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  1. <!DOCTYPE html>
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  5. <title>California Renewable Curtailments Study &#8212; California Renewable Curtailments documentation</title>
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  21. <div class="header" role="banner"><h1 class="heading"><a href="#">
  22. <span>California Renewable Curtailments documentation</span></a></h1>
  23. <h2 class="heading"><span>California Renewable Curtailments Study</span></h2>
  24. </div>
  25. <div class="topnav" role="navigation" aria-label="top navigation">
  26. <p>
  27. <a class="uplink" href="#">Contents</a>
  28. &#160;&#160;::&#160;&#160;
  29. <a href="background.html">Motivation</a>&#160;&#160;»
  30. </p>
  31. </div>
  32. <div class="content" role="main">
  33. <div class="section" id="california-renewable-curtailments-study">
  34. <h1>California Renewable Curtailments Study<a class="headerlink" href="#california-renewable-curtailments-study" title="Permalink to this headline">¶</a></h1>
  35. <div class="section" id="foreword">
  36. <h2>Foreword<a class="headerlink" href="#foreword" title="Permalink to this headline">¶</a></h2>
  37. <p>The work done in this project was done in an academic context as an independent study. The <a class="reference external" href="https://www.thomastu.io/SP20-ENGR699/">original course proposal</a> set out to define a domain-oriented problem to learn and apply statistical learning methods. Many thanks go out to <a class="reference external" href="https://engineering.humboldt.edu/people/peter-alstone-phd">Peter Alstone</a> for his guidance, metorship and support.</p>
  38. <p>The original course goals focused on developing a familiarity with the opensource ML and statistical learning ecosystem.</p>
  39. <div class="section" id="table-of-contents">
  40. <h3>Table of Contents<a class="headerlink" href="#table-of-contents" title="Permalink to this headline">¶</a></h3>
  41. <div class="toctree-wrapper compound">
  42. <p class="caption"><span class="caption-text">Contents</span></p>
  43. <ul>
  44. <li class="toctree-l1"><a class="reference internal" href="background.html">Motivation</a><ul>
  45. <li class="toctree-l2"><a class="reference internal" href="background.html#background">Background</a></li>
  46. <li class="toctree-l2"><a class="reference internal" href="background.html#problem-statement">Problem Statement</a></li>
  47. </ul>
  48. </li>
  49. <li class="toctree-l1"><a class="reference internal" href="data_sources.html">Data Sources</a><ul>
  50. <li class="toctree-l2"><a class="reference internal" href="data_sources.html#curtailments-data">Curtailments Data</a></li>
  51. <li class="toctree-l2"><a class="reference internal" href="data_sources.html#historic-weather-forecasts">Historic Weather Forecasts</a></li>
  52. <li class="toctree-l2"><a class="reference internal" href="data_sources.html#ca-county-boundaries">CA County Boundaries</a></li>
  53. <li class="toctree-l2"><a class="reference internal" href="data_sources.html#cec-powerplant-locations">CEC Powerplant Locations</a></li>
  54. </ul>
  55. </li>
  56. <li class="toctree-l1"><a class="reference internal" href="methods.html">Methods</a><ul>
  57. <li class="toctree-l2"><a class="reference internal" href="notebooks/1-ttu-logistic-weather.html">Example: Predicting Daily Curtailment Events</a></li>
  58. <li class="toctree-l2"><a class="reference internal" href="notebooks/1-ttu-logistic-weather.html#Single-Model-Run">Single Model Run</a></li>
  59. <li class="toctree-l2"><a class="reference internal" href="notebooks/1-ttu-logistic-weather.html#Multi-Model-Run">Multi-Model Run</a></li>
  60. <li class="toctree-l2"><a class="reference internal" href="notebooks/1-ttu-logistic-weather.html#Visualize-Results">Visualize Results</a></li>
  61. <li class="toctree-l2"><a class="reference internal" href="methods.html#statistical-learning-process">Statistical Learning Process</a></li>
  62. <li class="toctree-l2"><a class="reference internal" href="methods.html#tooling">Tooling</a></li>
  63. </ul>
  64. </li>
  65. <li class="toctree-l1"><a class="reference internal" href="notebooks/3-ttu_visualize_predictions.html">Summary of Prediction Results</a></li>
  66. <li class="toctree-l1"><a class="reference internal" href="conclusion.html">Conclusion</a><ul>
  67. <li class="toctree-l2"><a class="reference internal" href="conclusion.html#next-steps">Next Steps</a></li>
  68. </ul>
  69. </li>
  70. <li class="toctree-l1"><a class="reference internal" href="zreferences.html">References</a></li>
  71. </ul>
  72. </div>
  73. </div>
  74. </div>
  75. </div>
  76. </div>
  77. <div class="bottomnav" role="navigation" aria-label="bottom navigation">
  78. <p>
  79. <a class="uplink" href="#">Contents</a>
  80. &#160;&#160;::&#160;&#160;
  81. <a href="background.html">Motivation</a>&#160;&#160;»
  82. </p>
  83. </div>
  84. <div class="footer" role="contentinfo">
  85. &#169; Copyright Thomas Tu, 2020.
  86. Created using <a href="http://sphinx-doc.org/">Sphinx</a> 2.4.4.
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