{"id":932,"date":"2014-04-15T16:43:47","date_gmt":"2014-04-15T23:43:47","guid":{"rendered":"http:\/\/blogs.oregonstate.edu\/geo599spatialstatistics\/?p=932"},"modified":"2014-04-17T10:05:57","modified_gmt":"2014-04-17T17:05:57","slug":"stream-temperature-modeling","status":"publish","type":"post","link":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/2014\/04\/15\/stream-temperature-modeling\/","title":{"rendered":"Stream temperature modeling"},"content":{"rendered":"<p>I am working on a habitat model to predict changes in available steam habitat for acid- and thermally-sensitive aquatic species. The main goal is to combine stream temperature model results with existing acidity (ANC) results for the southern Appalachian Mountain region to evaluate the spatial extent of a habitat &#8220;squeeze&#8221; on these species. The relationship between air and water temperature will also be explored to generate future scenario results of habitat availability with changes in air temperature. I have been mostly working with non-spatial regression modeling techniques and I would like to explore the use of spatial statistical models to account for spatial autocorrelation among observations.<\/p>\n<p>Here is my full study region:<\/p>\n<p><a href=\"http:\/\/blogs.oregonstate.edu\/geo599spatialstatistics\/files\/2014\/04\/StudyRegion.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-971\" alt=\"StudyRegion\" src=\"http:\/\/blogs.oregonstate.edu\/geo599spatialstatistics\/files\/2014\/04\/StudyRegion.jpg\" width=\"720\" height=\"931\" srcset=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/1572\/files\/2014\/04\/StudyRegion.jpg 720w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/1572\/files\/2014\/04\/StudyRegion-232x300.jpg 232w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/a><\/p>\n<p>Non-spatial regression model results for ANC and water temperature:<\/p>\n<p><a href=\"http:\/\/blogs.oregonstate.edu\/geo599spatialstatistics\/files\/2014\/04\/Pisgah_RD_nolocator.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-976\" alt=\"Pisgah_RD_nolocator\" src=\"http:\/\/blogs.oregonstate.edu\/geo599spatialstatistics\/files\/2014\/04\/Pisgah_RD_nolocator-1024x791.jpg\" width=\"585\" height=\"451\" srcset=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/1572\/files\/2014\/04\/Pisgah_RD_nolocator-1024x791.jpg 1024w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/1572\/files\/2014\/04\/Pisgah_RD_nolocator-300x231.jpg 300w\" sizes=\"auto, (max-width: 585px) 100vw, 585px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>Here is a potential study area with relatively high ANC data density:<\/p>\n<p><a href=\"http:\/\/blogs.oregonstate.edu\/geo599spatialstatistics\/files\/2014\/04\/StudyArea1.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-970\" alt=\"StudyArea1\" src=\"http:\/\/blogs.oregonstate.edu\/geo599spatialstatistics\/files\/2014\/04\/StudyArea1.jpg\" width=\"720\" height=\"931\" srcset=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/1572\/files\/2014\/04\/StudyArea1.jpg 720w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/1572\/files\/2014\/04\/StudyArea1-232x300.jpg 232w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>I am working on a habitat model to predict changes in available steam habitat for acid- and thermally-sensitive aquatic species. The main goal is to combine stream temperature model results with existing acidity (ANC) results for the southern Appalachian Mountain region to evaluate the spatial extent of a habitat &#8220;squeeze&#8221; on these species. The relationship&hellip; <a href=\"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/2014\/04\/15\/stream-temperature-modeling\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":5756,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[166198],"tags":[],"class_list":["post-932","post","type-post","status-publish","format-standard","hentry","category-my-spatial-problem"],"_links":{"self":[{"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/posts\/932","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/users\/5756"}],"replies":[{"embeddable":true,"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/comments?post=932"}],"version-history":[{"count":12,"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/posts\/932\/revisions"}],"predecessor-version":[{"id":950,"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/posts\/932\/revisions\/950"}],"wp:attachment":[{"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/media?parent=932"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/categories?post=932"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dev.blogs.oregonstate.edu\/geo599spatialstatistics\/wp-json\/wp\/v2\/tags?post=932"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}