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	<title>Allison Hernholm, Author at Snowbound Solutions</title>
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	<link>https://snowboundsolutions.com</link>
	<description>Supporting natural hazard operations through science and technology</description>
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		<title>Shared Avalanche Forecasting Platform</title>
		<link>https://snowboundsolutions.com/project/shared-avalanche-forecasting-platform/</link>
		
		<dc:creator><![CDATA[Allison Hernholm]]></dc:creator>
		<pubDate>Wed, 15 Sep 2021 19:56:00 +0000</pubDate>
				<guid isPermaLink="false">http://dev.snowboundsolutions.com/?post_type=dt_portfolio&#038;p=4531</guid>

					<description><![CDATA[<p>The post <a href="https://snowboundsolutions.com/project/shared-avalanche-forecasting-platform/">Shared Avalanche Forecasting Platform</a> appeared first on <a href="https://snowboundsolutions.com">Snowbound Solutions</a>.</p>
]]></description>
										<content:encoded><![CDATA[<div data-vc-full-width="true" data-vc-full-width-init="false" class="vc_row wpb_row vc_row-fluid vc_custom_1631736651412"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div id="ultimate-heading-81136755fdd49e8a7" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-81136755fdd49e8a7 uvc-1349 sub-uppercase" data-hspacer="no_spacer"  data-halign="center" style="text-align:center"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-81136755fdd49e8a7 h2'  data-responsive-json-new='{"font-size":"desktop:60px;tablet:60px;tablet_portrait:50px;mobile_landscape:42px;mobile:42px;","line-height":""}' ><h2 style="font-family:&#039;Roboto&#039;;--font-weight:theme;color:#ffffff;">Shared Avalanche Forecasting Platform</h2></div></div></div></div></div></div><div class="vc_row-full-width vc_clearfix"></div><!-- Row Backgrounds --><div class="upb_bg_img" data-ultimate-bg="url(https://snowboundsolutions.com/wp-content/uploads/2021/09/shared-forecasting-bg.jpg)" data-image-id="id^4541|url^http://dev.snowboundsolutions.com/wp-content/uploads/2021/09/shared-forecasting-bg.jpg|caption^null|alt^null|title^shared-forecasting-bg|description^null" data-ultimate-bg-style="vcpb-default" data-bg-img-repeat="no-repeat" data-bg-img-size="cover" data-bg-img-position="" data-parallx_sense="30" data-bg-override="0" data-bg_img_attach="scroll" data-upb-overlay-color="rgba(44,62,80,0.62)" data-upb-bg-animation="" data-fadeout="" data-bg-animation="left-animation" data-bg-animation-type="h" data-animation-repeat="repeat" data-fadeout-percentage="30" data-parallax-content="parallax_content_value" data-parallax-content-sense="30" data-row-effect-mobile-disable="true" data-img-parallax-mobile-disable="true" data-rtl="false"  data-custom-vc-row=""  data-vc="6.6.0.1"  data-is_old_vc=""  data-theme-support=""   data-overlay="true" data-overlay-color="rgba(44,62,80,0.62)" data-overlay-pattern="" data-overlay-pattern-opacity="0.8" data-overlay-pattern-size="" data-overlay-pattern-attachment="scroll"    data-seperator="true"  data-seperator-type="tilt_left_seperator"  data-seperator-shape-size="40"  data-seperator-svg-height="60"  data-seperator-full-width="true" data-seperator-position="bottom_seperator"  data-seperator-background-color="#ffffff"  data-icon=""  ></div><div class="vc_row wpb_row vc_row-fluid vc_custom_1575390546273 vc_row-o-content-middle vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="vc_row wpb_row vc_inner vc_row-fluid rowReverse vc_row-o-equal-height vc_row-o-content-middle vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12 vc_col-lg-6 vc_col-md-6 vc_col-has-fill"><div class="vc_column-inner vc_custom_1634068186219"><div class="wpb_wrapper"></div></div></div><div class="wpb_column vc_column_container vc_col-sm-12 vc_col-lg-6 vc_col-md-6"><div class="vc_column-inner vc_custom_1631306898303"><div class="wpb_wrapper"><div id="ultimate-heading-11996755fdd4a018f" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-11996755fdd4a018f uvc-3121  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-11996755fdd4a018f h3'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h3 style="--font-weight:theme;margin-bottom:20px;">Overview</h3></div></div>
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			<p><span style="font-weight: 400;">Recreational avalanche forecasts are an important public safety service &#8211; particularly as backcountry skiing becomes more popular. Historically, avalanche centers have operated independently on many levels, including developing and implementing technology. In 2015, the National Avalanche Center (NAC) began a project to centralize technology development efforts into a common platform on <a href="https://avalanche.org">Avalanche.org</a>. There were several goals behind this initiative:</span></p>

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<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">To improve the consistency between avalanche centers</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Improve the workflow involved with generating avalanche products</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Build a more robust storage platform</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Enable both small and large centers to get software upgrades without everybody developing their own systems independently</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Embeddable widgets in avalanche center websites to visualize the products with minimal development time</span></li>
</ul>
</div></div></div></div></div></div></div></div></div><div class="vc_row wpb_row vc_row-fluid vc_row-o-content-middle vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="vc_row wpb_row vc_inner vc_row-fluid phone-reverse-col vc_row-o-equal-height vc_row-o-content-middle vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper">
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			<p><span style="font-weight: 400;">Snowbound Solutions was very excited at the prospect, as we had worked on similar projects in the past. We realized immediately the project potential and how a multi-tenancy database pattern in the avalanche forecasting arena could impact and add value to all backcountry avalanche centers. Snowbound Solutions role in the multi-year project has been to:</span></p>

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<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Develop, implement and maintain the database models</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Scalable API to serve the data to avalanche center websites</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Front end user interface for weather applications</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Leverage the large amount of weather station data in SnowObs to power the weather map visualizations</span></li>
</ul>
</div></div></div></div></div><div class="vc_row wpb_row vc_inner vc_row-fluid vc_custom_1631736510953 vc_row-has-fill"><div class="wpb_column vc_column_container vc_col-sm-8"><div class="vc_column-inner"><div class="wpb_wrapper"><div id="ultimate-heading-13186755fdd4a078a" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-13186755fdd4a078a uvc-7531  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-13186755fdd4a078a h3'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h3 style="--font-weight:theme;margin-bottom:20px;">Weather Maps</h3></div></div>
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			<p><span style="font-weight: 400;">Current mountain weather conditions are a critical piece of information for building avalanche forecasts or assessing avalanche hazard. The weather maps were initially built for NAC in 2015 and brought a common weather platform to US avalanche centers. Now in its third version, the weather maps allow for a user to quickly visualize the current weather conditions and analyze historic weather for specific areas. As of the 2020/2021 season, the weather maps served 8 avalanche centers in the US with over 30,000 daily public users during peak periods.</span></p>

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			<a href="https://snowboundsolutions.com/wp-content/uploads/2021/09/mountain_weather_api_map-1.jpg" target="_self" data-large_image_width="1000" data-large_image_height="972"  class="vc_single_image-wrapper   vc_box_border_grey dt-pswp-item rollover rollover-zoom"   ><img fetchpriority="high" decoding="async" width="1000" height="972" src="https://snowboundsolutions.com/wp-content/uploads/2021/09/mountain_weather_api_map-1.jpg" class="vc_single_image-img attachment-full" alt="" srcset="https://snowboundsolutions.com/wp-content/uploads/2021/09/mountain_weather_api_map-1.jpg 1000w, https://snowboundsolutions.com/wp-content/uploads/2021/09/mountain_weather_api_map-1-300x292.jpg 300w, https://snowboundsolutions.com/wp-content/uploads/2021/09/mountain_weather_api_map-1-768x746.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px"  data-dt-location="https://snowboundsolutions.com/project/shared-avalanche-forecasting-platform/mountain_weather_api_map-1/" /></a>
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</div></div></div></div><div class="vc_row wpb_row vc_inner vc_row-fluid vc_custom_1631736677565 vc_row-has-fill"><div class="wpb_column vc_column_container vc_col-sm-8"><div class="vc_column-inner"><div class="wpb_wrapper"><div id="ultimate-heading-60516755fdd4a1a93" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-60516755fdd4a1a93 uvc-4437  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-60516755fdd4a1a93 h3'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h3 style="--font-weight:theme;margin-bottom:20px;">Watches and Warnings Platform</h3></div></div>
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			<p><span style="font-weight: 400;">NAC wanted to build a new product for sharing and displaying the daily avalanche forecast danger for all US based avalanche centers. Snowbound Solutions built a robust and scalable API that powers the shared platform, collecting and visualizing daily avalanche forecast ratings for the entire US. On the front page of each avalanche center website is the National Danger Map and is the first thing most backcountry users see when looking for the avalanche forecast. The watches and warnings platform began the Avalanche.org API that would provide the shared vision for a common data platform.</span></p>

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			<a href="https://snowboundsolutions.com/wp-content/uploads/2021/09/NationalDangerMapAPI2.jpg" target="_self" data-large_image_width="1000" data-large_image_height="748"  class="vc_single_image-wrapper   vc_box_border_grey dt-pswp-item rollover rollover-zoom"   ><img decoding="async" width="1000" height="748" src="https://snowboundsolutions.com/wp-content/uploads/2021/09/NationalDangerMapAPI2.jpg" class="vc_single_image-img attachment-full" alt="" srcset="https://snowboundsolutions.com/wp-content/uploads/2021/09/NationalDangerMapAPI2.jpg 1000w, https://snowboundsolutions.com/wp-content/uploads/2021/09/NationalDangerMapAPI2-300x224.jpg 300w, https://snowboundsolutions.com/wp-content/uploads/2021/09/NationalDangerMapAPI2-768x574.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px"  data-dt-location="https://snowboundsolutions.com/project/shared-avalanche-forecasting-platform/nationaldangermapapi2-2/" /></a>
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</div></div></div></div><div class="vc_row wpb_row vc_inner vc_row-fluid vc_custom_1631736694576 vc_row-has-fill"><div class="wpb_column vc_column_container vc_col-sm-8"><div class="vc_column-inner"><div class="wpb_wrapper"><div id="ultimate-heading-22786755fdd4a216a" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-22786755fdd4a216a uvc-4335  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-22786755fdd4a216a h3'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h3 style="--font-weight:theme;margin-bottom:20px;">Avalanche Forecast Platform</h3></div></div>
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			<p><span style="font-weight: 400;">In 2019, NAC desired to standardize the creation and visualization of an avalanche center forecast, a mission critical product.  As a critical piece of an avalanche center’s mission, the platform had to be robust and not fail if traffic spiked unexpectedly. Therefore, Snowbound Solutions updated and redesigned aspects of the Avalanche.org API to serve the expected heavy traffic loads for the avalanche forecast platform. An avalanche center creates and submits a forecast in their dashboard which is immediately available on the avalanche center website. At the start of the 2020/2021 season, the avalanche forecast platform served 13 avalanche centers in the US, reaching 10s of millions of users a year.</span></p>

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			<a href="https://snowboundsolutions.com/wp-content/uploads/2021/09/AvalancheForecastPlatform.jpg" target="_self" data-large_image_width="1000" data-large_image_height="789"  class="vc_single_image-wrapper   vc_box_border_grey dt-pswp-item rollover rollover-zoom"   ><img decoding="async" width="1000" height="789" src="https://snowboundsolutions.com/wp-content/uploads/2021/09/AvalancheForecastPlatform.jpg" class="vc_single_image-img attachment-full" alt="" srcset="https://snowboundsolutions.com/wp-content/uploads/2021/09/AvalancheForecastPlatform.jpg 1000w, https://snowboundsolutions.com/wp-content/uploads/2021/09/AvalancheForecastPlatform-300x237.jpg 300w, https://snowboundsolutions.com/wp-content/uploads/2021/09/AvalancheForecastPlatform-768x606.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px"  data-dt-location="https://snowboundsolutions.com/project/shared-avalanche-forecasting-platform/avalancheforecastplatform-2/" /></a>
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</div></div></div></div><div class="vc_row wpb_row vc_inner vc_row-fluid"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div id="ultimate-heading-79046755fdd4a31c9" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-79046755fdd4a31c9 uvc-462  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-79046755fdd4a31c9 h2'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h2 style="font-weight:bold;color:#f39c11;margin-bottom:25px;">Dependability When It’s Needed Most</h2></div><div class="uvc-sub-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-79046755fdd4a31c9 .uvc-sub-heading '  data-responsive-json-new='{"font-size":"","line-height":""}'  style="font-weight:normal;margin-bottom:2em;"><span style="font-weight: 400;">In order to handle the spiking traffic both diurnally and seasonally, as well as minimizing any administration costs, Snowbound Solutions chose to go with a “cloud native” approach. Where persistent storage was required, we used managed solutions such as Amazon Web Services (AWS) S3 or RDS instances. At the API layer, we chose options which were elastic and stateless that could scale seamlessly to any traffic and enable quick fixes with no downtime to the API. The was successful through the entire 2020/2021 season where it saw a large increase in traffic due to the increased backcountry usage.</span></div></div></div></div></div></div></div></div></div></div><div data-vc-full-width="true" data-vc-full-width-init="false" class="vc_row wpb_row vc_row-fluid vc_custom_1631736377463 vc_row-has-fill vc_row-o-equal-height vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12 vc_col-lg-12 vc_col-md-12"><div class="vc_column-inner vc_custom_1575895990870"><div class="wpb_wrapper"><div id="ultimate-heading-76526755fdd4a3c00" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-76526755fdd4a3c00 uvc-6905  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="center" style="text-align:center"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-76526755fdd4a3c00 h2'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h2 style="font-weight:bold;color:#f39c11;margin-bottom:25px;">Summary</h2></div></div>
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			<p><span style="font-weight: 400;">The new shared platform has been a great success, and has served 10s of millions of requests per season across all of the different services. Snowbound Solutions applied the latest technological applications to create a scalable and robust API and user interface that will continue to grow into the future. The popularity of the avalanche forecasting platform showcases how centralizing technological development can push forward useful and valuable technology that will impact all US based avalanche centers.</span></p>

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</div></div></div></div><div class="vc_row-full-width vc_clearfix"></div>
<p>The post <a href="https://snowboundsolutions.com/project/shared-avalanche-forecasting-platform/">Shared Avalanche Forecasting Platform</a> appeared first on <a href="https://snowboundsolutions.com">Snowbound Solutions</a>.</p>
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		<title>Infrasound: Calculating Velocity Of Large D3 Avalanche</title>
		<link>https://snowboundsolutions.com/project/infrasound-calculating-velocity-of-large-d3-avalanche/</link>
		
		<dc:creator><![CDATA[Allison Hernholm]]></dc:creator>
		<pubDate>Tue, 01 Jun 2021 21:25:22 +0000</pubDate>
				<guid isPermaLink="false">https://dev.snowboundsolutions.com/?post_type=dt_portfolio&#038;p=3644</guid>

					<description><![CDATA[<p>The post <a href="https://snowboundsolutions.com/project/infrasound-calculating-velocity-of-large-d3-avalanche/">Infrasound: Calculating Velocity Of Large D3 Avalanche</a> appeared first on <a href="https://snowboundsolutions.com">Snowbound Solutions</a>.</p>
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										<content:encoded><![CDATA[<div data-vc-full-width="true" data-vc-full-width-init="false" class="vc_row wpb_row vc_row-fluid vc_custom_1630355355535"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div id="ultimate-heading-14246755fdd4a58e5" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-14246755fdd4a58e5 uvc-275 sub-uppercase" data-hspacer="no_spacer"  data-halign="center" style="text-align:center"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-14246755fdd4a58e5 h2'  data-responsive-json-new='{"font-size":"desktop:60px;tablet:60px;tablet_portrait:50px;mobile_landscape:42px;mobile:42px;","line-height":""}' ><h2 style="font-family:&#039;Roboto&#039;;--font-weight:theme;color:#ffffff;">Infrasound: Calculating Velocity Of Large D3 Avalanche</h2></div></div></div></div></div></div><div class="vc_row-full-width vc_clearfix"></div><!-- Row Backgrounds --><div class="upb_bg_img" data-ultimate-bg="url(https://snowboundsolutions.com/wp-content/uploads/2021/05/IMG_20180311_111536191.jpg)" data-image-id="id^112|url^http://dev.snowboundsolutions.com/wp-content/uploads/2021/05/IMG_20180311_111536191.jpg|caption^null|alt^null|title^IMG_20180311_111536191|description^null" data-ultimate-bg-style="vcpb-default" data-bg-img-repeat="no-repeat" data-bg-img-size="cover" data-bg-img-position="" data-parallx_sense="30" data-bg-override="0" data-bg_img_attach="scroll" data-upb-overlay-color="rgba(44,62,80,0.62)" data-upb-bg-animation="" data-fadeout="" data-bg-animation="left-animation" data-bg-animation-type="h" data-animation-repeat="repeat" data-fadeout-percentage="30" data-parallax-content="parallax_content_value" data-parallax-content-sense="30" data-row-effect-mobile-disable="true" data-img-parallax-mobile-disable="true" data-rtl="false"  data-custom-vc-row=""  data-vc="6.6.0.1"  data-is_old_vc=""  data-theme-support=""   data-overlay="true" data-overlay-color="rgba(44,62,80,0.62)" data-overlay-pattern="" data-overlay-pattern-opacity="0.8" data-overlay-pattern-size="" data-overlay-pattern-attachment="scroll"    data-seperator="true"  data-seperator-type="tilt_left_seperator"  data-seperator-shape-size="40"  data-seperator-svg-height="60"  data-seperator-full-width="true" data-seperator-position="bottom_seperator"  data-seperator-background-color="#ffffff"  data-icon=""  ></div><div class="vc_row wpb_row vc_row-fluid vc_custom_1575390546273 vc_row-o-content-middle vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="vc_row wpb_row vc_inner vc_row-fluid rowReverse vc_row-o-equal-height vc_row-o-content-middle vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12 vc_col-lg-6 vc_col-md-6 vc_col-has-fill"><div class="vc_column-inner vc_custom_1634068479713"><div class="wpb_wrapper"></div></div></div><div class="wpb_column vc_column_container vc_col-sm-12 vc_col-lg-6 vc_col-md-6"><div class="vc_column-inner vc_custom_1631306898303"><div class="wpb_wrapper"><div id="ultimate-heading-76196755fdd4a6567" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-76196755fdd4a6567 uvc-4048  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-76196755fdd4a6567 h3'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h3 style="--font-weight:theme;margin-bottom:20px;">Overview</h3></div></div>
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			<p><span style="font-weight: 400;">On 19 January 2012, a large D3 avalanche (approximately 103 tons) was recorded with an infrasound array ideally situated for observing the avalanche velocity. The avalanche crossed Highway 21 in Central Idaho during the largest avalanche cycle in the 15 years of recorded history and deposited approximately 26 feet (8 meters) of snow on the roadway. Possible source locations along the avalanche path were estimated at 0.5 s intervals and were used to calculate the avalanche velocity during the 64 s event. Approximately 10 s prior to the main avalanche signal, a small infrasound signal originated from the direction of the start zone. We infer this to be the initial snow pack failure, a precursory signal to the impending avalanche. The avalanche accelerated to a maximum velocity of 80 ± 17 mph (35.9 ± 7.6m s−1) within 30 s before impacting the highway. We present a new technique to obtain high spatial and temporal resolution velocity estimates not previously demonstrated with infrasound for avalanches and other mass wasting events.</span></p>

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</div></div></div></div></div></div></div></div><div class="vc_row wpb_row vc_row-fluid vc_row-o-content-middle vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="vc_row wpb_row vc_inner vc_row-fluid phone-reverse-col vc_row-o-equal-height vc_row-o-content-middle vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div id="ultimate-heading-90306755fdd4a70e7" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-90306755fdd4a70e7 uvc-6041  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-90306755fdd4a70e7 h3'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h3 style="--font-weight:theme;margin-bottom:20px;">The Avalanche Cycle</h3></div></div>
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			<p><span style="font-weight: 400;">The avalanche cycle on 19 January 2012 proved to be one of the largest cycles that the Highway 21 corridor has ever experienced. Two separate avalanche cycles occurred during the seven day storm. The first avalanche cycle produced large dry avalanches while the second avalanche cycle produced medium wet avalanches. An automated weather station (10 mi north at Banner Summit) recorded 2.75 inches of water and approximately 22 inches of snow two and a half days prior to the first avalanche cycle.</span></p>
<p><span style="font-weight: 400;">After the storm cleared, 57 avalanches were reported with storm totals equaling 53 inches of snow and  5 inches of water. Thirty seven avalanches left debris on the highway with debris pile depths ranging from 5 to 26 feet deep. Figure 1a provides an overview of the highway corridor and the avalanche paths that were active during the avalanche cycle.</span></p>

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			<div class="vc_single_image-wrapper   vc_box_border_grey"><img loading="lazy" decoding="async" width="1200" height="800" src="https://snowboundsolutions.com/wp-content/uploads/2021/06/OverviewFigure.jpg" class="vc_single_image-img attachment-full" alt="An overview of Highway 21 through the Canyon Creek corridor in Central Idaho with 57 reported avalanches displaying in red." srcset="https://snowboundsolutions.com/wp-content/uploads/2021/06/OverviewFigure.jpg 1200w, https://snowboundsolutions.com/wp-content/uploads/2021/06/OverviewFigure-300x200.jpg 300w, https://snowboundsolutions.com/wp-content/uploads/2021/06/OverviewFigure-1024x683.jpg 1024w, https://snowboundsolutions.com/wp-content/uploads/2021/06/OverviewFigure-768x512.jpg 768w" sizes="auto, (max-width: 1200px) 100vw, 1200px"  data-dt-location="https://snowboundsolutions.com/project/infrasound-calculating-velocity-of-large-d3-avalanche/overviewfigure/" /></div><figcaption class="vc_figure-caption">(a) Overview of Highway 21 through the Canyon Creek corridor in Central Idaho with 57 reported avalanches in red. (b) Three-dimensional rendering showing maximum extent of 96.92 in red with the path profile in blue. The infrasound array was located at the red marker. (c) Head avalanche forecaster standing in the middle of the debris pile a day after the 96.92 avalanche event. The array location can be seen on the small ridge directly behind the forecaster.</figcaption>
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<div id="ultimate-heading-83886755fdd4a7474" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-83886755fdd4a7474 uvc-8666  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-83886755fdd4a7474 h3'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h3 style="--font-weight:theme;margin-bottom:20px;">The Avalanche</h3></div></div>
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			<p>The signal amplitude shows the classic infrasound signal characteristics of an avalanche. The avalanche gradually increases (t = 30 s) amplitude as it gains momentum and size. As it approaches the highway it begins to decrease amplitude (t = 60 s) and eventually stops. A maximum pressure of just under 1.5 Pa (t = 55 s) was recorded at a distance of approximately 1000 feet.</p>
<p>A small precursory signal was recorded, 14 s prior to the signal within the avalanche start zone. We hypothesize that the signal was from the snowpack fracture propagation which displaced the snowpack and caused the pressure wave in the air (i.e., a “whumpf”). We believe that this is the first published example of a potential snowpack failure event captured remotely on an infrasound array.</p>

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			<div class="vc_single_image-wrapper   vc_box_border_grey"><img loading="lazy" decoding="async" width="1200" height="781" src="https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheSignal.jpg" class="vc_single_image-img attachment-full" alt="Graph showing avalanche signals with the three avalanche phases identified." srcset="https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheSignal.jpg 1200w, https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheSignal-300x195.jpg 300w, https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheSignal-1024x666.jpg 1024w, https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheSignal-768x500.jpg 768w" sizes="auto, (max-width: 1200px) 100vw, 1200px"  data-dt-location="https://snowboundsolutions.com/project/infrasound-calculating-velocity-of-large-d3-avalanche/avalanchesignal/" /></div><figcaption class="vc_figure-caption">(a) Avalanche signal with the three phases marked. Inlay shows the whumpf signal with a two order of magnitude difference in amplitude. (b) Power spectrum of avalanche with the most power in the 1–10 Hz bandwidth.</figcaption>
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<div id="ultimate-heading-80526755fdd4a7c31" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-80526755fdd4a7c31 uvc-9995  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="left" style="text-align:left"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-80526755fdd4a7c31 h3'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h3 style="--font-weight:theme;margin-bottom:20px;">The Avalanche Velocity</h3></div></div>
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			<p>The average velocity of the avalanche was 33 mph from the first major signal at 24.2 seconds to the impact with the highway at 54.0 seconds. The average velocity was of reasonable magnitude, however, the velocity of the avalanche was highly path dependent. The avalanche most likely did not have enough time to reach a steady terminal velocity. It is also possible that the avalanche was still accelerating when it impacted the highway.</p>
<p>The measured avalanche velocity can be described by the velocity of a mass-gaining momentum as it moves down slope. Initially, the velocity was small as the initial snow mass began to move. As the avalanche gained momentum, a suspension layer likely formed and produced a high-amplitude infrasound signal with high signal correlation. The avalanche accelerated quickly to a maximum velocity of 80 ± 17 mph within approximately 1000 feet of the highway as more snow was entrained right before it impacted the highway.</p>

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			<div class="vc_single_image-wrapper   vc_box_border_grey"><img loading="lazy" decoding="async" width="1200" height="722" src="https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheVelocity12.jpg" class="vc_single_image-img attachment-full" alt="Graph showing correlation measure evaluated at each point along the avalanche path profile." srcset="https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheVelocity12.jpg 1200w, https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheVelocity12-300x181.jpg 300w, https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheVelocity12-1024x616.jpg 1024w, https://snowboundsolutions.com/wp-content/uploads/2021/06/AvalancheVelocity12-768x462.jpg 768w" sizes="auto, (max-width: 1200px) 100vw, 1200px"  data-dt-location="https://snowboundsolutions.com/project/infrasound-calculating-velocity-of-large-d3-avalanche/avalanchevelocity12/" /></div><figcaption class="vc_figure-caption">(a) Correlation measure evaluated at each point along the path profile. The three avalanche phases are shown with the highway location highlighted. (b) Velocity of avalanche was slow to start but reached a maximum of 80 ± 17 mph just before reaching the highway. (c) The 96.92 path profile in red with a histogram of the maximum correlation measure through time. The solid red shows the maximum extent of the 96.92 avalanche path with the snowpack failure and avalanche motion originating around 300–320 m.</figcaption>
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</div></div></div></div></div></div></div></div><div data-vc-full-width="true" data-vc-full-width-init="false" class="vc_row wpb_row vc_row-fluid vc_custom_1622583607058 vc_row-has-fill vc_row-o-equal-height vc_row-flex"><div class="wpb_column vc_column_container vc_col-sm-12 vc_col-lg-12 vc_col-md-12"><div class="vc_column-inner vc_custom_1575895990870"><div class="wpb_wrapper"><div id="ultimate-heading-67036755fdd4a82bb" class="uvc-heading ult-adjust-bottom-margin ultimate-heading-67036755fdd4a82bb uvc-1584  uvc-heading-default-font-sizes" data-hspacer="no_spacer"  data-halign="center" style="text-align:center"><div class="uvc-heading-spacer no_spacer" style="top"></div><div class="uvc-main-heading ult-responsive"  data-ultimate-target='.uvc-heading.ultimate-heading-67036755fdd4a82bb h2'  data-responsive-json-new='{"font-size":"","line-height":""}' ><h2 style="font-weight:bold;color:#f39c11;margin-bottom:25px;">Summary</h2></div></div>
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			<p>The detection of the 19 January 2012 avalanche is the first time velocity time series of an avalanche that was tracked from beginning to end using an infrasound array. The average velocity of the avalanche calculated (33 mph) was significantly less than the estimated maximum velocity of 80 ± 17 mph and was in the lower range of previous observations. The lower velocity is likely due to the relatively short avalanche path.</p>
<p>The large avalanche had three distinct phases. The avalanche started with the failure of the weak layer 10 s prior to the first detectable signal of the avalanche. We believe this to be the first time a possible weak layer failure has been captured using infrasound. Having the array 1800 feet from the start zone allowed for the detection of the small amplitude signal. Once the avalanche gained momentum, it quickly accelerated downslope to a maximum velocity of 80 ± 17 mph before impacting the highway. After the avalanche reaches the highway and begins to lose momentum, it takes 23.8 s for the remaining debris to fill the creek below.</p>
<p><a href="https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2014GL061254" target="_blank" rel="noopener"><button class="default-btn-shortcode dt-btn dt-btn-s link-hover-off outline btn-inline-left ">Read the full article</button></a></p>

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<p>The post <a href="https://snowboundsolutions.com/project/infrasound-calculating-velocity-of-large-d3-avalanche/">Infrasound: Calculating Velocity Of Large D3 Avalanche</a> appeared first on <a href="https://snowboundsolutions.com">Snowbound Solutions</a>.</p>
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