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	<title>flood prediction &#8211; Meniscus</title>
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	<title>flood prediction &#8211; Meniscus</title>
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		<title>MAP Rain model infographic</title>
		<link>https://www.meniscus.co.uk/map-rain-model-infographic/</link>
		
		<dc:creator><![CDATA[meniscus]]></dc:creator>
		<pubDate>Tue, 30 Nov 2021 13:51:56 +0000</pubDate>
				<category><![CDATA[Business]]></category>
		<category><![CDATA[Flooding]]></category>
		<category><![CDATA[Hyperlocal Rainfall]]></category>
		<category><![CDATA[MAP analytics]]></category>
		<category><![CDATA[Real Time Analytics]]></category>
		<category><![CDATA[Water Analytics]]></category>
		<category><![CDATA[cso monitoring]]></category>
		<category><![CDATA[edm monitoring]]></category>
		<category><![CDATA[flood prediction]]></category>
		<category><![CDATA[Hyperlocal Storm]]></category>
		<category><![CDATA[MAP]]></category>
		<category><![CDATA[MAP RAIN]]></category>
		<guid isPermaLink="false">http://www.meniscus.co.uk/?p=4618</guid>

					<description><![CDATA[<p>MAP Rain infographic showing the number of different flooding and water industry analytics solutions built using the MAP Rain model. Demonstrates the flexibility of the MAP Rain</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/map-rain-model-infographic/">MAP Rain model infographic</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p><body></p>
<h4>
<p style="color:#d96d00";>MAP Rain model infographic shows some of the analytics solutions built using the MAP Rain model</p>
</h4>
<p></body></p>
<p>MAP Rain is a generic real-time model built using MAP for processing, primarily, radar and forecast rainfall data. The model delivers all the underlying process of fusing the historic, current, Hyperlocal (our own 1-hour forecast) and forecast rainfall data together for any area, resolution, or size of cutout (the area over which we process the rainfall data). Built into MAP Rain are lots of methods to re-sample, aggregate, extract and re-process the rainfall data. These ensure we have the flexibility to apply rainfall data to any point or polygon in the overall cutout area. All these methods are available as API calls.</p>
<p>We use MAP Rain to build a broad range of applications that have rainfall data at their heart. The number of such applications continues to rise and we can deliver all these applications to multiple customers on one instance of MAP.</p>
<p><a href="https://www.meniscus.co.uk/wp-content/uploads/2021/10/MAP-Rain-Infographic.png"><img decoding="async" src="https://www.meniscus.co.uk/wp-content/uploads/2021/10/MAP-Rain-Infographic.png" alt="MAP Rain Infographic" width="894" height="478" class="aligncenter size-full wp-image-4570" /></a></p>
<p>More information on <a href="https://www.meniscus.co.uk/solutions-built-using-meniscus-analytics-platforms/map-rain-delivering-historic-and-predictive-rainfall-analytics/" rel="noopener noreferrer" target="_blank">MAP Rain</a></p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/map-rain-model-infographic/">MAP Rain model infographic</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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		<item>
		<title>Current Hyperlocal Storm alerts</title>
		<link>https://www.meniscus.co.uk/current-hyperlocal-storm-alerts/</link>
		
		<dc:creator><![CDATA[meniscus]]></dc:creator>
		<pubDate>Wed, 27 Oct 2021 21:14:20 +0000</pubDate>
				<category><![CDATA[Business]]></category>
		<category><![CDATA[Flooding]]></category>
		<category><![CDATA[Hyperlocal Rainfall]]></category>
		<category><![CDATA[Real Time Analytics]]></category>
		<category><![CDATA[flood prediction]]></category>
		<category><![CDATA[Hyperlocal Storm]]></category>
		<category><![CDATA[MAP RAIN]]></category>
		<guid isPermaLink="false">http://www.meniscus.co.uk/?p=4504</guid>

					<description><![CDATA[<p>List of today's Hyperlocal Storm alerts. This is a new MAP Rain service to help predict the impact of heavy rainfall on assets and communities.</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/current-hyperlocal-storm-alerts/">Current Hyperlocal Storm alerts</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>These are the Hyperlocal Storms alerts (beta) identified around the UK for today. Using real-time radar rainfall we are tracking the path of areas of high-intensity rainfall and predicting their movement over the next hour, at 5-minute increments, using a machine learning algorithm. As these Hyperlocal Storms pass over any village, town or city we generate an alert. For customers interested in particular cities then we can create the alerts for any postcode sector in the city.</p>
<p><iframe loading="lazy" src="https://map-rainuk.meniscus.co.uk/storm.html" width="900" height="700" allow="fullscreen"></iframe></p>
<p>This is part of our <a href="https://www.meniscus.co.uk/solutions-built-using-meniscus-analytics-platforms/map-rain-delivering-historic-and-predictive-rainfall-analytics/" rel="noopener noreferrer" target="_blank">MAP Rain</a> service. For more information then click here.</p>
<p>We have created our own Hyperlocal Rainfall predictions for the past 5 years. <a href="https://www.meniscus.co.uk/meniscus-analytics-case-studies/hyperlocal-rainfall-is-our-smart-city-app-for-delivering-very-accurate-rainfall-predictions-for-the-next-hour/" rel="noopener noreferrer" target="_blank">Click here</a> for more information and you can download the Hyperlocal Rainfall app on both the Google Playstore and the Apple App Store.</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/current-hyperlocal-storm-alerts/">Current Hyperlocal Storm alerts</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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		<item>
		<title>MAP Rain &#8211; Updates in the Works</title>
		<link>https://www.meniscus.co.uk/map-rain-predictions-for-rainfall-map-and-dashboard/</link>
		
		<dc:creator><![CDATA[meniscus]]></dc:creator>
		<pubDate>Tue, 05 Dec 2017 11:44:40 +0000</pubDate>
				<category><![CDATA[Flooding]]></category>
		<category><![CDATA[Hyperlocal Rainfall]]></category>
		<category><![CDATA[Real Time Analytics]]></category>
		<category><![CDATA[flood prediction]]></category>
		<category><![CDATA[flood prediction software]]></category>
		<category><![CDATA[flood risk]]></category>
		<category><![CDATA[rainfall map]]></category>
		<category><![CDATA[rainfall prediction]]></category>
		<guid isPermaLink="false">http://www.meniscus.co.uk/?p=3089</guid>

					<description><![CDATA[<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/map-rain-predictions-for-rainfall-map-and-dashboard/">MAP Rain &#8211; Updates in the Works</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
]]></description>
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<section  class='av_textblock_section av-oap9ht-062c00e5e1b00742069f3ff42f686203'  itemscope="itemscope" itemtype="https://schema.org/BlogPosting" itemprop="blogPost" ><div class='avia_textblock'  itemprop="text" ><h1 style="text-align: center;">Rainfall map and analytics dashboard helps deliver rainfall predictions for any point or polygon</h1>
<p style="text-align: center;">
</div></section>
<section  class='av_textblock_section av-mwgx6p-02a97987b2f5e429930df4bdf8b6b794'  itemscope="itemscope" itemtype="https://schema.org/BlogPosting" itemprop="blogPost" ><div class='avia_textblock'  itemprop="text" ><p style="text-align: center;">MAP Rain is our high performance, flexible and scalable cloud-based solution for rainfall predictions and flood monitoring analytics.  As a result, we can deliver a rainfall map with location specific rainfall analytics for any point and any area of interest.</p>
<p style="text-align: center;"><a href="https://www.meniscus.co.uk/solutions-built-using-meniscus-analytics-platforms/map-rain-delivering-historic-and-predictive-rainfall-analytics/" rel="noopener" target="_blank">Click here for more information on MAP Rain and the rainfall map and dashboard</a></p>
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<div>
<ul>
<li><strong>New alerts &#8211;</strong>  New alerts now are Red (Forecast exceeds high limit 12 hours from now Amber (Forecast Exceeds high limit less than 12-hours from now) and Clear (Forecast goes below high limit)</li>
<li><strong>Self -service for Points of Interest and Catchments: </strong>We are working on a way for customers to add Points and Polygons themselves. This will  let you change your own high limits.</li>
<li><strong>Forecasts &#8211;</strong> We are using a 36-hour forecast for sending rainfall prediction alerts about the risk of flooding and looking to move to a longer forecast, 5-days – 7-days.</li>
<li><strong>Catching summer Storms –</strong> Our <a href="https://www.meniscus.co.uk/analytics-expertise/hyperlocal-rainfall/">Hyperlocal Rainfall </a> solution gives short term accurate predictions of rainfall by ‘tracking’ the path of the existing rain. For every 1km2 cell in the UK we create 12 predictions over the next hour, refreshed every 5 minutes. This is good for picking up those summer storms. So, we will integrate this into MAP Rain and combine it with existing forecasts.</li>
<h4>Rainfall map and dashboard updates</h4>
<li><strong>Screenshots Feature –</strong> We are working on a way for customers to take screenshots of Radar rainfall displayed and automatically download it. This helps create reports of historic events.</li>
<li><strong>Raster files in GIS – </strong>Similar to the screenshot feature. We are implementing a way of saving the rainfall map image displayed which can then be imported into your GIS application and overlaid onto maps.</li>
<li><strong>Simplified menu –</strong> We are adding an extra menu to MAP Rain. This lets users switch between a simplified menu for beginners and a more advanced menu.</li>
</ul>
<div>If you’d like to see other features added then let us know</div>
</div>
<div></div>
</div></section></div>
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<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/map-rain-predictions-for-rainfall-map-and-dashboard/">MAP Rain &#8211; Updates in the Works</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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		<title>Section 19 Investigation Information</title>
		<link>https://www.meniscus.co.uk/section-19-investigation-information/</link>
		
		<dc:creator><![CDATA[meniscus]]></dc:creator>
		<pubDate>Tue, 24 Oct 2017 09:46:36 +0000</pubDate>
				<category><![CDATA[Flooding]]></category>
		<category><![CDATA[analytics]]></category>
		<category><![CDATA[flood prediction]]></category>
		<category><![CDATA[flood prediction software]]></category>
		<category><![CDATA[flood risk]]></category>
		<category><![CDATA[RESTful]]></category>
		<guid isPermaLink="false">http://www.meniscus.co.uk/?p=3007</guid>

					<description><![CDATA[<p>MAP Rain is our high performance, flexible and scalable cloud-based solution for rainfall and flood monitoring analytics. MAP Rain delivers location specific rainfall analytics for any point and any area of interest.</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/section-19-investigation-information/">Section 19 Investigation Information</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>MAP Rain is our high performance, flexible and scalable cloud-based solution for rainfall and flood monitoring analytics. MAP Rain delivers location specific rainfall analytics for any point and any area of interest.</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/section-19-investigation-information/">Section 19 Investigation Information</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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		<title>MAP Rain &#8211; Analytics for Flood Investigations</title>
		<link>https://www.meniscus.co.uk/map-rain-flood-investigations/</link>
		
		<dc:creator><![CDATA[meniscus]]></dc:creator>
		<pubDate>Wed, 21 Jun 2017 12:45:11 +0000</pubDate>
				<category><![CDATA[Hyperlocal Rainfall]]></category>
		<category><![CDATA[Real Time Analytics]]></category>
		<category><![CDATA[analytics]]></category>
		<category><![CDATA[flood investigation]]></category>
		<category><![CDATA[flood prediction]]></category>
		<category><![CDATA[flood prediction software]]></category>
		<category><![CDATA[flood risk]]></category>
		<guid isPermaLink="false">http://www.meniscus.co.uk/?p=2883</guid>

					<description><![CDATA[<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/map-rain-flood-investigations/">MAP Rain &#8211; Analytics for Flood Investigations</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
]]></description>
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<section  class='av_textblock_section av-pcoi0j-bdd4c3f1874497e48bc9997aa0846fde'  itemscope="itemscope" itemtype="https://schema.org/BlogPosting" itemprop="blogPost" ><div class='avia_textblock'  itemprop="text" ><h1 style="text-align: center;">MAP Rain – Delivering the analytics for flood investigations</h1>
<p style="text-align: center;">
</div></section>
<section  class='av_textblock_section av-ocgx03-11b2fab48675d93519776e646ccc7158'  itemscope="itemscope" itemtype="https://schema.org/BlogPosting" itemprop="blogPost" ><div class='avia_textblock'  itemprop="text" ><p style="text-align: center;">MAP Rain is our high performance, flexible and scalable cloud-based solution for rainfall and flood monitoring analytics.  MAP Rain delivers location specific rainfall analytics for any point and any area of interest.</p>
</div></section>

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<section  class='av_textblock_section av-amk4z7-5d6ef9680a6e8e8459047c70e5e9416f'  itemscope="itemscope" itemtype="https://schema.org/BlogPosting" itemprop="blogPost" ><div class='avia_textblock av_inherit_color'  itemprop="text" ><h1 style="text-align: center;">Flood Investigation</h1>
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<div class='flex_column av-8zpv9f-61a84e6642972a1bd78875a197447d0e av_one_full  avia-builder-el-13  el_after_av_one_full  el_before_av_hr  first flex_column_div av-zero-column-padding column-top-margin'   ><section  class='av_textblock_section av-84nwcj-beef82874bc2ac5d0bcb6690e7b8b36d'  itemscope="itemscope" itemtype="https://schema.org/BlogPosting" itemprop="blogPost" ><div class='avia_textblock'  itemprop="text" ><div>We are currently working with our new clients Hertfordshire County Council and East Sussex County Council to calculate what their high limit properties should be set to at each of their Point and Catchment locations using their historic flood events. They have sent us a list with all their flood incidents that have occurred over the past 3 years. Each incident had a date, time and x and y coordinates associated to them and this data is imported into &#8216;R&#8217; (&#8216;R&#8217; is an open source programming language and software environment for statistical computing and graphics that is supported by the &#8216;R&#8217; Foundation for Statistical Computing. The &#8216;R&#8217; language is widely used among statisticians and data miners for developing statistical software and data analysis). Using &#8216;R&#8217; we were able to transform each x, y coordinate into a unique RESTful API link. This allowed us to automate the process of getting the results for each of the flood events directly from MAP Rain into the &#8216;R&#8217; programe. The results we pulled from MAP Rain for each flood event  was as follows:</div>
<ul>
<li>API 30 &#8211; API 30 is used to calculate how saturated a particular area is based on the past 30 days of rainfall and soil types.</li>
<li>Return Period &#8211; For this we are use the Bilham method (we will be writing an article on the relationship between the FEH99 and Bilham methodology)</li>
<li>Rainfall intensity &#8211; This is calculated in mm/hr</li>
</ul>
<div>We will be using this information to find a relationship between each property and the Flood Event alarms so that we can accurately send out alerts based on current and forecasted radar rainfall data.</p>
<p>To keep updated on this please email <a href="mailto:sales@meniscus.co.uk?subject=Please%20keep%20me%20up%20to%20date&#038;body=Please%20kepp%20me%20up%20to%20date" target="_blank" rel="noopener noreferrer" data-cke-saved-href="mailto:sales@meniscus.co.uk?subject=Please%20keep%20me%20up%20to%20date&#038;body=Please%20kepp%20me%20up%20to%20date">sales@meniscus.co.uk</a></div>
<p><a href="https://www.meniscus.co.uk/solutions-built-using-meniscus-analytics-platforms/map-rain-delivering-historic-and-predictive-rainfall-analytics/" rel="noopener" target="_blank">For more information on MAP Rain then click here</a></p>
</div></section></div>
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<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/map-rain-flood-investigations/">MAP Rain &#8211; Analytics for Flood Investigations</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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		<title>Download the Hyperlocal Rainfall App on Android and iPhone</title>
		<link>https://www.meniscus.co.uk/yperlocal-rainfall-app-for-predicting-rainfall-for-any-journey/</link>
		
		<dc:creator><![CDATA[meniscus]]></dc:creator>
		<pubDate>Thu, 25 May 2017 14:40:22 +0000</pubDate>
				<category><![CDATA[Hyperlocal Rainfall]]></category>
		<category><![CDATA[councils]]></category>
		<category><![CDATA[cycling]]></category>
		<category><![CDATA[flood prediction]]></category>
		<category><![CDATA[flood prediction software]]></category>
		<category><![CDATA[flood risk]]></category>
		<category><![CDATA[hyperlocal]]></category>
		<category><![CDATA[hyperlocal rainfall]]></category>
		<category><![CDATA[Meniscus investment]]></category>
		<category><![CDATA[rainfall]]></category>
		<category><![CDATA[RESTful]]></category>
		<category><![CDATA[safe]]></category>
		<category><![CDATA[smart cities]]></category>
		<guid isPermaLink="false">http://www.meniscus.co.uk/?p=2695</guid>

					<description><![CDATA[<p>Meniscus Systems have officially released the Hyperlocal Rainfall App onto iTunes. Users can now download the app on: Android &#8211; Google Play iOS &#8211; iTunes The simple-to-use ‘Hyperlocal Rainfall’ App uses GPS location for point-to-point journeys, to provide highly-localised rainfall predictions for imminent time-windows, allowing users to plan their journeys. Using the App allows them to undertake [&#8230;]</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/yperlocal-rainfall-app-for-predicting-rainfall-for-any-journey/">Download the Hyperlocal Rainfall App on Android and iPhone</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p style="text-align: center;"><a href="https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3.png"><img decoding="async" loading="lazy" class="alignnone wp-image-2699" src="https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3.png" alt="" width="1026" height="345" srcset="https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3.png 1502w, https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3-300x101.png 300w, https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3-768x259.png 768w, https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3-1030x347.png 1030w, https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3-1500x505.png 1500w, https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3-705x238.png 705w, https://www.meniscus.co.uk/wp-content/uploads/2017/05/Picture3-450x152.png 450w" sizes="(max-width: 1026px) 100vw, 1026px" /></a></p>
<h1 style="text-align: center;">Meniscus Systems have officially released the Hyperlocal Rainfall App onto iTunes.</h1>
<p style="text-align: center;">Users can now download the app on:</p>
<p style="text-align: center;">Android &#8211; <strong><a href="https://play.google.com/store/apps/details?id=uk.co.meniscus.hyperlocalrainfall&amp;hl=en_GB">Google Play</a></strong></p>
<p style="text-align: center;">iOS &#8211; <a href="https://itunes.apple.com/gb/app/hyperlocal-rainfall/id1215014049?mt=8" class="broken_link"><strong>iTunes</strong></a></p>
<p>The simple-to-use ‘Hyperlocal Rainfall’ App uses GPS location for point-to-point journeys, to provide highly-localised rainfall predictions for imminent time-windows, allowing users to plan their journeys. Using the App allows them to undertake healthy activities, to save wasted time or dress appropriately &#8211; making life better &#8211; by using constantly shifting and updated detailed data to predict localized rainfall and rain-free periods. The App can help answer questions such as:</p>
<ul>
<li>Can I cycle or do I have to drive?</li>
<li>Will it rain soon and save me watering the garden or</li>
<li>do I need to get the hose out?</li>
<li>Can I walk the dog now, or a bit later, and avoid ‘wet dog’ syndrome?</li>
<li>Can I walk or cycle now without getting soaked?</li>
<li>Can I leave my raincoat at home or should I take it?</li>
<li>Is it OK to put the washing out?</li>
<li>Is today the right day to fix the roof?</li>
<li>Do we have a BBQ today?</li>
</ul>
<p>&nbsp;</p>
<p>The main benefits from using the Hyperlocal Rainfall:</p>
<ul>
<li>Predictions are based on actual rainfall that is updated every 5 minutes so they are accurate</li>
<li>Allows users to skip forward in time to see if they can delay their Journey start</li>
<li>Users can see the predicted rainfall along the course of their Route</li>
<li>Can create specific Hyperlocal Hotspots for any Council. This ‘opens’ a window around an area so that anyone can use the app in this area. Specifically created for Councils and Smart Cities so that the app remains free to residents.</li>
<li>All API based so information can be readily integrated into your own platforms/services</li>
</ul>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/yperlocal-rainfall-app-for-predicting-rainfall-for-any-journey/">Download the Hyperlocal Rainfall App on Android and iPhone</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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		<title>Flood Forecasting part 2</title>
		<link>https://www.meniscus.co.uk/flood-forecasting-part-2/</link>
		
		<dc:creator><![CDATA[meniscus]]></dc:creator>
		<pubDate>Tue, 04 Oct 2016 14:35:48 +0000</pubDate>
				<category><![CDATA[Real Time Analytics]]></category>
		<category><![CDATA[flood information]]></category>
		<category><![CDATA[flood prediction]]></category>
		<category><![CDATA[RESTful]]></category>
		<guid isPermaLink="false">http://www.meniscus.co.uk/?p=2310</guid>

					<description><![CDATA[<p>A new project has been undertaken by several UK Councils using MAP to deliver specific localised flood monitoring and is currently being tested by Cambridge City Council. This service combines actual radar rainfall and forecast rainfall data and uses it to calculate the maximum rainfall return period for a specific location for the next 36 [&#8230;]</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/flood-forecasting-part-2/">Flood Forecasting part 2</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>A new project has been undertaken by several UK Councils using MAP to deliver specific localised flood monitoring and is currently being tested by Cambridge City Council.</p>
<div id="attachment_2311" style="width: 310px" class="wp-caption alignright"><a href="https://www.meniscus.co.uk/wp-content/uploads/2016/10/Flood-forecasting-3.jpg"><img aria-describedby="caption-attachment-2311" decoding="async" loading="lazy" class="size-medium wp-image-2311" src="https://www.meniscus.co.uk/wp-content/uploads/2016/10/Flood-forecasting-3-300x201.jpg" alt="Flood forecasting" width="300" height="201" srcset="https://www.meniscus.co.uk/wp-content/uploads/2016/10/Flood-forecasting-3-300x201.jpg 300w, https://www.meniscus.co.uk/wp-content/uploads/2016/10/Flood-forecasting-3-450x301.jpg 450w, https://www.meniscus.co.uk/wp-content/uploads/2016/10/Flood-forecasting-3.jpg 600w" sizes="(max-width: 300px) 100vw, 300px" /></a><p id="caption-attachment-2311" class="wp-caption-text">Flood forecasting</p></div>
<p>This service combines actual radar rainfall and forecast rainfall data and uses it to calculate the maximum rainfall return period for a specific location for the next 36 hours as well as the Antecedent Precipitation Index (API) as an indicator of moisture levels in the soil (this calculation uses soil type data).</p>
<p>The solution also displays river level gauging data from the Environment Agency and the historic and forecast information is displayed in a mobile-friendly dashboard. The next stage in this project is to implement a learning based model to correlate increases in these rainfall metrics with the increases in the river gauging height.</p>
<p>All the above working examples demonstrate some of the capabilities of MAP in terms of integrating a broad variety of datasets into models built inside MAP as well as the capability to use MAP to deliver aggregated datasets into third party models run externally to MAP.</p>
<p>MAP makes extensive use of <a href="https://www.meniscus.co.uk/new-restful-web-services-api-for-the-meniscus-calculation-engine/">RESTful Web Services</a> making it possible for approved third parties to easily load new datasets, create new Entities and extract aggregated/calculated datasets from MAP. An Entity is any unique identifiable “Thing” which in this context might be a community, a property, a catchment etc. Each Entity contains internal ‘hooks’ to the calculations/models required to turn any raw dataset into the required calculated metrics. MAP provides the framework to allow these Entities to be readily extended making it easy to change the underlying models/calculations and adding in new database properties and metadata.</p>
<p>It is also envisaged that MAP will use additional datasets to enhance the capabilities of existing models and potentially use these to improve the inputs into current models. These additional datasets might include:</p>
<ul>
<li>Satellite based imagery. MAP already has the capability to process images into gridded datasets and this is already used to capture soil type information. Such imagery might improve estimates of permeable/impermeable contributed areas to name one such use.</li>
<li>Topological data or potentially LIDAR data to improve the topographical data fed into models.</li>
<li>Using data from third party weather stations to include companies who operate a network of weather stations providing soil moisture sensors at various depths, humidity and evaporation sensors. Meniscus is already looking to integrate such data.</li>
</ul>
<p>It is envisaged that a final solution may comprise an enhanced mobile app and associated mobile friendly dashboard delivering location specific flood information derived from this broad range of datasets. Importantly this <a href="https://www.meniscus.co.uk/flooding/">flood information</a> will use machine learning to improve flood predictions based on the relationship in the actual data and will not rely upon complex deterministic models – unless they are already available.</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/flood-forecasting-part-2/">Flood Forecasting part 2</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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		<title>How Innovative is MAP for Predicting Flooding?</title>
		<link>https://www.meniscus.co.uk/predicting-flooding/</link>
		
		<dc:creator><![CDATA[meniscus]]></dc:creator>
		<pubDate>Fri, 30 Sep 2016 10:54:52 +0000</pubDate>
				<category><![CDATA[Real Time Analytics]]></category>
		<category><![CDATA[flood prediction]]></category>
		<category><![CDATA[predicting flooding]]></category>
		<guid isPermaLink="false">http://www.meniscus.co.uk/?p=2307</guid>

					<description><![CDATA[<p>Predicting Flooding Existing solutions for predicting flooding are heavily reliant on the use of complex models that are very expensive and time-consuming to build. In addition, these models can be too complex to readily run in real time conditions. The Meniscus approach looks to replace this by using existing datasets and models wherever possible to [&#8230;]</p>
<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/predicting-flooding/">How Innovative is MAP for Predicting Flooding?</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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<h2>Predicting Flooding</h2>
<div id="attachment_2308" style="width: 429px" class="wp-caption alignright"><a href="https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction.jpg"><img aria-describedby="caption-attachment-2308" decoding="async" loading="lazy" class="wp-image-2308" src="https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction-294x300.jpg" alt="Predicting Flooding" width="419" height="428" srcset="https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction-294x300.jpg 294w, https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction-768x784.jpg 768w, https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction-1009x1030.jpg 1009w, https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction-36x36.jpg 36w, https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction-1470x1500.jpg 1470w, https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction-691x705.jpg 691w, https://www.meniscus.co.uk/wp-content/uploads/2016/09/Flood-prediction-450x459.jpg 450w" sizes="(max-width: 419px) 100vw, 419px" /></a><p id="caption-attachment-2308" class="wp-caption-text">Flood Prediction</p></div>
<p>Existing solutions for predicting flooding are heavily reliant on the use of complex models that are very expensive and time-consuming to build. In addition, these models can be too complex to readily run in real time conditions.<br />
The Meniscus approach looks to replace this by using existing datasets and models wherever possible to build up simplified models that can be run in real time.</p>
<p>These simplified models can then be improved upon using a combination of machine learning and by using additional datasets (like satellite imagery) to improve the assumptions and variable on which the models are built. Consequently, this approach is ideal for delivering real-time flooding information for a large number of relatively small catchments (it is assumed that the existing more complex models will cover known flooding hotspots).</p>
<p>The use of the algorithms already developed in MAP to track existing rainfall and predict its course over the next hour will enable the solution to rapidly respond to the development of short summer high-intensity rain events rather than relying on forecasts that are notoriously poor at forecasting such events.</p>
<p><a href="https://www.meniscus.co.uk/analytics-expertise/flooding/" target="_blank" rel="nofollow noopener noreferrer">MAP </a>itself is a new and highly innovative platform (the development was initially part funded by InnovateUK in 2014) and its structure is specifically developed to allow rapid development and changes to the underlying database structure and models. It is cloud based with a comprehensive RESTful web service interface making it possible for third parties to interact with it.</p>
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<p>The post <a rel="nofollow" href="https://www.meniscus.co.uk/predicting-flooding/">How Innovative is MAP for Predicting Flooding?</a> appeared first on <a rel="nofollow" href="https://www.meniscus.co.uk">Meniscus</a>.</p>
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