModified":"2024-08-22T20:08:31+00:00","author":{"@id":"https:\/\/www.maapprogram.org\/pt-br\/#\/schema\/person\/2f7133e3c0723ceecd6dabc9b4f198ce"},"breadcrumb":{"@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/#breadcrumb"},"inLanguage":"pt-BR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/"]}]},{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/#primaryimage","url":"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg","contentUrl":"https:\/\/www.maapprogram.org\/wp-content\/uploads\/2020\/08\/maaproject.org-maap-123-detecting-illegal-logging-in-the-peruvian-amazon-Intro-743x580.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/www.maapprogram.org\/pt-br\/maap-123-portugues\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.maapprogram.org\/pt-br\/"},{"@type":"ListItem","position":2,"name":"MAAP #123: Detec\u00e7\u00e3o de explora\u00e7\u00e3o madeireira ilegal na Amaz\u00f4nia peruana"}]},{"@type":"WebSite","@id":"https:\/\/www.maapprogram.org\/pt-br\/#website","url":"https:\/\/www.maapprogram.org\/pt-br\/","name":"MAAP","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.maapprogram.org\/pt-br\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-BR"},{"@type":"Person","@id":"https:\/\/www.maapprogram.org\/pt-br\/#\/schema\/person\/2f7133e3c0723ceecd6dabc9b4f198ce","name":"MAAP Consultants","image":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/secure.gravatar.com\/avatar\/5889bd7805b73b186236cf81236e7511b08707f4115893e4569c33d93f127911?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/5889bd7805b73b186236cf81236e7511b08707f4115893e4569c33d93f127911?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5889bd7805b73b186236cf81236e7511b08707f4115893e4569c33d93f127911?s=96&d=mm&r=g","caption":"MAAP Consultants"},"url":"https:\/\/www.maapprogram.org\/pt-br\/author\/maapconsultants\/"}]}},"_links":{"self":[{"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/posts\/22919","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/comments?post=22919"}],"version-history":[{"count":1,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/posts\/22919\/revisions"}],"predecessor-version":[{"id":22920,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/posts\/22919\/revisions\/22920"}],"wp:attachment":[{"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/media?parent=22919"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/categories?post=22919"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/tags?post=22919"},{"taxonomy":"ftr_agriculture","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/ftr_agriculture?post=22919"},{"taxonomy":"carbon-and-climate-change","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/carbon-and-climate-change?post=22919"},{"taxonomy":"ftr_country","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/ftr_country?post=22919"},{"taxonomy":"fire","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/fire?post=22919"},{"taxonomy":"infrastructure-threat","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/infrastructure-threat?post=22919"},{"taxonomy":"land-use","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/land-use?post=22919"},{"taxonomy":"mining-and-logging-threat","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/mining-and-logging-threat?post=22919"},{"taxonomy":"natural-forest-loss","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/natural-forest-loss?post=22919"},{"taxonomy":"special-analysis","embeddable":true,"href":"https:\/\/www.maapprogram.org\/pt-br\/wp-json\/wp\/v2\/special-analysis?post=22919"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}