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    <loc>https://sensorclean.ai/blog</loc>
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    <loc>https://sensorclean.ai/blog/minimum-night-flow-leakage</loc>
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    <lastmod>2026-02-25</lastmod>
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      <image:title>Blog - What Minimum Night Flows Tell You About Leakage - Make it stand out</image:title>
      <image:caption>Figure 1 Normalized leakage estimates providing maintenance teams with the greatest opportunity to reduce leakage. The Combined Real Loss Index (kiloliter/year/size of DMA) is used, as it captures both high-density urban and rural DMAs.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - What Minimum Night Flows Tell You About Leakage - Make it stand out</image:title>
      <image:caption>Figure 2 Timeline of daily minimum night flows with the selected annual lowest night flows.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/8b5f275b-0cdb-40ca-a11f-a338f5866930/Baseline_Figure.png</image:loc>
      <image:title>Blog - What Minimum Night Flows Tell You About Leakage - Make it stand out</image:title>
      <image:caption>Figure 3 Night Flow Timeline with Baseline Selection</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/billing-3-month-time-step-issue</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-10-29</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/smarter-water-balance-analytics</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-09-23</lastmod>
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  <url>
    <loc>https://sensorclean.ai/blog/closing-gaps-with-data-infilling</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-07-22</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/smarter-leak-detection-with-scada</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-06-02</lastmod>
    <image:image>
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      <image:title>Blog - Smarter Leak Detection with SCADA: Setting the Right Alert Frequency - Make it stand out</image:title>
      <image:caption>Daily minimum night flows with max daily temperature show clear seasonal trends that can refine leak detection thresholds</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/smarter-water-management-clean-scada</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-04-27</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/e72ec26a-de78-4377-8f6f-b42211de0f30/Screenshot+2025-03-12+122217.png</image:loc>
      <image:title>Blog - Unlock Smarter Water Management with Clean SCADA Data - Make it stand out</image:title>
      <image:caption>Figure 1 Comparison of peak flows across multiple subsystems, highlighting Peak Hour, Peak Day, Peak Week and 95th percentile events</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/scada-to-text-for-ai-workflows</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-26</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/scada-water-loss-prioritization</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-23</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/scada-hydrant-fire-fighting-flows</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/inclusive-scada-data-vision-impairment</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-23</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/data-mining-for-hydrant-flows</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-26</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/468111f4-9a9d-418c-914c-baa62ecf79da/blog_fig.png</image:loc>
      <image:title>Blog - Quantifying Hydrant Flows for Water Theft Reduction - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/reducing-utility-risk-during-heat-waves</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/b03774a6-9843-4c34-acb5-d796e143287c/PeakWeek_HM_Vs_BD.png</image:loc>
      <image:title>Blog - Reducing Utility Risk During Heat Wave Events - Make it stand out</image:title>
      <image:caption>Figure 1</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/e3c6078c-df3c-4b69-a739-076bc875043e/PeakWeek_Events.png</image:loc>
      <image:title>Blog - Reducing Utility Risk During Heat Wave Events - Make it stand out</image:title>
      <image:caption>Figure 2</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/b0a705a3-d0d5-4176-a03a-bad020a2b8d3/TempsTable.png</image:loc>
      <image:title>Blog - Reducing Utility Risk During Heat Wave Events - Make it stand out</image:title>
      <image:caption>Table 1</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/reducing-utility-risk-data-mining</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/18272aeb-0ab8-40df-9602-c9cfbd57c32f/Value_of_history.jpg</image:loc>
      <image:title>Blog - How Utility Big Data Can Reduce Risk and Save Capex - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/474ea54a-1d55-4d29-b96f-2110e090a44d/TableCosts.jpg</image:loc>
      <image:title>Blog - How Utility Big Data Can Reduce Risk and Save Capex - Make it stand out</image:title>
      <image:caption>Example of different DICL pipeline costs linked to peak flows</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/scada-data-for-demand-forecasting</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/d3c9fab9-22f9-49c4-b8d4-31f45de79457/BranxTimeSeries-min.png</image:loc>
      <image:title>Blog - Improving Demand Forecasting with Water Network Data Mining - Make it stand out</image:title>
      <image:caption>Figure 1 Daily water consumption with daily max temperature from SensorClean. Note that 2012 was a wet year, leading to a drop in DMA water consumption.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/1ec57658-c27f-46a5-86a4-17ccd69a3bc0/PeakWeeks.png</image:loc>
      <image:title>Blog - Improving Demand Forecasting with Water Network Data Mining - Make it stand out</image:title>
      <image:caption>Figure 2 Peak week demand events from SensorClean</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/fsa-data-has-become-sensorcleanai</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
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      <image:title>Blog - FSA Data is now trading as SensorClean.ai - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/automation-non-revenue-water-workflows</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/637027de-6ac0-4d97-9ee7-123f6a8780f2/Hydrants-min.png</image:loc>
      <image:title>Blog - Improving Efficiency in NRW Management with SensorClean - Make it stand out</image:title>
      <image:caption>Figure 1 Identified hydrant flows in SensorClean</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/peaks-for-dma-risk-analysis</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/d9d79a76-d471-4789-8127-175c1b27cc5d/DailyConsPOT.png</image:loc>
      <image:title>Blog - Return Periods of Peaks for DMA Risk Analysis - Make it stand out</image:title>
      <image:caption>Figure 1 Example of peak over threshold separation for a DMA</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/7bf6648e-34b5-49a5-8cb0-ac3c5f73f78e/PeakDays-min.PNG</image:loc>
      <image:title>Blog - Return Periods of Peaks for DMA Risk Analysis - Make it stand out</image:title>
      <image:caption>Figure 2 Peak consumption days from SensorClean</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/water-network-peaking-factors</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/18272aeb-0ab8-40df-9602-c9cfbd57c32f/Value_of_history.jpg</image:loc>
      <image:title>Blog - Uncovering Savings Opportunities with DMA Peaking Factors - Make it stand out</image:title>
      <image:caption>Figure 1 DMAs can experience variability for peak demand events</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/sharing-big-water-data</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
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  <url>
    <loc>https://sensorclean.ai/blog/why-we-developed-sensorclean</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
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  <url>
    <loc>https://sensorclean.ai/blog/cleaning-reservoir-data-water-age</loc>
    <changefreq>monthly</changefreq>
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    <lastmod>2025-02-18</lastmod>
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      <image:title>Blog - Cleaning Reservoir Data to Understand Water Age - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  </url>
  <url>
    <loc>https://sensorclean.ai/blog/label-scada-data-for-ml</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/data-cleaning-for-hydraulic-models</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/1631164724370-SOBG37PVZ77XCXQJB0OM/Workflow.png</image:loc>
      <image:title>Blog - Data Cleaning In The Multi-Million Dollar Workflow - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  </url>
  <url>
    <loc>https://sensorclean.ai/blog/data-mining-and-water-network-boundaries</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-02-18</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/category/success+story</loc>
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    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://sensorclean.ai/blog/category/press</loc>
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    <priority>0.5</priority>
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  <url>
    <loc>https://sensorclean.ai/blog/category/tips</loc>
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    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://sensorclean.ai/data-mining</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-07-02</lastmod>
  </url>
  <url>
    <loc>https://sensorclean.ai/data-mining/wheres-your-night-flow-baseline</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-07-02</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/4b342d71-deee-4d13-88b4-8c3fbe0b2898/newplot+%284%29.png</image:loc>
      <image:title>Data Mining - Where’s your night flow baseline? - Make it stand out</image:title>
      <image:caption>System 57 - Daily minimum night flows with Baseline and Annual Lowest Night Flow</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/2a04ac69-4c3d-48a1-9277-b566d2fe18b7/NightFlows.png</image:loc>
      <image:title>Data Mining - Where’s your night flow baseline? - Make it stand out</image:title>
      <image:caption>System 57 - Summary of financial year growth in night flows with Combined Real Loss index for ranking The baseline turns night flow from a reading into a reference point. From there, every year's growth is measurable, comparable, and ready to cost - the evidence that decides where maintenance goes next.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/data-mining/automated-scada-events-finder</loc>
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    <lastmod>2026-06-22</lastmod>
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      <image:title>Data Mining - What if events were quantified, not lost? - Make it stand out</image:title>
      <image:caption>System 24 - Example of identified events that are found and quantified for evidence based decision-making The value is in the ranking, which systems are costing the most, and the evidence for why.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/people-behind-sensorclean-dma-software</loc>
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    <lastmod>2026-06-19</lastmod>
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      <image:title>About - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>About - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://sensorclean.ai/contact</loc>
    <changefreq>daily</changefreq>
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    <lastmod>2026-03-30</lastmod>
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  <url>
    <loc>https://sensorclean.ai/privacy-policy</loc>
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    <lastmod>2026-07-02</lastmod>
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    <loc>https://sensorclean.ai/home</loc>
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    <lastmod>2026-07-02</lastmod>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Home - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Home - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Home - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  </url>
  <url>
    <loc>https://sensorclean.ai/non-revenue-water-scada</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-07-02</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/32f1430b-aa67-4f88-955a-244f6e980ffd/SensorClean+Community+%285%29.png</image:loc>
      <image:title>Services - Non-Revenue Water Analytics</image:title>
      <image:caption>Automate Data Cleaning. Quantify Leakage. Prioritize Maintenance SensorClean transforms raw SCADA data into trusted insights that track leakage growth and support smarter water loss decisions. Utilities use SensorClean to: Establish night flow baselines and track leakage growth over time Monitor leakage continuously with weekly traffic lights showing which systems need attention Detect and quantify hydrant extraction — distinguishing authorized use from theft Quantify pipe failure volumes for asset management reporting Compare NRW metrics across systems to prioritize where intervention will have the most impact Automate data cleaning to ensure a reliable foundation for all water loss analysis</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/46c4c9a7-e305-4bc5-9b56-3cf77570022e/SensorClean+Community+%283%29.png</image:loc>
      <image:title>Services - Demand Forecasting Analytics</image:title>
      <image:caption>Characterize Demand. Understand Climate Drivers. Plan with Confidence. Capital infrastructure decisions for water networks involve significant investment - and the demand numbers behind those decisions matter, both for sizing infrastructure and timing when it's needed. SensorClean mines subsystem SCADA data to reveal demand variability across your network - going beyond source-data averages to show what's actually happening at the local level. Utilities use SensorClean to: Analyze Maximum Day and Maximum Week Demand across subsystems for infrastructure planning decisions Understand climate drivers behind maximum demand events including temperature, rainfall, and day type Generate demand profiles for any day of the year to support operational and emergency decision-making Project demand growth under low, medium, and high scenarios to inform capital timing Compare SCADA-derived peaking factors against design standards to find where capacity is higher or lower than assumed Quantify fire flows for preparedness and resilience</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/612b8d5f1e4f675a1ce41271/9ae076b7-7b3b-44c6-9b59-9b3bb100a2a0/SensorClean+Community.png</image:loc>
      <image:title>Services - Pump Station Performance Analytics</image:title>
      <image:caption>Pump stations produce rich time-series data, but interpreting it manually is challenging and time-consuming. SensorClean transforms raw SCADA data into clear performance insights for water, wastewater and stormwater pump stations. Utilities use SensorClean to: Derive key pump station metrics for each financial year Analyze dry and wet-weather performance to understand how stations respond across conditions Identify abnormal pump operation to support maintenance prioritization Optimize pumping schedules to reduce energy costs and operational risk These insights support operators, maintenance teams, and asset planners with defensible evidence for decision-making and proactive maintenance.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://sensorclean.ai/non-revenue-water-scada-1</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-06-14</lastmod>
  </url>
</urlset>

