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<DIV STYLE="text-align:Left;"><DIV><DIV><P STYLE="margin:0 0 0 0;"><SPAN STYLE="font-weight:bold;"><SPAN>A. </SPAN></SPAN><SPAN><SPAN>A series of 31 satellite images was acquired between February and October 2017. These were from Sentinel-2A and -2B and Landsat-8. Each image was cloud-masked and then classified separately into land cover classes.</SPAN></SPAN></P><P STYLE="margin:0 0 0 0;"><SPAN /><SPAN /><SPAN /></P><P STYLE="margin:0 0 14 20;"><SPAN><SPAN>The resulting set of </SPAN></SPAN><SPAN STYLE="font-weight:bold;"><SPAN>per-pixel </SPAN></SPAN><SPAN><SPAN>land cover classifications are:</SPAN></SPAN></P><P STYLE="margin:0 0 14 20;"><SPAN><SPAN>classn_lc_s</SPAN></SPAN><SPAN STYLE="font-weight:bold;"><SPAN><date></SPAN></SPAN><SPAN><SPAN>.img for those derived from Sentinel images, and</SPAN></SPAN></P><P STYLE="margin:0 0 14 20;"><SPAN><SPAN>classn_lc_l</SPAN></SPAN><SPAN STYLE="font-weight:bold;"><SPAN><date></SPAN></SPAN><SPAN><SPAN>.img for those derived from Landsat images.</SPAN></SPAN></P><P STYLE="margin:0 0 14 0;"><SPAN STYLE="font-weight:bold;"><SPAN>B. </SPAN></SPAN><SPAN><SPAN>A rule-set was used to draw together evidence from the time-series of 31 per-pixel land cover classifications into a single per-pixel land use map representing winter 2017.The term ‘land use’ pertains primarily to the agricultural classes that are the main focus of this work. The map also includes classes outside the agricultural area which are not formally land </SPAN></SPAN><SPAN STYLE="font-style:italic;"><SPAN>use</SPAN></SPAN><SPAN><SPAN>classes, but are simply the dominant land cover class at that pixel through time. The classes are:</SPAN></SPAN></P><P STYLE="font-weight:bold;margin:0 0 0 0;"><SPAN><SPAN>Agricultural classes – winter forage</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>WF kale</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>WF other brassica and swede</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>WF fodder beet</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>WF cereal</SPAN></SPAN></P><P STYLE="margin:0 0 14 57;"><SPAN><SPAN>Unknown/other winter grazing – Intensive winter grazing on pasture or other unidentified winter crop</SPAN></SPAN></P><P STYLE="font-weight:bold;margin:0 0 0 0;"><SPAN><SPAN>Agricultural classes – non-forage</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Agricultural bare soil – Bare for an extended period April to July</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Crop residue, dead vegetation – Crop residue or dead vegetation for an extended period April to July</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Autumn-planted crop or pasture – Includes arable crops and pasture renewal</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Pasture – improved</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Pasture – unimproved/poor quality/low cover – Generally grazed, though there is a meeting point between this class and the non-agricultural (mostly ungrazed) class that includes tussockland.</SPAN></SPAN></P><P STYLE="margin:0 0 14 57;"><SPAN><SPAN>Unknown agriculture – Including mixed classes, scrubby pasture, narrow shelterbelts within a pasture/crop pixel</SPAN></SPAN></P><P STYLE="font-weight:bold;margin:0 0 0 0;"><SPAN><SPAN>Non-agricultural classes</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Forest and scrub – Both native and exotic, including forestry</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Tussockland, herbfield, alpine shrubland – Essentially ungrazed, though there is a meeting point between this class and the agricultural unimproved pasture class.</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Water – Lakes, rivers, estuaries</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Snow, ice</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Rock, scree, gravel, sand</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Hill country/non-agricultural bare soil – For example, land slips. Can be an overlap with the rock/gravel class in silty scree margins</SPAN></SPAN></P><P STYLE="margin:0 0 0 57;"><SPAN><SPAN>Deep shadow – Insufficient reflection of light to determine land cover class – generally in steep areas</SPAN></SPAN></P><P STYLE="margin:0 0 14 57;"><SPAN><SPAN>Urban, industrial</SPAN></SPAN></P><P STYLE="margin:0 0 14 0;"><SPAN STYLE="font-weight:bold;"><SPAN>C. </SPAN></SPAN><SPAN><SPAN>A GIS-format paddock boundary map (polygons) was derived from a selected subset of the time-series satellite images. The paddock boundary map covers only those areas considered to be ‘agricultural’ (rather than the whole Southland region, which also includes large alpine and forested areas). This polygon layer was imposed on the per-pixel land use map described in B above. A rule set was used to decide on a final land use classification for each paddock polygon, based on the land use classes of the set of pixels within it. The final output uses the same set of classes as listed in B. </SPAN></SPAN></P><P><SPAN>Dataset created by Landcare Research - Heather North, Stella Bellis & David Pairman, May 2018</SPAN></P></DIV></DIV></DIV> |