{"id":2059,"date":"2018-05-07T21:13:35","date_gmt":"2018-05-07T21:13:35","guid":{"rendered":"http:\/\/blogs.oregonstate.edu\/gemmlab\/?p=2059"},"modified":"2018-05-07T21:13:35","modified_gmt":"2018-05-07T21:13:35","slug":"forecasting-blue-whale-presence-small-steps-toward-big-goals","status":"publish","type":"post","link":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/2018\/05\/07\/forecasting-blue-whale-presence-small-steps-toward-big-goals\/","title":{"rendered":"Forecasting blue whale presence: Small steps toward big goals"},"content":{"rendered":"<p><strong>By Dawn Barlow, MSc student, Department of Fisheries and Wildlife, Geospatial Ecology of Marine Megafauna Lab<\/strong><\/p>\n<p>In 2013, Leigh first published a hypothesis that the South Taranaki Bight region between New Zealand\u2019s North and South Islands is important habitat for blue whales \u00a0(Torres 2013). Since then, we have collected three years of data and conducted dedicated analyses, so we now understand that <a href=\"http:\/\/www.int-res.com\/prepress\/n00891.html\">a unique population of blue whales is found in New Zealand<\/a>, and that they are present in the South Taranaki Bight year-round (Barlow et al. in press).<\/p>\n<figure id=\"attachment_2061\" aria-describedby=\"caption-attachment-2061\" style=\"width: 660px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/files\/2018\/05\/NZ-blue-e1525719005784.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2061\" data-permalink=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/NZ-blue-e1525719005784.jpg\" data-orig-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/NZ-blue-e1525719005784.jpg\" data-orig-size=\"800,533\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"NZ blue\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;A blue whale breaks the surface. As I grapple with questions of model complexity and scale of analysis, it&amp;#8217;s important to remember that behind each data point is a blue whale, and what a privilege it is to study them. Photo by Leigh Torres. &lt;\/p&gt;\n\" data-medium-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/NZ-blue-300x200.jpg\" data-large-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/NZ-blue-1024x683.jpg\" class=\"size-large wp-image-2061\" src=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/files\/2018\/05\/NZ-blue-1024x683.jpg\" alt=\"\" width=\"660\" height=\"440\" \/><\/a><figcaption id=\"caption-attachment-2061\" class=\"wp-caption-text\">A blue whale surfaces in the South Taranaki Bight. Photo by Leigh Torres.<\/figcaption><\/figure>\n<p>This research has garnered quite a bit of political and media attention. A major platform item for the New Zealand Green Party around the last election was the establishment of a <a href=\"https:\/\/www.stuff.co.nz\/taranaki-daily-news\/news\/98361408\/Greens-to-ask-DOC-to-investigate-setting-up-South-Taranaki-marine-mammal-sanctuary\">marine mammal sanctuary in the South Taranaki Bight<\/a>. When the world\u2019s largest seismic survey vessel began surveying the South Taranaki Bight this summer for more oil and gas reserves using tremendously <a href=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/2017\/10\/24\/hearing-is-believing\/\">loud airguns<\/a>, there were <a href=\"http:\/\/wellington.scoop.co.nz\/?p=105497\">rallies on the lawn in front of Parliament<\/a> featuring a large inflatable blue whale that the protesters affectionately refer to as \u201cJanet\u201d. Needless to say, blue whales have made their way into the spotlight in New Zealand.<\/p>\n<figure id=\"attachment_2062\" aria-describedby=\"caption-attachment-2062\" style=\"width: 430px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/files\/2018\/05\/rally-parlt-430x323.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2062\" data-permalink=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/rally-parlt-430x323.jpg\" data-orig-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/rally-parlt-430x323.jpg\" data-orig-size=\"430,323\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"rally-parlt-430&amp;#215;323\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Janet the inflatable blue whale accompanies protesters on the lawn in front of Parliament in Wellington, New Zealand. Image credit: Greenpeace. &lt;\/p&gt;\n\" data-medium-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/rally-parlt-430x323-300x225.jpg\" data-large-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/rally-parlt-430x323.jpg\" class=\"size-full wp-image-2062\" src=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/files\/2018\/05\/rally-parlt-430x323.jpg\" alt=\"\" width=\"430\" height=\"323\" srcset=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/rally-parlt-430x323.jpg 430w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2018\/05\/rally-parlt-430x323-300x225.jpg 300w\" sizes=\"auto, (max-width: 430px) 100vw, 430px\" \/><\/a><figcaption id=\"caption-attachment-2062\" class=\"wp-caption-text\">Janet the inflatable blue whale accompanies protesters on the lawn in front of Parliament in Wellington, New Zealand. Image credit: Greenpeace.<\/figcaption><\/figure>\n<p>Now that we know there is a unique population of blue whales in New Zealand,\u00a0what is next? What\u2019s next for me is an exciting combination of both ecology and conservation. If an effective sanctuary is to be implemented, it needs to be more than a simple box drawn on a map to check off a political agenda item\u2014the sanctuary should be informed by our best ecological knowledge of the blue whales and their habitat.<\/p>\n<p>In July, Leigh and I will attend the Society for Conservation Biology meeting in Wellington, New Zealand, and I\u2019ll be giving a presentation titled \u201cCloudy with a chance of whales: Forecasting blue whale presence based on tiered, bottom-up models\u201d. I\u2019ll be the first to admit, I am not yet forecasting blue whale presence. But I am working my way there, step-by-step, through this tiered, bottom-up approach. In cetacean habitat modeling, we often assume that whale distribution on a foraging ground is determined by their prey\u2019s distribution, and that satellite images of temperature and chlorophyll-<em>a<\/em> provide an accurate picture of what is going on below the surface. Is this true? With our three years of data including <em>in situ <\/em>oceanography, krill hydroacoustics, and blue whale distribution and behavior, we are in a unique position to test some of those assumptions, as well as provide managers with an informed management tool to predict blue whale distribution.<\/p>\n<p>What questions will we ask using our data? Firstly, can <em>in situ<\/em> oceanography (i.e., thermocline depth and temperature, mixed layer depth) predict the distribution and density of blue whale prey (krill)? Then, can those prey patterns be accurately predicted in the absence of oceanographic measurements, using just satellite images? Next, we\u2019ll bring the blue whales back into the picture to ask: can we predict blue whale distribution based on our <em>in situ<\/em> measurements of oceanography and prey? And finally, in the absence of <em>in situ <\/em>measurements (which is most often the case), can we forecast where the whales will be based just on remotely-sensed images of the region?<\/p>\n<figure id=\"attachment_1157\" aria-describedby=\"caption-attachment-1157\" style=\"width: 660px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/files\/2017\/02\/Echosounder-pole-and-data.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"1157\" data-permalink=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/Echosounder-pole-and-data.jpg\" data-orig-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/Echosounder-pole-and-data.jpg\" data-orig-size=\"1280,720\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Echosounder pole and data\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;The recently manufactured transducer pole in the water off the RV Star Keys (left) deployed with the echosounder to collect prey availability data, including this image (right) of krill swarms near feeding blue whales. (Photo credit: L. Torres)&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/Echosounder-pole-and-data-300x169.jpg\" data-large-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/Echosounder-pole-and-data-1024x576.jpg\" class=\"size-large wp-image-1157\" src=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/files\/2017\/02\/Echosounder-pole-and-data-1024x576.jpg\" alt=\"\" width=\"660\" height=\"371\" srcset=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/Echosounder-pole-and-data-1024x576.jpg 1024w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/Echosounder-pole-and-data-300x169.jpg 300w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/Echosounder-pole-and-data-768x432.jpg 768w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/Echosounder-pole-and-data.jpg 1280w\" sizes=\"auto, (max-width: 660px) 100vw, 660px\" \/><\/a><figcaption id=\"caption-attachment-1157\" class=\"wp-caption-text\">The transducer pole in the water off the RV Star Keys (left) deployed with the echosounder to collect prey availability data, including this image (right) of krill swarms near feeding blue whales. Photo by Leigh Torres.<\/figcaption><\/figure>\n<p>So, cloudy with a chance of whales? Well, you\u2019ll have to stay tuned for that story in the coming months. In the meantime, I can tell you that as daunting as it is to aggregate so many data streams, each step of the way has a piece of the story to tell. I can\u2019t wait to see how it falls together, both from an ecological modeling perspective and a conservation management objective.<\/p>\n<figure id=\"attachment_1162\" aria-describedby=\"caption-attachment-1162\" style=\"width: 660px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/files\/2017\/02\/IMG_0990_whale-and-rig-small-e1491011525929.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"1162\" data-permalink=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/IMG_0990_whale-and-rig-small-e1491011525929.jpg\" data-orig-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/IMG_0990_whale-and-rig-small-e1491011525929.jpg\" data-orig-size=\"900,624\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;7.1&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;Canon EOS 70D&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;1486828444&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;400&quot;,&quot;iso&quot;:&quot;400&quot;,&quot;shutter_speed&quot;:&quot;0.0003125&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"IMG_0990_whale and rig small\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;And we can\u2019t forget why so many have put time, money and effort into this project: These blue whales are feeding and living within a space exploited by humans for multiple purposes, so we must ensure minimal impacts to these whales and their sustained health. (Photo credit: D. Barlow)  &lt;\/p&gt;\n\" data-medium-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/IMG_0990_whale-and-rig-small-300x208.jpg\" data-large-file=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2017\/02\/IMG_0990_whale-and-rig-small-1024x710.jpg\" class=\"size-large wp-image-1162\" src=\"http:\/\/blogs.oregonstate.edu\/gemmlab\/files\/2017\/02\/IMG_0990_whale-and-rig-small-1024x710.jpg\" alt=\"\" width=\"660\" height=\"458\" \/><\/a><figcaption id=\"caption-attachment-1162\" class=\"wp-caption-text\">A blue whale surfaces in front of a floating production storage and offloading (FPSO) vessel which services the oil rigs in the South Taranaki Bight. Photo by Dawn Barlow.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>References:<\/p>\n<p>Torres, L. G. (2013). Evidence for an unrecognised blue whale foraging ground in New Zealand.\u00a0<i>New Zealand Journal of Marine and Freshwater Research<\/i>,\u00a0<i>47<\/i>(2), 235-248.<\/p>\n<p>Barlow, D. R., Torres, L. G., Hodge, K. B., Steel, D. Baker, C. S., Chandler, T. E., Bott, N., Constantine, R., Double, M. C., Gill, P., Glasgow, D., Hamner, R. M., Lilley, C., Ogle, M., Olson, P. A., Peters, C., Stockin, K. A., Tessaglia-Hymes, C. T., Klinck, H. (in press). Documentation of a New Zealand blue whale population based on multiple lines of evidence.\u00a0<em>Endangered Species Research.\u00a0<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>By Dawn Barlow, MSc student, Department of Fisheries and Wildlife, Geospatial Ecology of Marine Megafauna Lab In 2013, Leigh first published a hypothesis that the South Taranaki Bight region between New Zealand\u2019s North and South Islands is important habitat for blue whales \u00a0(Torres 2013). Since then, we have collected three years of data and conducted &hellip; <a href=\"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/2018\/05\/07\/forecasting-blue-whale-presence-small-steps-toward-big-goals\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Forecasting blue whale presence: Small steps toward big goals<\/span><\/a><\/p>\n","protected":false},"author":8072,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[712807],"tags":[712808,140586,1667,712899,712774,96374,635712,88912,513,200562,799],"class_list":["post-2059","post","type-post","status-publish","format-standard","hentry","category-new-zealand-blue-whales","tag-blue-whale","tag-conservation","tag-data-analysis","tag-dawn-barlow","tag-distribution","tag-habitat","tag-leigh-torres","tag-management","tag-marine-mammals","tag-new-zealand","tag-oceanography"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p5Mfqy-xd","_links":{"self":[{"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/posts\/2059","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/users\/8072"}],"replies":[{"embeddable":true,"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/comments?post=2059"}],"version-history":[{"count":2,"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/posts\/2059\/revisions"}],"predecessor-version":[{"id":2064,"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/posts\/2059\/revisions\/2064"}],"wp:attachment":[{"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/media?parent=2059"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/categories?post=2059"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dev.blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/tags?post=2059"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}