{"id":161,"date":"2014-06-13T19:40:52","date_gmt":"2014-06-13T19:40:52","guid":{"rendered":"http:\/\/opentextbc.ca\/geography\/?post_type=chapter&#038;p=161"},"modified":"2014-09-02T16:16:02","modified_gmt":"2014-09-02T23:16:02","slug":"7-6-case-study","status":"publish","type":"chapter","link":"https:\/\/opentextbc.ca\/geography\/chapter\/7-6-case-study\/","title":{"raw":"Case Study 1: Mountain Pine Beetle","rendered":"Case Study 1: Mountain Pine Beetle"},"content":{"raw":"The <strong class=\"Bold\">mountain pine beetle<\/strong>\u00a0(<em class=\"Italic\">Dendroctonus ponderosae<\/em>) is a species of bark beetle native to the forests of western North America. It has a hard black exoskeleton and measures approximately five millimetres in length,\u00a0about the size of a grain of rice.\r\n\r\n[caption id=\"\" align=\"aligncenter\" width=\"300\"]<a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Dendroctonus_ponderosae.jpg\"><img src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Dendroctonus_ponderosae.jpg\" height=\"300\" width=\"300\" \/><\/a> Figure 6.5 The Mountain Pine Beetle.[\/caption]\r\n\r\nThe current outbreak of mountain pine beetle in British Columbia began in the early 1990s and\u00a0is considered to be the largest ever recorded, affecting over 18.1 million hectares, or an area five times the size of Vancouver Island.\r\n\r\nThe mountain pine beetle infestation has had a devastating effect on the forest of British Columbia and has killed about 50% of the total volume of commercial lodge pole pine in the province.\r\n\r\n[caption id=\"attachment_157\" align=\"aligncenter\" width=\"400\"]<a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/8621706469_3ba11bd46d_o-e1406241709639.jpg\"><img class=\"wp-image-157\" alt=\"Figure 2. Interior British Columbia lodgepole pine forest affected by mountain pine beetle.\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/8621706469_3ba11bd46d_o-e1406241709639.jpg\" height=\"300\" width=\"400\" \/><\/a> Figure 6.6 Interior British Columbia lodgepole pine forest affected by the mountain pine beetle[\/caption]\r\n\r\nIn British Columbia, the infestation peaked in 2005 and has been decreasing each year as the amount of available mature pines decreases. In 2012 about 3 million hectares of BC forest was designated as <strong class=\"Bold\">red-attack<\/strong>, which is where the needles of infected trees turn red as a result of the beetle killing the tree. This is down from 2011 when the amount of red-attack forest was 4.6 million hectares.\r\n\r\n[caption id=\"attachment_158\" align=\"aligncenter\" width=\"400\"]<a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Cumulative_Pine_Killed_-_1999_to_2020.gif\"><img class=\"wp-image-158\" alt=\"Figure 3 Cumulative percentage of pine killed and projected to die 2020. If you are reading this in the print or PDF version of this book, you can view this animation by going to the following weblink: http:\/\/www.for.gov.bc.ca\/hfp\/mountain_pine_beetle\/maps.htm\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Cumulative_Pine_Killed_-_1999_to_2020.gif\" height=\"300\" width=\"400\" \/><\/a> Figure 6.7 Cumulative percentage of pine killed and projected to die 2020. If you are reading this in the print or PDF version of this book, you can view this animation by going to the following weblink: http:\/\/www.for.gov.bc.ca\/hfp\/mountain_pine_beetle\/maps.htm[\/caption]\r\n<h2>Causes of the Infestation<\/h2>\r\nScientists believe that warmer summers and milder winters play an important contributing role to the beetle infestation. Cold Canadian winters with temperatures below -40\u00b0C normally kill the beetle as well as pine beetle eggs and larvae. But milder winters and warmer summers have meant more beetles survive the winter.\u00a0Until recently, it was believed that the mountain pine beetle could successfully attack only mature pine trees, but in recent years it has\u00a0started to attack younger trees.\r\n<h2>Increased Fire Hazard<\/h2>\r\nIt is believed that large areas of dead pine stands represent a potential fire hazard. The BC government is addressing this concern by directing fuel management activities in beetle areas as recommended in the 2003 Firestorm Provincial Review. Harvesting the affected stands of trees aids fire management by removing the presumed hazard and breaking the continuity of the fuels. These fuel management treatments are specifically designed to reduce <strong class=\"Bold\">interface <\/strong>fire threats to communities located in the infestation zone. (The interface is the area where urban development and wilderness meet.)\r\n<h2>Life Cycle and Pine Tree Infestation<\/h2>\r\nBeetles develop through four stages: egg, larva, pupa and adult. \u00a0Except for a few days during the summer when adults emerge from brood trees and fly to attack new host trees, all life stages are spent beneath the bark.\r\n\r\nIn low elevation stands and in warm years, mountain pine beetles require one year to complete a generation. At high elevations, where summers are typically cooler, life cycles may vary from one to two years.\r\n\r\nIt is the female beetle who initiates an attack. As they chew into the inner bark and phloem (the living tissue that carries organic nutrients), pheromones are released, attracting male and female beetles to the same tree. The attacking beetles produce more pheromones, resulting in a mass attack that overcomes the tree\u2019s defences, resulting in attacks on adjacent trees.\r\n\r\nWhen the tree is first attacked, it remains green. Usually within a year of attack, the needles will have turned red. This means the tree is dying or dead, and the beetles have moved to another tree. In three to four years after the attack, very little foliage is left, so the trees appear grey.\r\n\r\nNatural predators of the mountain pine beetle include certain birds, particularly woodpeckers, and various insects.\r\n\r\n[caption id=\"attachment_159\" align=\"aligncenter\" width=\"400\"]<a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804.jpg\"><img class=\"wp-image-159\" alt=\"Figure 4. Pine tree infested by MPB, the pitch tube that the tree is creating to force the beetle out are clearly visible.\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804.jpg\" height=\"255\" width=\"400\" \/><\/a> Figure 6.8 Pine tree infested by mountain pine beetle;\u00a0the pitch tube that the tree is creating to force the beetle out is clearly visible[\/caption]\r\n<h2>Infestation Detection and Monitoring through Remote Sensing<\/h2>\r\nDigital or film aerial photography is a popular method for monitoring and precisely mapping vast areas.\u00a0Recently the digital era reached aerial photography and since\u00a02010 almost all images acquired worldwide are done by direct digital cameras. Satellite imagery is another method of\u00a0acquiring images from space.\r\n\r\nBoth methods have advantages and disadvantages that relate to the nature of the acquisition and image quality. Remote sensing and aerial photography are used extensively to monitor diverse forest environments, map cities or countries and identify geological structures.\u00a0 Precise mapping is an example of a remote sensing process that has reached technical maturity and is used in practical applications worldwide.\u00a0 Image classification is generally accomplished by several procedures that involve human vision and\/or computer algorithms.\u00a0 Visual image segmentation is conducted by interpretation of targets from within an image on a computer monitor, while aerial photographic segmentation is performed a large-format photograph hardcopy prints (23-cm\u00b2) and can be assisted with an overlapping image acquired at a different angle that enables three-dimensional vision.\u00a0 Statistical computerized image analysis is undertaken with algorithms that segment the image into several predetermined classes within a digital image.\r\n\r\nForest areas are frequently surveyed by various remote sensing devices for both practical and experimental purposes.\u00a0 The application of classification methods for forest mapping and classification reaches relatively acceptable levels of classification accuracy (65% to 90%), depending on data quality and implemented procedures.\u00a0 Mountain pine beetle\u00a0infestation can be detected and monitored\u00a0by remote sensing methods.\u00a0 This can be done visually on computer monitor or directly by flying above an infested area.\u00a0 The main characteristic of infested trees is the reddish colour on the tree crowns.\r\n\r\n[caption id=\"attachment_160\" align=\"aligncenter\" width=\"400\"]<a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB.jpg\"><img class=\"wp-image-160\" alt=\"Figure 5. Healthy pine trees (green) and trees infested by MPB (red). The delineating polygons used for computerized classification procedures.\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB.jpg\" height=\"275\" width=\"400\" \/><\/a> Figure 6.9. Healthy pine trees (green) and trees infested by mountain pine beetle\u00a0(red); the delineating polygons used for computerized classification procedures[\/caption]\r\n<h3>Attributions<\/h3>\r\n<ul>\r\n\t<li><strong>Figure 6.5<\/strong> Measurement of the mountain pine beetle. Mountain Pine Beetle (http:\/\/en.wikipedia.org\/wiki\/Mountain_pine_beetle) by US Forest Service (http:\/\/en.wikipedia.org\/wiki\/United_States_Forest_Service) (Public Domain)<\/li>\r\n\t<li><strong>Figure 6.6<\/strong> Interior British Columbia\u00a0lodgepole\u00a0pine forest\u00a0affected by mountain pine beetle. Pine beetle infested forest (https:\/\/flic.kr\/p\/e8SuXx) by Simon Fraser University (https:\/\/www.flickr.com\/photos\/sfupamr\/) under CC BY (https:\/\/creativecommons.org\/licenses\/by\/2.0\/)<\/li>\r\n\t<li><strong>Figure 6.7 <\/strong>Cumulative percentage of pine killed and projected to die 2020 from A History of the Battle Against the Mountain Pine Beetle 2000-2012 B.C. Ministry of\u00a0 Forestry (http:\/\/www.for.gov.bc.ca\/hfp\/mountain_pine_beetle\/maps.htm).<\/li>\r\n\t<li><strong>Figure 6.8<\/strong>. Pine tree infested by mountain pine beetle; the pitch tube that the tree is creating to force the beetle out are clearly visible. Infested Tree (http:\/\/en.wikipedia.org\/wiki\/Mountain_pine_beetle#mediaviewer\/File:Infested_tree.jpg) by Padraic (http:\/\/commons.wikimedia.org\/wiki\/User:Padraic) under CC BY SA 2.5 (http:\/\/creativecommons.org\/licenses\/by-sa\/2.5\/ca\/deed.en).<\/li>\r\n\t<li><strong>Figure 6.9.<\/strong> Healthy pine trees (green) and trees infested by mountain pine beetle (red);\u00a0the delineating polygons used for computerized classification procedures. Image from\u00a0Ettya A. 2009. Integrated Multitemporal and Multiangular High Spatial Resolution Image Classification.\u00a0Burnaby. SFU. \u00a0PHD Dissertation.<\/li>\r\n<\/ul>","rendered":"<p>The <strong class=\"Bold\">mountain pine beetle<\/strong>\u00a0(<em class=\"Italic\">Dendroctonus ponderosae<\/em>) is a species of bark beetle native to the forests of western North America. It has a hard black exoskeleton and measures approximately five millimetres in length,\u00a0about the size of a grain of rice.<\/p>\n<figure style=\"width: 300px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Dendroctonus_ponderosae.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Dendroctonus_ponderosae.jpg\" height=\"300\" width=\"300\" alt=\"image\" \/><\/a><figcaption class=\"wp-caption-text\">Figure 6.5 The Mountain Pine Beetle.<\/figcaption><\/figure>\n<p>The current outbreak of mountain pine beetle in British Columbia began in the early 1990s and\u00a0is considered to be the largest ever recorded, affecting over 18.1 million hectares, or an area five times the size of Vancouver Island.<\/p>\n<p>The mountain pine beetle infestation has had a devastating effect on the forest of British Columbia and has killed about 50% of the total volume of commercial lodge pole pine in the province.<\/p>\n<figure id=\"attachment_157\" aria-describedby=\"caption-attachment-157\" style=\"width: 400px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/8621706469_3ba11bd46d_o-e1406241709639.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-157\" alt=\"Figure 2. Interior British Columbia lodgepole pine forest affected by mountain pine beetle.\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/8621706469_3ba11bd46d_o-e1406241709639.jpg\" height=\"300\" width=\"400\" \/><\/a><figcaption id=\"caption-attachment-157\" class=\"wp-caption-text\">Figure 6.6 Interior British Columbia lodgepole pine forest affected by the mountain pine beetle<\/figcaption><\/figure>\n<p>In British Columbia, the infestation peaked in 2005 and has been decreasing each year as the amount of available mature pines decreases. In 2012 about 3 million hectares of BC forest was designated as <strong class=\"Bold\">red-attack<\/strong>, which is where the needles of infected trees turn red as a result of the beetle killing the tree. This is down from 2011 when the amount of red-attack forest was 4.6 million hectares.<\/p>\n<figure id=\"attachment_158\" aria-describedby=\"caption-attachment-158\" style=\"width: 400px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Cumulative_Pine_Killed_-_1999_to_2020.gif\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-158\" alt=\"Figure 3 Cumulative percentage of pine killed and projected to die 2020. If you are reading this in the print or PDF version of this book, you can view this animation by going to the following weblink: http:\/\/www.for.gov.bc.ca\/hfp\/mountain_pine_beetle\/maps.htm\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Cumulative_Pine_Killed_-_1999_to_2020.gif\" height=\"300\" width=\"400\" \/><\/a><figcaption id=\"caption-attachment-158\" class=\"wp-caption-text\">Figure 6.7 Cumulative percentage of pine killed and projected to die 2020. If you are reading this in the print or PDF version of this book, you can view this animation by going to the following weblink: http:\/\/www.for.gov.bc.ca\/hfp\/mountain_pine_beetle\/maps.htm<\/figcaption><\/figure>\n<h2>Causes of the Infestation<\/h2>\n<p>Scientists believe that warmer summers and milder winters play an important contributing role to the beetle infestation. Cold Canadian winters with temperatures below -40\u00b0C normally kill the beetle as well as pine beetle eggs and larvae. But milder winters and warmer summers have meant more beetles survive the winter.\u00a0Until recently, it was believed that the mountain pine beetle could successfully attack only mature pine trees, but in recent years it has\u00a0started to attack younger trees.<\/p>\n<h2>Increased Fire Hazard<\/h2>\n<p>It is believed that large areas of dead pine stands represent a potential fire hazard. The BC government is addressing this concern by directing fuel management activities in beetle areas as recommended in the 2003 Firestorm Provincial Review. Harvesting the affected stands of trees aids fire management by removing the presumed hazard and breaking the continuity of the fuels. These fuel management treatments are specifically designed to reduce <strong class=\"Bold\">interface <\/strong>fire threats to communities located in the infestation zone. (The interface is the area where urban development and wilderness meet.)<\/p>\n<h2>Life Cycle and Pine Tree Infestation<\/h2>\n<p>Beetles develop through four stages: egg, larva, pupa and adult. \u00a0Except for a few days during the summer when adults emerge from brood trees and fly to attack new host trees, all life stages are spent beneath the bark.<\/p>\n<p>In low elevation stands and in warm years, mountain pine beetles require one year to complete a generation. At high elevations, where summers are typically cooler, life cycles may vary from one to two years.<\/p>\n<p>It is the female beetle who initiates an attack. As they chew into the inner bark and phloem (the living tissue that carries organic nutrients), pheromones are released, attracting male and female beetles to the same tree. The attacking beetles produce more pheromones, resulting in a mass attack that overcomes the tree\u2019s defences, resulting in attacks on adjacent trees.<\/p>\n<p>When the tree is first attacked, it remains green. Usually within a year of attack, the needles will have turned red. This means the tree is dying or dead, and the beetles have moved to another tree. In three to four years after the attack, very little foliage is left, so the trees appear grey.<\/p>\n<p>Natural predators of the mountain pine beetle include certain birds, particularly woodpeckers, and various insects.<\/p>\n<figure id=\"attachment_159\" aria-describedby=\"caption-attachment-159\" style=\"width: 400px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-159\" alt=\"Figure 4. Pine tree infested by MPB, the pitch tube that the tree is creating to force the beetle out are clearly visible.\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804.jpg\" height=\"255\" width=\"400\" srcset=\"https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804.jpg 639w, https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804-300x191.jpg 300w, https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804-65x41.jpg 65w, https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804-225x143.jpg 225w, https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/MPB_Infested_tree-e1406243865804-350x222.jpg 350w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/a><figcaption id=\"caption-attachment-159\" class=\"wp-caption-text\">Figure 6.8 Pine tree infested by mountain pine beetle;\u00a0the pitch tube that the tree is creating to force the beetle out is clearly visible<\/figcaption><\/figure>\n<h2>Infestation Detection and Monitoring through Remote Sensing<\/h2>\n<p>Digital or film aerial photography is a popular method for monitoring and precisely mapping vast areas.\u00a0Recently the digital era reached aerial photography and since\u00a02010 almost all images acquired worldwide are done by direct digital cameras. Satellite imagery is another method of\u00a0acquiring images from space.<\/p>\n<p>Both methods have advantages and disadvantages that relate to the nature of the acquisition and image quality. Remote sensing and aerial photography are used extensively to monitor diverse forest environments, map cities or countries and identify geological structures.\u00a0 Precise mapping is an example of a remote sensing process that has reached technical maturity and is used in practical applications worldwide.\u00a0 Image classification is generally accomplished by several procedures that involve human vision and\/or computer algorithms.\u00a0 Visual image segmentation is conducted by interpretation of targets from within an image on a computer monitor, while aerial photographic segmentation is performed a large-format photograph hardcopy prints (23-cm\u00b2) and can be assisted with an overlapping image acquired at a different angle that enables three-dimensional vision.\u00a0 Statistical computerized image analysis is undertaken with algorithms that segment the image into several predetermined classes within a digital image.<\/p>\n<p>Forest areas are frequently surveyed by various remote sensing devices for both practical and experimental purposes.\u00a0 The application of classification methods for forest mapping and classification reaches relatively acceptable levels of classification accuracy (65% to 90%), depending on data quality and implemented procedures.\u00a0 Mountain pine beetle\u00a0infestation can be detected and monitored\u00a0by remote sensing methods.\u00a0 This can be done visually on computer monitor or directly by flying above an infested area.\u00a0 The main characteristic of infested trees is the reddish colour on the tree crowns.<\/p>\n<figure id=\"attachment_160\" aria-describedby=\"caption-attachment-160\" style=\"width: 400px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-160\" alt=\"Figure 5. Healthy pine trees (green) and trees infested by MPB (red). The delineating polygons used for computerized classification procedures.\" src=\"http:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB.jpg\" height=\"275\" width=\"400\" srcset=\"https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB.jpg 681w, https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB-300x206.jpg 300w, https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB-65x44.jpg 65w, https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB-225x154.jpg 225w, https:\/\/opentextbc.ca\/geography\/wp-content\/uploads\/sites\/34\/2014\/06\/Healthy_pine_trees_and_trees_infested_by_MPB-350x241.jpg 350w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/a><figcaption id=\"caption-attachment-160\" class=\"wp-caption-text\">Figure 6.9. Healthy pine trees (green) and trees infested by mountain pine beetle\u00a0(red); the delineating polygons used for computerized classification procedures<\/figcaption><\/figure>\n<h3>Attributions<\/h3>\n<ul>\n<li><strong>Figure 6.5<\/strong> Measurement of the mountain pine beetle. Mountain Pine Beetle (http:\/\/en.wikipedia.org\/wiki\/Mountain_pine_beetle) by US Forest Service (http:\/\/en.wikipedia.org\/wiki\/United_States_Forest_Service) (Public Domain)<\/li>\n<li><strong>Figure 6.6<\/strong> Interior British Columbia\u00a0lodgepole\u00a0pine forest\u00a0affected by mountain pine beetle. Pine beetle infested forest (https:\/\/flic.kr\/p\/e8SuXx) by Simon Fraser University (https:\/\/www.flickr.com\/photos\/sfupamr\/) under CC BY (https:\/\/creativecommons.org\/licenses\/by\/2.0\/)<\/li>\n<li><strong>Figure 6.7 <\/strong>Cumulative percentage of pine killed and projected to die 2020 from A History of the Battle Against the Mountain Pine Beetle 2000-2012 B.C. Ministry of\u00a0 Forestry (http:\/\/www.for.gov.bc.ca\/hfp\/mountain_pine_beetle\/maps.htm).<\/li>\n<li><strong>Figure 6.8<\/strong>. Pine tree infested by mountain pine beetle; the pitch tube that the tree is creating to force the beetle out are clearly visible. Infested Tree (http:\/\/en.wikipedia.org\/wiki\/Mountain_pine_beetle#mediaviewer\/File:Infested_tree.jpg) by Padraic (http:\/\/commons.wikimedia.org\/wiki\/User:Padraic) under CC BY SA 2.5 (http:\/\/creativecommons.org\/licenses\/by-sa\/2.5\/ca\/deed.en).<\/li>\n<li><strong>Figure 6.9.<\/strong> Healthy pine trees (green) and trees infested by mountain pine beetle (red);\u00a0the delineating polygons used for computerized classification procedures. Image from\u00a0Ettya A. 2009. Integrated Multitemporal and Multiangular High Spatial Resolution Image Classification.\u00a0Burnaby. SFU. \u00a0PHD Dissertation.<\/li>\n<\/ul>\n","protected":false},"author":37,"menu_order":5,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-161","chapter","type-chapter","status-publish","hentry"],"part":243,"_links":{"self":[{"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/pressbooks\/v2\/chapters\/161","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/wp\/v2\/users\/37"}],"version-history":[{"count":19,"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/pressbooks\/v2\/chapters\/161\/revisions"}],"predecessor-version":[{"id":1310,"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/pressbooks\/v2\/chapters\/161\/revisions\/1310"}],"part":[{"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/pressbooks\/v2\/parts\/243"}],"metadata":[{"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/pressbooks\/v2\/chapters\/161\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/wp\/v2\/media?parent=161"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/pressbooks\/v2\/chapter-type?post=161"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/wp\/v2\/contributor?post=161"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/opentextbc.ca\/geography\/wp-json\/wp\/v2\/license?post=161"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}