{"id":2767,"date":"2020-10-29T09:56:35","date_gmt":"2020-10-28T20:56:35","guid":{"rendered":"http:\/\/blogs.lincoln.ac.nz\/gis\/?p=2767"},"modified":"2020-10-29T09:56:35","modified_gmt":"2020-10-28T20:56:35","slug":"the-path-of-least-resistance","status":"publish","type":"post","link":"https:\/\/blogs.lincoln.ac.nz\/gis\/the-path-of-least-resistance\/","title":{"rendered":"The Path of Least Resistance"},"content":{"rendered":"<p><em>In this guest post, Joesph Zooneveld takes us through least cost path mapping to find a mountains to sea biodiversity corridor of native bush.<\/em><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">In a recent GIS course at Lincoln University, I was tasked to find a spatial problem and then solve it using a GIS analysis. Being interested in conservation and biodiversity, I investigated the most efficient route for a biodiversity corridor across the Canterbury Plains.\u00a0<\/span><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">The Canterbury Plains have one of the lowest rates of native biodiversity in the whole of Aotearoa, with less than 0.5% of land cover in the region consisting of indigenous vegetation (Meurk, 2008). Much of that which remains is highly fragmented and of limited functional use to native fauna. A biodiversity corridor is a linear collection of wildlife habitat, generally native vegetation, which joins two or more larger areas of similar wildlife habitat (<a href=\"https:\/\/www.environment.nsw.gov.au\/resources\/nature\/landholderNotes15WildlifeCorridors.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">NSW Department of Environment and Conservation, 2004<\/a>). Banks Peninsula and the Southern alps both contain substantial areas of both remnant and regenerating native vegetation. Connecting these two areas by a biodiversity corridor would improve the genetic exchange, increase bird seed dispersal in the area surrounding the corridor and facilitate further native regeneration on the Canterbury Plains. The two points to be connected in this study were the Omahu Bush Scenic Reserve and the Korowai-Torlesse Tussocklands Park. What is the most efficient route for this corridor to follow between these two areas?\u00a0<\/span><\/p>\n<p style=\"font-weight: 400\"><a href=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J7.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2768\" src=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J7.jpg\" alt=\"\" width=\"512\" height=\"362\" srcset=\"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J7.jpg 512w, https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J7-300x212.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">The ArcGIS Pro \u2018<a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/spatial-analyst\/cost-path.htm\" target=\"_blank\" rel=\"noopener noreferrer\">Cost Path<\/a>\u2019 tool <\/span><i><span style=\"font-weight: 400\">\u201ccalculates the least-cost path from a source to a destination\u201d<\/span><\/i><span style=\"font-weight: 400\"> (ESRI, 2020a). It is a raster analysis tool that analyses the route between two points, calculating the route that accumulates the least total cost along the way, the path of least resistance.\u00a0<\/span><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">A flow diagram displaying how the cost-path analysis was approached is shown below.<\/span><\/p>\n<p><a href=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J6.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2769\" src=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J6.png\" alt=\"\" width=\"512\" height=\"228\" srcset=\"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J6.png 512w, https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J6-300x134.png 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">In order for the tool to work correctly, the base raster layer was reclassified in order to make cells with no native vegetation \u2018expensive\u2019 to pass through and cells with native vegetation or restoration plantings \u2018cheap\u2019 to pass through. In order to make it cost-effective enough to avoid a near direct route between the start and finish points (worthwhile detouring through native vegetation), cells with no native vegetation were given a value of 10, restoration plantings a value of 3, native vegetation a value of 2 and areas of both a value of 1.<\/span><\/p>\n<p><a href=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J5.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2772\" src=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J5.png\" alt=\"\" width=\"380\" height=\"460\" srcset=\"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J5.png 380w, https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J5-248x300.png 248w\" sizes=\"auto, (max-width: 380px) 100vw, 380px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">Following reclassification, the <em><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/spatial-analyst\/cost-distance.htm\" target=\"_blank\" rel=\"noopener noreferrer\">C<\/a><\/em><\/span><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/spatial-analyst\/cost-distance.htm\" target=\"_blank\" rel=\"noopener noreferrer\"><i><span style=\"font-weight: 400\">ost Distanc<\/span><\/i><\/a><span style=\"font-weight: 400\"><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/spatial-analyst\/cost-distance.htm\" target=\"_blank\" rel=\"noopener noreferrer\"><em>e<\/em><\/a> tool was used to create the input needed for the final cost path analysis, a <\/span><i><span style=\"font-weight: 400\">backlink<\/span><\/i><span style=\"font-weight: 400\"> and <\/span><i><span style=\"font-weight: 400\">cost distance<\/span><\/i><span style=\"font-weight: 400\"> layer. The <\/span><i><span style=\"font-weight: 400\">cost distance<\/span><\/i><span style=\"font-weight: 400\"> tool <\/span><i><span style=\"font-weight: 400\">\u201ccalculates the least accumulative cost distance for each cell from or to the least-cost source over a cost surface\u201d<\/span><\/i><span style=\"font-weight: 400\"> (ESRI, 2020b). <\/span><\/p>\n<p><a href=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J3.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2771\" src=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J3.png\" alt=\"\" width=\"379\" height=\"335\" srcset=\"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J3.png 379w, https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J3-300x265.png 300w\" sizes=\"auto, (max-width: 379px) 100vw, 379px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">The starting point for this tool was the Omahu Bush Scenic Reserve (named <\/span><i><span style=\"font-weight: 400\">Conservation Estate<\/span><\/i><span style=\"font-weight: 400\">). The output from the <\/span><i><span style=\"font-weight: 400\">cost distance<\/span><\/i><span style=\"font-weight: 400\"> tool is shown below.<\/span><\/p>\n<p><a href=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J4.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2773\" src=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J4.jpg\" alt=\"\" width=\"797\" height=\"313\" srcset=\"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J4.jpg 797w, https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J4-300x118.jpg 300w, https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J4-768x302.jpg 768w\" sizes=\"auto, (max-width: 797px) 100vw, 797px\" \/><\/a><br style=\"font-weight: 400\" \/><br style=\"font-weight: 400\" \/><span style=\"font-weight: 400\">These two layers were then used as the input for the final cost path tool, with the feature destination (Native Vegetation) being the Korowai-Torlesse Tussocklands Park in the Southern Alps.\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2770\" src=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J2.png\" alt=\"\" width=\"382\" height=\"390\" srcset=\"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J2.png 382w, https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J2-294x300.png 294w\" sizes=\"auto, (max-width: 382px) 100vw, 382px\" \/><\/a><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">The final output of this analysis, the least <\/span><i><span style=\"font-weight: 400\">cost path<\/span><\/i><span style=\"font-weight: 400\"> across the Canterbury plains, is displayed below. Although a straight line between the start and finish point would mean the least number of cells were crossed, the analysis indicated that it is worthwhile taking a slight detour to take advantage of existing vegetation and restoration plantings along the Waikirikiri\/Selwyn River. This is in line with Te Ara Kakariki\u2019s current funding and support criteria that restoration sites should have high \u201cproximity to the Waikirikiri\/Selwyn River and to other sites (approximately 5kms)\u201d (<a href=\"https:\/\/www.kakariki.org.nz\/greendots\/\" target=\"_blank\" rel=\"noopener noreferrer\">Te Ara Kakariki, 2020<\/a>). Given that fruit eating birds are known to disperse seed up to 2.5 km (Meurk &amp; Hall 2006),\u00a0 a buffer of 2.5km radius was created surrounding the identified least-cost path. This was thought to spatially indicate where future restoration projects should be concentrated in order to maximise their efficacy and efficiency. The cost path tool was integral in producing this output.\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J1.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2774\" src=\"https:\/\/d-blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J1.jpg\" alt=\"\" width=\"512\" height=\"362\" srcset=\"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J1.jpg 512w, https:\/\/blogs.lincoln.ac.nz\/gis\/wp-content\/uploads\/sites\/3\/2020\/10\/J1-300x212.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><br style=\"font-weight: 400\" \/><br style=\"font-weight: 400\" \/><strong>References<\/strong><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">ESRI (2020a). Cost Path (Spatial Analyst). Retrieved 19\/10\/2020 from: <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/spatial-analyst\/cost-path.htm\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/spatial-analyst\/cost-path.htm<\/a><\/span><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">ESRI (2020b). Cost Distance (Spatial Analyst). Retrieved 19\/10\/2020 from: <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/spatial-analyst\/cost-distance.htm\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/spatial-analyst\/cost-distance.htm<\/a><\/span><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">NSW Department of Environment and Conservation (2004). Wildlife Corridors. New South Wales Government. Retrieved 19\/10\/2020 from: <a href=\"https:\/\/www.environment.nsw.gov.au\/resources\/nature\/landholderNotes15WildlifeCorridors.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.environment.nsw.gov.au\/resources\/nature\/landholderNotes15WildlifeCorridors.pdf<\/a><\/span><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">Meurk, C. (2008). Vegetation of the Canterbury Plains and downlands. In: The Natural History of Canterbury. Canterbury University Press<\/span><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">Meurk, C. &amp; Hall, G. (2006). Options for enhancing forest biodiversity across New Zealand&#8217;s managed landscapes based on ecosystem modelling and spatial design. <\/span><i><span style=\"font-weight: 400\">New Zealand Journal of Ecology<\/span><\/i><span style=\"font-weight: 400\">. 30<\/span><\/p>\n<p style=\"font-weight: 400\"><span style=\"font-weight: 400\">Te Ara Kakariki (2020). Retrieved 22\/10\/2020 from: <a href=\"https:\/\/www.kakariki.org.nz\/greendots\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.kakariki.org.nz\/greendots\/<\/a><\/span><\/p>\n<p>&nbsp;    \t<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this guest post, Joesph Zooneveld takes us through least cost path mapping to find a mountains to sea biodiversity corridor of native bush. In a recent GIS course at Lincoln University, I was tasked to find a spatial problem and then solve it using a GIS analysis. Being interested in conservation and biodiversity, I [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2767","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/posts\/2767","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/comments?post=2767"}],"version-history":[{"count":0,"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/posts\/2767\/revisions"}],"wp:attachment":[{"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/media?parent=2767"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/categories?post=2767"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.lincoln.ac.nz\/gis\/wp-json\/wp\/v2\/tags?post=2767"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}