Automated Low Clusters

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class="dropsearch"> <div class="site-search"> <form method="get" action="https://search.usa.gov/search" style="margin-bottom: 0; margin-top: 0;"> <input type="hidden" name="v:project" value="firstgov" /> <label for="query">Search For</label> <input type="text" name="query" id="query" size="12" /> <input type="submit" value="Go" /> <p> <input type="radio" name="affiliate" checked="checked" value="nws.noaa.gov" id="nws" /> <label for="nws" class="search-scope">NWS</label> <input type="radio" name="affiliate" value="noaa.gov" id="noaa" /> <label for="noaa" class="search-scope">All NOAA</label> </p> </form> </div> </div> </li> </ul> </div>  <div style="line-height:.5em;"> </div> <div class="product-body"> <div class="pageformatting">   <div class="display-title">WPC's Automated Low Clusters</div> <div style='display: block' class='display-validtime'>Valid 00Z Tue 02/25/2025 - 00Z Fri 02/28/2025</div> <div style="line-height:1em;"> </div> This product displays 0-72 hour cyclone forecast positions from global ensemble and deterministic model guidance. <img src="lowclusters_latest.png"></img><br> <div style="line-height:1em;"> </div> <a onclick ="javascript:DisplayInfo('HiddenDiv')" class="discolink" href="javascript:;" >More About the Automated Low Clusters (Click to Show/Hide)</a> <div style="line-height:1em;"> </div> <div id="HiddenDiv" style="DISPLAY: none" > <div class="ari-about">Automated Low Clusters</div> How are the automated low clusters produced?<br>  <div style="text-align:left;margin-left:2em;padding-top:1em;"> WPC's automated low clusters product is generated using cyclone tracks from the Environmental Modeling Center's (EMC) extratropical cyclone tracker. The cyclone tracker comprises 103 global forecasts from ensemble and deterministic guidance. These include: <ul> <li style="margin-left:2em;padding-top:.5em;">30 Global Ensemble Forecast System (GEFS) members</li> <li style="margin-left:2em;">20 Canadian Ensemble Forecast members</li> <li style="margin-left:2em;">50 ECMWF Ensemble Forecast members</li> <li style="margin-left:2em;">One deterministic run each from the Global Forecast System (GFS), Canadian, and ECMWF models</li> </ul> <div style="line-height:1em;"> </div> Surface low positions from 0-72 hours are plotted as different colored symbols; colors represent the valid forecast times of the lows which are listed in the legend at the lower left corner of the plot. This forecast is issued twice daily at 0700 UTC and 2000 UTC. <div style="line-height:1em;"> </div> Two filters are placed on these cyclone points. The first is based on altitude, removing any points at an altitude greater than 1500 meters. This reduces the noise introduced by the complex terrain in the west while still including the High Plains and lee-side low development. The second filter is based on the mean sea level pressure of the system. Any low with a pressure greater than 1000 hPa is excluded from the final image. While this will preclude some cyclone locations from plotting, it will both reduce potential clutter on the map and focus on capturing strong and potentially impactful cyclones. <div style="line-height:1em;"> </div> The derivation of the cyclone plots involves a <a href="https://scikit-learn.org/stable/modules/clustering.html#k-means"><b><u> K-means clustering technique</u></b></a>. In addition to the individual ensemble member low positions, the ensemble mean of a given cluster for each time step will be represented by an "L" stamp. <div style="line-height:1em;"> </div> Please note that there are some limitations that arise from automation. For example, if the forecast weather pattern is very active, it is possible that not every cluster of ensemble lows will have an ensemble mean stamp since the number of clusters must be fixed by design. <div style="line-height:2em;"> </div> </div> </div>  </div> </div> </div>  </div>    <div class="socialmedia-content"> <div id="fb-root"></div> <div class='socialmedia-twitter'> <a class="twitter-timeline" href="https://twitter.com/NWSWPC" data-widget-id="638696184119447552">Tweets by @NWSWPC</a> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+"://platform.twitter.com/widgets.js";fjs.parentNode.insertBefore(js,fjs);}}(document,"script","twitter-wjs");</script> </div> <div class='socialmedia-facebook'> <iframe 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Automated Low Clusters