{"id":1542,"date":"2022-02-20T08:23:09","date_gmt":"2022-02-20T08:23:09","guid":{"rendered":"https:\/\/dev.earthdesign.com\/earthdesign\/?page_id=1542"},"modified":"2022-05-08T16:06:52","modified_gmt":"2022-05-08T16:06:52","slug":"phase-i-lower-columbia-river-estuary-vegetation-mapping-using-hyperspectral-imagery","status":"publish","type":"page","link":"https:\/\/earthdesign.com\/?page_id=1542","title":{"rendered":"Phase I Lower Columbia River Estuary Vegetation Mapping using Hyperspectral Imagery"},"content":{"rendered":"<div data-colibri-id=\"1542-c1\" class=\"style-955 style-local-1542-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"1542-c2\" id=\"custom\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-956 style-local-1542-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"1542-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-957 style-local-1542-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-958-outer style-local-1542-c4-outer\">\n            <div data-colibri-id=\"1542-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-958 style-local-1542-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=\"1542-c5\" class=\"h-text h-text-component style-960 style-local-1542-c5 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>Landsat 7 TM: Imagery acquired: Western Scene March 24, 2000 and the Eastern scene July 7, 2000: Classification was completed in October 2002<\/p>\n                    <p>CASI &amp; Digital Video: Imagery Acquired: July 28-August 3, 2000 and July 2001<\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"1542-c6\" class=\"h-text h-text-component style-991 style-local-1542-c6 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <h4>Executive Summary<\/h4>\n                    <p>Using High Spatial Resolution Hyperspectral Imagery to Map Estuarine Habitats along the Lower Columbia River.<\/p>\n                    <p>The goal of this project, funded by the Lower Columbia River Estuary Partnership, is to produce a spatial data set describing the distribution of habitat cover types along the lower 230 km of the Columbia River, from the mouth to Bonneville\n                      Dam. To accomplish this, we are classifying several types of remotely sensed imagery including: Landsat 7 ETM+, IRS pan, and CASI hyperspectral.<\/p>\n                    <p>The ability to resolve estuarine habitat features depends on the spatial and spectral resolution of these types imagery. Since these images of various spatial scales will be geometrically corrected (referenced to real-world coordinates),\n                      together they will form a spatially linked hierarchical data set.<\/p>\n                    <p>Landsat 7 ETM+ imagery, which covers the entire study area, is too coarse to resolve estuarine features less than 60-100 m in size. Therefore, we will use the TM imagery to develop a broad-brush description of the status of estuarine\n                      habitat cover classes and establish a context for additional study. In addition, we will use the classified TM data to prioritize areas in which finer-scale CASI imagery will be collected and analyzed.<\/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-959-outer style-local-1542-c7-outer\">\n            <div data-colibri-id=\"1542-c7\" 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-959 style-local-1542-c7 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=\"1542-c8\" class=\"d-block style-964 style-local-1542-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=\"368\" height=\"705\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-chinook_sm-1.jpg\" class=\"wp-image-1332 style-964-image style-local-1542-c8-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-chinook_sm-1.jpg 368w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-chinook_sm-1-157x300.jpg 157w\" sizes=\"auto, (max-width: 368px) 100vw, 368px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-964-frameImage style-local-1542-c8-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-964-caption style-local-1542-c8-caption\">\n                      Study Area\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"1542-c9\" 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-1001 style-local-1542-c9 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-4 h-col-md-4 h-col-12 style-1002-outer style-local-1542-c10-outer\">\n            <div data-colibri-id=\"1542-c10\" 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-1002 style-local-1542-c10 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-end align-self-md-end align-self-end\">\n                <!---->\n                <div data-colibri-id=\"1542-c11\" class=\"d-block style-961 style-local-1542-c11 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=\"420\" height=\"344\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-study_area1.jpg\" class=\"wp-image-1341 style-961-image style-local-1542-c11-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-study_area1.jpg 420w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-study_area1-300x246.jpg 300w\" sizes=\"auto, (max-width: 420px) 100vw, 420px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-961-frameImage style-local-1542-c11-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-961-caption style-local-1542-c11-caption\">\n                      Study Area\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-4 h-col-md-4 h-col-12 style-1003-outer style-local-1542-c12-outer\">\n            <div data-colibri-id=\"1542-c12\" 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-1003 style-local-1542-c12 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-end align-self-md-end align-self-end\">\n                <!---->\n                <div data-colibri-id=\"1542-c13\" class=\"d-block style-963 style-local-1542-c13 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=\"420\" height=\"245\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-th_study_area1.jpg\" class=\"wp-image-1342 style-963-image style-local-1542-c13-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-th_study_area1.jpg 420w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-th_study_area1-300x175.jpg 300w\" sizes=\"auto, (max-width: 420px) 100vw, 420px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-963-frameImage style-local-1542-c13-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-963-caption style-local-1542-c13-caption\">\n                      Study Area\n\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-4 h-col-md-4 h-col-12 style-1004-outer style-local-1542-c14-outer\">\n            <div data-colibri-id=\"1542-c14\" 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-1004 style-local-1542-c14 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-end align-self-md-end align-self-end\">\n                <!---->\n                <div data-colibri-id=\"1542-c15\" class=\"d-block style-962 style-local-1542-c15 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=\"420\" height=\"278\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-rob_review.jpg\" class=\"wp-image-1339 style-962-image style-local-1542-c15-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-rob_review.jpg 420w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-rob_review-300x199.jpg 300w\" sizes=\"auto, (max-width: 420px) 100vw, 420px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-962-frameImage style-local-1542-c15-frameImage\"><\/div>\n                    <\/div>\n                    <div class=\"style-962-caption style-local-1542-c15-caption\">\n                      Researcher reviewing data.\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=\"1542-c16\" id=\"custom-2\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-969 style-local-1542-c16 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"1542-c17\" 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-970 style-local-1542-c17 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-971-outer style-local-1542-c18-outer\">\n            <div data-colibri-id=\"1542-c18\" 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-971 style-local-1542-c18 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=\"1542-c19\" class=\"d-block style-974 style-local-1542-c19 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=\"276\" height=\"184\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-pan_sample.jpg\" class=\"wp-image-1338 style-974-image style-local-1542-c19-image\" alt=\"\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-974-frameImage style-local-1542-c19-frameImage\"><\/div>\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-972-outer style-local-1542-c20-outer\">\n            <div data-colibri-id=\"1542-c20\" 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-972 style-local-1542-c20 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=\"1542-c21\" class=\"d-block style-975 style-local-1542-c21 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=\"276\" height=\"184\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-tm_ms_sample.jpg\" class=\"wp-image-1343 style-975-image style-local-1542-c21-image\" alt=\"\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-975-frameImage style-local-1542-c21-frameImage\"><\/div>\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-973-outer style-local-1542-c22-outer\">\n            <div data-colibri-id=\"1542-c22\" 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-973 style-local-1542-c22 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=\"1542-c23\" class=\"d-block style-976 style-local-1542-c23 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=\"276\" height=\"184\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-merge_sample-1.jpg\" class=\"wp-image-1337 style-976-image style-local-1542-c23-image\" alt=\"\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-976-frameImage style-local-1542-c23-frameImage\"><\/div>\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=\"1542-c24\" id=\"custom-3\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-977 style-local-1542-c24 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"1542-c25\" 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-978 style-local-1542-c25 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-979-outer style-local-1542-c26-outer\">\n            <div data-colibri-id=\"1542-c26\" 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-979 style-local-1542-c26 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=\"1542-c27\" class=\"h-text h-text-component style-981 style-local-1542-c27 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <h4>Project Description<\/h4>\n                    <p>Results from this study will be used by the Estuary Partnership and its cooperators to: (1) develop indicators of &#8220;habitat health&#8221; and biological integrity; (2) develop definitions of &#8220;critical salmonid habitat&#8221;; (3) identify and evaluate\n                      potential wetland conservation and restoration sites; (4) track exotic and invasive species; and (5) develop an understanding of how estuarine and riverine habitats have changed over the past 200 years.&nbsp;<\/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-980-outer style-local-1542-c28-outer\">\n            <div data-colibri-id=\"1542-c28\" 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-980 style-local-1542-c28 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=\"1542-c29\" class=\"h-text h-text-component style-982 style-local-1542-c29 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>\n                      <br>\n                    <\/p>\n                    <p><span style=\"font-weight: 400; font-size: 16px; font-family: &quot;Open Sans&quot;; color: rgb(37, 41, 42);\">This study focused on&nbsp;<\/span>estuarine and riparian floodplain habitat cover types, which are important to native species,\n                      particularly juvenile salmonids. Results from this study are meant to provide support for the multiple efforts currently underway to recover 12 species of Columbia River salmonids identified as endangered or threatened under the\n                      Endangered Species Act.<\/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=\"1542-c30\" id=\"custom-4\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-983 style-local-1542-c30 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"1542-c31\" 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-984 style-local-1542-c31 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-985-outer style-local-1542-c32-outer\">\n            <div data-colibri-id=\"1542-c32\" 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-985 style-local-1542-c32 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=\"1542-c33\" class=\"h-text h-text-component style-987 style-local-1542-c33 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <h4>Approach<\/h4>\n                    <p>We relied on the help of 40 volunteers to (1) measure substrate and vegetation &#8216;habitat types&#8217; in 16 X 16 m sample grids, (2) set out and&nbsp;<\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"1542-c34\" class=\"d-block style-988 style-local-1542-c34 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=\"420\" height=\"315\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-landscape_view_o_training_at_DE2.jpg\" class=\"wp-image-1336 style-988-image style-local-1542-c34-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-landscape_view_o_training_at_DE2.jpg 420w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-landscape_view_o_training_at_DE2-300x225.jpg 300w\" sizes=\"auto, (max-width: 420px) 100vw, 420px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-988-frameImage style-local-1542-c34-frameImage\"><\/div>\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-986-outer style-local-1542-c35-outer\">\n            <div data-colibri-id=\"1542-c35\" 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-986 style-local-1542-c35 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=\"1542-c36\" class=\"h-text h-text-component style-989 style-local-1542-c36 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>\n                      <br>\n                    <\/p>\n                    <p>GPs targets that could be located in the imagery, and (3) make on-the-ground radiometric measurements.<\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"1542-c37\" class=\"d-block style-990 style-local-1542-c37 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=\"420\" height=\"315\" src=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-landscape_view_of_target2.jpg\" class=\"wp-image-1335 style-990-image style-local-1542-c37-image\" alt=\"\" srcset=\"https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-landscape_view_of_target2.jpg 420w, https:\/\/earthdesign.com\/wp-content\/uploads\/2022\/02\/lower-columb-landscape_view_of_target2-300x225.jpg 300w\" sizes=\"auto, (max-width: 420px) 100vw, 420px\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-990-frameImage style-local-1542-c37-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>Landsat 7 TM: Imagery acquired: Western Scene March 24, 2000 and the Eastern scene July 7, 2000: Classification was completed in October 2002 CASI &amp; Digital Video: Imagery Acquired: July 28-August 3, 2000 and July 2001 Executive Summary Using High Spatial Resolution Hyperspectral Imagery to Map Estuarine Habitats along the Lower Columbia River. The goal [&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-1542","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/pages\/1542","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=1542"}],"version-history":[{"count":20,"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/pages\/1542\/revisions"}],"predecessor-version":[{"id":4365,"href":"https:\/\/earthdesign.com\/index.php?rest_route=\/wp\/v2\/pages\/1542\/revisions\/4365"}],"wp:attachment":[{"href":"https:\/\/earthdesign.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1542"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}