Arctic‐Boreal Lake Dynamics Revealed Using CubeSat Imagery

Cooley Sarah W.; Smith Laurence C.; Ryan Jonathan C.; Pitcher Lincoln H.; Pavelsky Tamlin M.

摘要

Abstract >Fine‐scale, subseasonal fluctuations in Arctic‐Boreal surface water reflect regional water balance and modulate trace gas emissions to the atmosphere but have eluded detection using traditional satellite remote sensing. We use high‐resolution (~3–5?m), high‐frequency CubeSat sensors to measure near‐daily changes in lake surface area through an object‐based tracking method that incorporates machine learning to overcome notable limitations of CubeSat imagery. From ~76,000 images we obtain 2.2?million individual observations of changing surface areas for 85,358 lakes in Northern Canada and Alaska between 1 May and 1 October 2017. We find broad‐scale lake area declines across diverse climatic, hydrologic, and physiographic terrains. Localized exceptions reveal lowland flooding and aquatic vegetation phenology cycles. Cumulative small shoreline changes of abundant lakes on the Canadian Shield exceed total inundation variations of better‐studied lowland environments, revealing a surprisingly dynamic landscape with respect to subseasonal variations in surface water extent and trace gas emissions. </abstract> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> <div class="translation abstracttxt"> <span class="zhankaihshouqi fivelineshidden" id="abstract"> <span>机译：</span><Abstract Type =“Main”XML：Lang =“en”> <标题类型=“main”>摘要</标题> >细尺，北极 - 北方地表水中的各种暂定波动反映了区域水平衡并调节痕量气体排放到大气中，但使用传统的卫星遥感来抵消检测。我们使用高分辨率（〜3-5米），高频立方体传感器来通过基于物体的跟踪方法测量湖面区域的近日变化，该方法包含机器学习来克服立方体图像的显着限制。我们获得的〜76,000张图片＆加拿大北部85,358个湖泊改变表面积的2.2亿个单独观察，5月1日至10月1日至10月1日之间。我们发现广泛的湖泊区横跨多样化的气候，水文和地形地带下降。本地化例外情况显示低地洪水和水生植被候选循环。加拿大盾构丰富湖泊的累积小海岸线变化超过了更新的低地环境的洪水洪水污染变化，揭示了地表水范围和痕量气体排放的各种变化的令人惊讶的动态景观。</ p> </摘要> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> </div> <div class="record"> <h2 class="all_title" id="enpatent33" >著录项</h2> <ul> <li> <span class="lefttit">来源</span> <div style="width: 86%;vertical-align: text-top;display: inline-block;"> <a href='/journal-foreign-23539/'>《Geophysical Research Letters》</a> <b style="margin: 0 2px;">|</b><span>2019年第4期</span><b style="margin: 0 2px;">|</b><span>共10页</span> </div> </li> <li> <div class="author"> <span class="lefttit">作者</span> <p id="fAuthorthree" class="threelineshidden zhankaihshouqi"> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Cooley Sarah W.&option=202" target="_blank" rel="nofollow">Cooley Sarah W.;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Smith Laurence C.&option=202" target="_blank" rel="nofollow">Smith Laurence C.;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Ryan Jonathan C.&option=202" target="_blank" rel="nofollow">Ryan Jonathan C.;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Pitcher Lincoln H.&option=202" target="_blank" rel="nofollow">Pitcher Lincoln H.;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Pavelsky Tamlin M.&option=202" target="_blank" rel="nofollow">Pavelsky Tamlin M.;</a> </p> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zkzz" style="display: none;">展开▼</span> </div> </li> <li> <div style="display: flex;"> <span class="lefttit">作者单位</span> <div style="position: relative;margin-left: 3px;max-width: 639px;"> <div class="threelineshidden zhankaihshouqi" id="fOrgthree"> <p>Department of Earth Environmental and Planetary SciencesBrown UniversityProvidence RI USA;</p> <p>Department of GeographyUniversity of CaliforniaLos Angeles CA USA;</p> <p>Institute at Brown for the Environment and SocietyBrown UniversityProvidence RI USA;</p> <p>Department of GeographyUniversity of CaliforniaLos Angeles CA USA;</p> <p>Department of Geological SciencesUniversity of North Carolina at Chapel HillChapel Hill NC USA;</p> </div> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zhdw" style="display: none;">展开▼</span> </div> </div> </li> <li > <span class="lefttit">收录信息</span> <span style="width: 86%;vertical-align: text-top;display: inline-block;"></span> </li> <li> <span class="lefttit">原文格式</span> <span>PDF</span> </li> <li> <span class="lefttit">正文语种</span> <span>eng</span> </li> <li> <span class="lefttit">中图分类</span> <span><a href="https://www.zhangqiaokeyan.com/clc/163.html" title="地球物理学">地球物理学;</a></span> </li> <li class="antistop"> <span class="lefttit">关键词</span> <p style="width: 86%;vertical-align: text-top;"> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=CubeSats&option=203" rel="nofollow">CubeSats;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=remote sensing&option=203" rel="nofollow">remote sensing;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Arctic‐Boreal lakes&option=203" rel="nofollow">Arctic‐Boreal lakes;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=arctic hydrology&option=203" rel="nofollow">arctic hydrology;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=machine learning&option=203" rel="nofollow">machine learning;</a> </p> <div class="translation"> 机译：立方体;遥感;北极 - 北极湖;北极水文;机器学习; 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