{"id":216,"date":"2019-09-08T12:48:18","date_gmt":"2019-09-08T19:48:18","guid":{"rendered":"https:\/\/blogs.ubc.ca\/emmalcunningham\/?page_id=216"},"modified":"2022-07-19T00:30:47","modified_gmt":"2022-07-19T07:30:47","slug":"sample-remote-sensing-experience","status":"publish","type":"page","link":"https:\/\/blogs.ubc.ca\/emmalcunningham\/sample-remote-sensing-experience\/","title":{"rendered":"Remote Sensing Work"},"content":{"rendered":"<h1 style=\"text-align: center;\"><\/h1>\n<p style=\"text-align: left;\"><strong>Example 1.<\/strong> Image Analysis using R:<\/p>\n<p style=\"text-align: left;\">I am familiar with basic image processing in R including reading images and plotting.<\/p>\n<p style=\"text-align: left;\">Focus has been on efficiency and automated processes.<\/p>\n<p style=\"text-align: left;\">Practice with extracting values from rasters and calculating indices (ex.NDVI).<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-24 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-300x177.png\" alt=\"\" width=\"620\" height=\"365\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-300x177.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-768x452.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1.png 948w\" sizes=\"auto, (max-width: 620px) 100vw, 620px\" \/><\/p>\n<p style=\"text-align: center;\">R script developed:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-25 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-1-300x63.png\" alt=\"\" width=\"414\" height=\"87\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-1-300x63.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-1.png 687w\" sizes=\"auto, (max-width: 414px) 100vw, 414px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-26 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-2-300x195.png\" alt=\"\" width=\"630\" height=\"410\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-2-300x195.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-2-768x499.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-2.png 800w\" sizes=\"auto, (max-width: 630px) 100vw, 630px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-27 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic2-300x182.png\" alt=\"\" width=\"676\" height=\"409\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic2-300x182.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic2-768x466.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic2.png 851w\" sizes=\"auto, (max-width: 676px) 100vw, 676px\" \/><\/p>\n<p style=\"text-align: center;\">R script developed:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-28 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic3-300x38.png\" alt=\"\" width=\"458\" height=\"58\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic3-300x38.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic3-768x98.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic3.png 787w\" sizes=\"auto, (max-width: 458px) 100vw, 458px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-30 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic5-300x23.png\" alt=\"\" width=\"457\" height=\"35\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic5-300x23.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic5-768x60.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic5.png 794w\" sizes=\"auto, (max-width: 457px) 100vw, 457px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-31 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic6-300x56.png\" alt=\"\" width=\"466\" height=\"87\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic6-300x56.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic6-768x142.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic6.png 787w\" sizes=\"auto, (max-width: 466px) 100vw, 466px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-33 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-3-300x195.png\" alt=\"\" width=\"535\" height=\"348\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-3-300x195.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-3-768x498.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-3.png 795w\" sizes=\"auto, (max-width: 535px) 100vw, 535px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-34 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic4-1-300x188.png\" alt=\"\" width=\"482\" height=\"302\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic4-1-300x188.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic4-1-768x481.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic4-1.png 930w\" sizes=\"auto, (max-width: 482px) 100vw, 482px\" \/><\/p>\n<p style=\"text-align: center;\">R script developed:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-35 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic2-1-300x23.png\" alt=\"\" width=\"430\" height=\"33\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic2-1-300x23.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic2-1-768x58.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic2-1.png 784w\" sizes=\"auto, (max-width: 430px) 100vw, 430px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-36 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic3-1-300x75.png\" alt=\"\" width=\"428\" height=\"107\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic3-1-300x75.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic3-1-768x191.png 768w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic3-1.png 792w\" sizes=\"auto, (max-width: 428px) 100vw, 428px\" \/><\/p>\n<p style=\"text-align: left;\"><strong>\u00a0Example 2.<\/strong> Georectification of Spot Images in ENVI:<\/p>\n<p style=\"text-align: left;\">I have experience georeferencing images and maps in ENVI using GCP&#8217;s and RMSE.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-38 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-4-231x300.png\" alt=\"\" width=\"479\" height=\"622\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-4-231x300.png 231w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-4.png 478w\" sizes=\"auto, (max-width: 479px) 100vw, 479px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-40 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-6-300x181.png\" alt=\"\" width=\"465\" height=\"281\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-6-300x181.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-6.png 363w\" sizes=\"auto, (max-width: 465px) 100vw, 465px\" \/><\/p>\n<p style=\"text-align: left;\"><strong>Example 3.<\/strong> Supervised Classification in ENVI:<\/p>\n<p style=\"text-align: left;\">I am familiar with landcover classification techniques and have experience with classifying satellite images in ENVI by defining training and validation data.<\/p>\n<p>Experience with generating and interpret confusion matrices.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-41 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-7-300x203.png\" alt=\"\" width=\"569\" height=\"385\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-7-300x203.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-7.png 568w\" sizes=\"auto, (max-width: 569px) 100vw, 569px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42 aligncenter\" src=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-8-300x199.png\" alt=\"\" width=\"514\" height=\"341\" srcset=\"https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-8-300x199.png 300w, https:\/\/blogs.ubc.ca\/emmalcunningham\/files\/2019\/02\/Pic1-8.png 546w\" sizes=\"auto, (max-width: 514px) 100vw, 514px\" \/><\/p>\n<h4>In relation to remote sensing I am familiar with the following:<\/h4>\n<ul>\n<li>ENVI<\/li>\n<li>ENVI Classic<\/li>\n<li>Fusion<\/li>\n<li>R packages for processing raster and vector data<\/li>\n<li>UAV&#8217;s<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Example 1. Image Analysis using R: I am familiar with basic image processing in R including reading images and plotting. Focus has been on efficiency and automated processes. Practice with extracting values from rasters and calculating indices (ex.NDVI). R script developed: &nbsp; R script developed: R script developed: \u00a0Example 2. Georectification of Spot Images in [&hellip;]<\/p>\n","protected":false},"author":55964,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-216","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/blogs.ubc.ca\/emmalcunningham\/wp-json\/wp\/v2\/pages\/216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.ubc.ca\/emmalcunningham\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/blogs.ubc.ca\/emmalcunningham\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.ubc.ca\/emmalcunningham\/wp-json\/wp\/v2\/users\/55964"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.ubc.ca\/emmalcunningham\/wp-json\/wp\/v2\/comments?post=216"}],"version-history":[{"count":8,"href":"https:\/\/blogs.ubc.ca\/emmalcunningham\/wp-json\/wp\/v2\/pages\/216\/revisions"}],"predecessor-version":[{"id":285,"href":"https:\/\/blogs.ubc.ca\/emmalcunningham\/wp-json\/wp\/v2\/pages\/216\/revisions\/285"}],"wp:attachment":[{"href":"https:\/\/blogs.ubc.ca\/emmalcunningham\/wp-json\/wp\/v2\/media?parent=216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}