{"id":1546,"date":"2022-02-20T08:23:35","date_gmt":"2022-02-20T08:23:35","guid":{"rendered":"https:\/\/dev.earthdesign.com\/earthdesign\/?page_id=1546"},"modified":"2022-05-08T16:11:36","modified_gmt":"2022-05-08T16:11:36","slug":"phase-i-use-of-hyperspectral-imagery-to-map-estuarine-features-along-the-straits-of-juan-de-fuca","status":"publish","type":"page","link":"https:\/\/earthdesign.com\/?page_id=1546","title":{"rendered":"Phase I: Use of Hyperspectral Imagery to Map Estuarine Features along the Straits of Juan de Fuca"},"content":{"rendered":"<div data-colibri-id=\"1546-c1\" class=\"style-1028 style-local-1546-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"1546-c2\" id=\"custom\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-1029 style-local-1546-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"1546-c3\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-1030 style-local-1546-c3 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-1031-outer style-local-1546-c4-outer\">\n            <div data-colibri-id=\"1546-c4\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-1031 style-local-1546-c4 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"1546-c5\" class=\"h-text h-text-component style-1055 style-local-1546-c5 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>REPORT LINK<\/p>\n                    <p>All spatial data are available from the Point No Point Treaty Council http:\/\/pnptc.org\/, 7999 NW Salish Lane, Kingston, WA 98346<\/p>\n                    <h4>Executive Summary<\/h4>\n                    <p>Using High Spatial Resolution Hyperspectral Imagery to Describe Eelgrass (Zostera marina) Landscape Structure in Hood Canal, WA.<\/p>\n                    <p>To better manage estuarine resources, it is important to develop a detailed understanding of the ecological processes and interactions that control and regulate populations of organisms, such as anadromous salmon (Oncorhynchus spp.)\n                      of the Pacific Northwest (PNW), that depend at some point in their life history upon the integrity of estuarine habitats. In Hood Canal and the Strait of Juan de Fuca, there is considerable evidence (Ames et al., 2000) that juvenile\n                      summer chum salmon (O. keta) rely on \u00e2\u20ac\u0153natural beaches, eelgrass beds and unimpacted drift cells to provide productive, protected migratory corridors\u00e2\u20ac\u009d as they transition from river delta rearing areas to open-water (Simenstad,\n                      2000). Eelgrass beds form a nearly \u00e2\u20ac\u0153continuous band\u00e2\u20ac\u009d around the lower intertidal and sub tidal regions of Hood Canal from depths of about +1.8 m to \u00e2\u20ac\u201c6.6 m (Phillips, 1984). Many factors can affect the quantity and structure\n                      of Hood Canal\u00e2\u20ac\u2122s eelgrass beds and beaches including: filling, excavation, jetty construction, shoreline development (e.g., bulkhead and dock construction), vegetation destruction (Simenstad, 2000), and eutrophication. In turn,\n                      these factors can also affect the fitness of migrating salmon at multiple, interacting spatial and temporal scales (Cracknell, 1999; Simenstad and Cordell, 2000; Simenstad et al., 2000) making it difficult to predict the consequences\n                      of these perturbations.<\/p>\n                    <p>Fortunately, emerging remote sensing and geographic information system (GIS) technology provide new analytical and visualization tools that allow fisheries scientists\/managers to integrate multiple spatial data sets over large geographic\n                      areas, thereby achieving a landscape perspective appropriate to managing fish habitat.<\/p>\n                    <p>Perhaps for the first time, it is possible to develop spatial data sets for relative large areas based on remotely sensed data which describe eelgrass habitat structure at the spatial scales over which salmon respond (~ 1 to 5 m).<\/p>\n                    <p>Recognizing the important ecological role that long, relatively thin (~1-5 m) eelgrass corridors play in juvenile summer chum salmon (Oncorhynchus spp.) migration in Hood Canal, and the limitations of space-borne remote sensing platforms,\n                      we initiated this study to determine (1) if it is feasible to develop eelgrass habitat coverages at a spatial scale of 1-2 m using a CASI sensor; and (2) if we could differentiate between spectrally similar, co-occurring vegetation\n                      (i.e., eelgrass and green macroalgae).<\/p>\n                    <p>The broader purpose of this study is to relate the landscape structure of the intertidal eelgrass to shoreline modifications as a quantitative index of essential habitat quality for migrating juvenile summer chum salmon. Since we planned\n                      to incorporate resulting data into GIS, we were also interested in determining if the CASI imagery (a two-dimensional, charge couple device, array based push broom imaging spectrograph) could be geometrically corrected to approximately\n                      the same spatial scale as the image resolution. (~5- 10 m).<\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-1032-outer style-local-1546-c6-outer\">\n            <div data-colibri-id=\"1546-c6\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-1032 style-local-1546-c6 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"1546-c7\" class=\"style-1059 style-local-1546-c7 position-relative h-element\">\n                  <!---->\n                <\/div>\n                <div data-colibri-id=\"1546-c8\" class=\"d-block style-1058 style-local-1546-c8 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"425\" height=\"567\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-skokomish-delta.jpg\" class=\"wp-image-1327 style-1058-image style-local-1546-c8-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-skokomish-delta.jpg 425w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-skokomish-delta-225x300.jpg 225w\" sizes=\"auto, (max-width: 425px) 100vw, 425px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1058-frameImage style-local-1546-c8-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-1058-caption style-local-1546-c8-caption\">\n                      The Skokomish River Delta at the south end of the study area\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"1546-c9\" class=\"d-block style-1056 style-local-1546-c9 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"425\" height=\"373\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-marshmosaic.jpg\" class=\"wp-image-1321 style-1056-image style-local-1546-c9-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-marshmosaic.jpg 425w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-marshmosaic-300x263.jpg 300w\" sizes=\"auto, (max-width: 425px) 100vw, 425px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1056-frameImage style-local-1546-c9-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-1056-caption style-local-1546-c9-caption\">\n                      The Skokomish River Delta at the south end of the study area\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"1546-c10\" class=\"h-text h-text-component style-1057 style-local-1546-c10 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>The ability to resolve estuarine habitat features depends on the spatial and spectral resolution of the imagery.<\/p>\n                    <p>\n                      <br>\n                    <\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"1546-c11\" id=\"custom-3\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-1038 style-local-1546-c11 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"1546-c12\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-1039 style-local-1546-c12 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-1040-outer style-local-1546-c13-outer\">\n            <div data-colibri-id=\"1546-c13\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-1040 style-local-1546-c13 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"1546-c14\" class=\"d-block style-1049 style-local-1546-c14 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"275\" height=\"305\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-study-area.jpg\" class=\"wp-image-1328 style-1049-image style-local-1546-c14-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-study-area.jpg 275w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-study-area-270x300.jpg 270w\" sizes=\"auto, (max-width: 275px) 100vw, 275px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1049-frameImage style-local-1546-c14-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-1049-caption style-local-1546-c14-caption\">\n                      Study Area.\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"1546-c15\" class=\"style-1067 style-local-1546-c15 position-relative h-element\">\n                  <!---->\n                <\/div>\n                <div data-colibri-id=\"1546-c16\" class=\"d-block style-1052 style-local-1546-c16 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"275\" height=\"203\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-quadrat.jpg\" class=\"wp-image-1323 style-1052-image style-local-1546-c16-image\" alt=\"\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1052-frameImage style-local-1546-c16-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-1052-caption style-local-1546-c16-caption\">\n                      Collecting Radiometric Data\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-1041-outer style-local-1546-c17-outer\">\n            <div data-colibri-id=\"1546-c17\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-1041 style-local-1546-c17 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"1546-c18\" class=\"d-block style-1053 style-local-1546-c18 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"275\" height=\"217\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-frag-block.jpg\" class=\"wp-image-1319 style-1053-image style-local-1546-c18-image\" alt=\"\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1053-frameImage style-local-1546-c18-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-1053-caption style-local-1546-c18-caption\">\n                      IR-like image generated from 3 of the 21 hyperspectral bands 100 pixel (450 m) test blocks for vegetation assessment Notice thin strip of eelgrass\/algae at waterline.\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"1546-c19\" class=\"style-1065 style-local-1546-c19 position-relative h-element\">\n                  <!---->\n                <\/div>\n                <div data-colibri-id=\"1546-c20\" class=\"d-block style-1050 style-local-1546-c20 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"275\" height=\"206\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-beaver.jpg\" class=\"wp-image-1318 style-1050-image style-local-1546-c20-image\" alt=\"\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1050-frameImage style-local-1546-c20-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-1050-caption style-local-1546-c20-caption\">\n                      EcoTrust&#8217;s Beaver\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-1042-outer style-local-1546-c21-outer\">\n            <div data-colibri-id=\"1546-c21\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-1042 style-local-1546-c21 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"1546-c22\" class=\"d-block style-1051 style-local-1546-c22 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"275\" height=\"206\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-missionplan1.jpg\" class=\"wp-image-1322 style-1051-image style-local-1546-c22-image\" alt=\"\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1051-frameImage style-local-1546-c22-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-1051-caption style-local-1546-c22-caption\">\n                      Mission Planning.\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"1546-c23\" class=\"style-1066 style-local-1546-c23 position-relative h-element\">\n                  <!---->\n                <\/div>\n                <div data-colibri-id=\"1546-c24\" class=\"d-block style-1054 style-local-1546-c24 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"425\" height=\"319\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-radiometer.jpg\" class=\"wp-image-1324 style-1054-image style-local-1546-c24-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-radiometer.jpg 425w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-radiometer-300x225.jpg 300w\" sizes=\"auto, (max-width: 425px) 100vw, 425px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1054-frameImage style-local-1546-c24-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-1054-caption style-local-1546-c24-caption\">\n                      Sampling Estuarine Plant Communities\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"1546-c25\" id=\"custom-4\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-1043 style-local-1546-c25 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"1546-c26\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-1044 style-local-1546-c26 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-1045-outer style-local-1546-c27-outer\">\n            <div data-colibri-id=\"1546-c27\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-1045 style-local-1546-c27 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"1546-c28\" class=\"h-text h-text-component style-1047 style-local-1546-c28 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <h4>Project Description<\/h4>\n                    <p>We collected 19-band CASI imagery along the shoreline of Hood Canal during (+\/- 3 hr) a spring low tide series from 29 June to 5 July 2000. We collected 145 overlapping flightlines ranging in length from approximately 0.9 to 20.0 km\n                      along most (~70%) of the shoreline Each pixel represented an area of 2.25 m^2 on the ground. Initial processing of 19 flightlines in four non-contiguous focal areas covered approximately 84.3 km of Hood Canal shoreline.<\/p>\n                    <p>We geocorrected the CASI imagery to +\/- 4.8m to 23.5 m RMSE using GCP targets and DOQ features visible in the imagery.<\/p>\n                    <p>We found good agreement between classified eelgrass polygons and existing eelgrass beds. For the most of the other habitat classes, there was also good agreement except for the oyster bed cover class (Focal Areas 1-3) and the Brown\n                      Algae class (FocalArea 4). Our inability to correctly separate oyster beds from wet sand\/gravel\/cobble and brown algae was most likely due to the relatively low number of training sites. In addition, \u00e2\u20ac\u02dc\u00e2\u20ac\u2122sand\u00e2\u20ac\u2122 and \u00e2\u20ac\u02dcmixed sand\/gravel\u00e2\u20ac\u2122\n                      classes, separated in Focal Area 4, were combined in Focal Areas 1-3 primarily due to differing degrees of wetness. We did not pursue improving the classification of non-eelgrass habitat types since they were not the primary objective\n                      of this study.<\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-1046-outer style-local-1546-c29-outer\">\n            <div data-colibri-id=\"1546-c29\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-1046 style-local-1546-c29 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"1546-c30\" class=\"d-block style-1048 style-local-1546-c30 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img loading=\"lazy\" decoding=\"async\" width=\"425\" height=\"560\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-results.jpg\" class=\"wp-image-1325 style-1048-image style-local-1546-c30-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-results.jpg 425w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/hood-canal-results-228x300.jpg 228w\" sizes=\"auto, (max-width: 425px) 100vw, 425px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-1048-frameImage style-local-1546-c30-frameImage\"><\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>REPORT LINK All spatial data are available from the Point No Point Treaty Council http:\/\/pnptc.org\/, 7999 NW Salish Lane, Kingston, WA 98346 Executive Summary Using High Spatial Resolution Hyperspectral Imagery to Describe Eelgrass (Zostera marina) Landscape Structure in Hood Canal, WA. To better manage estuarine resources, it is important to develop a detailed understanding of [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"footnotes":""},"class_list":["post-1546","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/pages\/1546","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/earthdesign.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1546"}],"version-history":[{"count":14,"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/pages\/1546\/revisions"}],"predecessor-version":[{"id":4393,"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/pages\/1546\/revisions\/4393"}],"wp:attachment":[{"href":"https:\/\/earthdesign.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1546"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}