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  1. <!DOCTYPE html>
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  5. <title>Data Sources &#8212; California Renewable Curtailments documentation</title>
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  22. <div class="header" role="banner"><h1 class="heading"><a href="index.html">
  23. <span>California Renewable Curtailments documentation</span></a></h1>
  24. <h2 class="heading"><span>Data Sources</span></h2>
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  27. <p>
  28. «&#160;&#160;<a href="background.html">Motivation</a>
  29. &#160;&#160;::&#160;&#160;
  30. <a class="uplink" href="index.html">Contents</a>
  31. &#160;&#160;::&#160;&#160;
  32. <a href="notebooks/0-ttu-curtailments_eda.html">Exploratory Data Analysis</a>&#160;&#160;»
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  36. <div class="section" id="data-sources">
  37. <h1>Data Sources<a class="headerlink" href="#data-sources" title="Permalink to this headline">¶</a></h1>
  38. <div class="section" id="curtailments-data">
  39. <h2>Curtailments Data<a class="headerlink" href="#curtailments-data" title="Permalink to this headline">¶</a></h2>
  40. <p>The <span class="xref std std-term">CAISO</span> publishes daily reports of curtailed solar and load at 5-minute increments. A massive simplifying assumption was to treat the load data as we would a dayahead load forecast. Curtailment events were classified based on the amount of solar production curtailed relative to the entire day’s worth of production.</p>
  41. <div class="toctree-wrapper compound">
  42. <p class="caption"><span class="caption-text">Exploration</span></p>
  43. <ul>
  44. <li class="toctree-l1"><a class="reference internal" href="notebooks/0-ttu-curtailments_eda.html">Exploratory Data Analysis</a></li>
  45. <li class="toctree-l1"><a class="reference internal" href="notebooks/0-ttu-curtailments_eda.html#Exploration:-How-much-annual-Curtailment-is-there?">Exploration: How much annual Curtailment is there?</a></li>
  46. <li class="toctree-l1"><a class="reference internal" href="notebooks/0-ttu-curtailments_eda.html#Curtailment-Characteristics">Curtailment Characteristics</a></li>
  47. </ul>
  48. </div>
  49. </div>
  50. <div class="section" id="historic-weather-forecasts">
  51. <h2>Historic Weather Forecasts<a class="headerlink" href="#historic-weather-forecasts" title="Permalink to this headline">¶</a></h2>
  52. <p>Historic forecasts from the Global Forecast System were extracted from the NOAA. A dayahead forecast at 1° spatial resolution at 3-hour intervals were used for this study. Extracting historic weather forecasts represented a significant amount of data engineering work in this project. Two features of importance were taken from the dayahead weather forecasts - Temperature and downward shortwave radiation.</p>
  53. </div>
  54. <div class="section" id="ca-county-boundaries">
  55. <h2>CA County Boundaries<a class="headerlink" href="#ca-county-boundaries" title="Permalink to this headline">¶</a></h2>
  56. <p>Geographic data from California’s open data portal were used to subset global</p>
  57. </div>
  58. <div class="section" id="cec-powerplant-locations">
  59. <h2>CEC Powerplant Locations<a class="headerlink" href="#cec-powerplant-locations" title="Permalink to this headline">¶</a></h2>
  60. <p>Powerplant locations were used to weight weather features by the installed solar capacity in each county.</p>
  61. </div>
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  63. </div>
  64. <div class="bottomnav" role="navigation" aria-label="bottom navigation">
  65. <p>
  66. «&#160;&#160;<a href="background.html">Motivation</a>
  67. &#160;&#160;::&#160;&#160;
  68. <a class="uplink" href="index.html">Contents</a>
  69. &#160;&#160;::&#160;&#160;
  70. <a href="notebooks/0-ttu-curtailments_eda.html">Exploratory Data Analysis</a>&#160;&#160;»
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  74. &#169; Copyright Thomas Tu, 2020.
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