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Home_Batteries.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>Home_Batteries</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
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<h1 id="Evaluating-the-value-of-battery-storage-to-balance-rooftop-PV-in-Belgium:-An-open-sourced-calculation">Evaluating the value of battery storage to balance rooftop PV in Belgium: An open-sourced calculation<a class="anchor-link" href="#Evaluating-the-value-of-battery-storage-to-balance-rooftop-PV-in-Belgium:-An-open-sourced-calculation">¶</a></h1>
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<p>The recent dislosure of the Tesla Powerwall home battery has entailed high expectations in the energy field. Many observers predict an uptake of such PV/Battery units, which could ultimately disconnect from the grid and lead to totally autonomous home or minigrid systems. The goal of this notebook is to evaluate the profitability and potential of the 7 kWh Tesla battery in the Belgian system under different hypotheses.</p>
<p>For the sake of openness, the selected format is the open-source Ipython Notebook format, which allows to easily follow and check all calculations and hypotheses. The input data is public data and is also made available through csv files. The original ipynb file can be downloaded here and allows further reuse/modification/adaptation of the notebook: <a href="http://www.labothap.ulg.ac.be/notebooks/battery_storage/Home_Batteries.ipynb">http://www.labothap.ulg.ac.be/notebooks/battery_storage/Home_Batteries.ipynb</a></p>
<p>Sylvain Quoilin</p>
<p>Researcher at the European Commission (JRC).</p>
<p>E-mail: [email protected] - Twitter: @squoilin</p>
<p>NB: The views expressed are purely those of the author and may not in any circumstances be regarded as stating an official position of the European Commission.</p>
<p>July 2015</p>
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<h2 id="Loading-Libraries-and-input-data">Loading Libraries and input data<a class="anchor-link" href="#Loading-Libraries-and-input-data">¶</a></h2>
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<p>All libraries are standard libraries that can be downloaded using pip or a package manager.</p>
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">urllib</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<p>Download data:</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">urllib</span><span class="o">.</span><span class="n">urlretrieve</span> <span class="p">(</span><span class="s">"http://www.labothap.ulg.ac.be/notebooks/battery_storage/solar_data.csv"</span><span class="p">,</span> <span class="s">"solar_data.csv"</span><span class="p">)</span>
<span class="n">urllib</span><span class="o">.</span><span class="n">urlretrieve</span> <span class="p">(</span><span class="s">"http://www.labothap.ulg.ac.be/notebooks/battery_storage/demand.csv"</span><span class="p">,</span> <span class="s">"demand.csv"</span><span class="p">)</span>
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<pre>('demand.csv', <httplib.HTTPMessage instance at 0x7f93b13e65f0>)</pre>
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<p>The PV production data is the 2014 data published by Elia, the Belgian TSO. This data is aggregated for the whole Belgium area, and is therefore smoothed out. This is deemed acceptable since the main focus is the day-night storage capability of the system and not the fast minute-by-minute variations.
The value of interest is the 15-min availability factor of solar PV. It is obtained by dividing the measured production by the installed capacity:</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">solar_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">'solar_data.csv'</span><span class="p">)</span>
<span class="n">AvailabilityFactor_PV</span> <span class="o">=</span> <span class="n">solar_data</span><span class="p">[</span><span class="s">'Corrected Upscaled Measurement [MW]'</span><span class="p">]</span><span class="o">/</span><span class="n">solar_data</span><span class="p">[</span><span class="s">'Monitored Capacity [MWp]'</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">AvailabilityFactor_PV</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">'Availability factor'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">'Timesteps (15 min)'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s">'PV availability factor for Belgium, year 2014'</span><span class="p">)</span>
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<pre><matplotlib.text.Text at 0x7f939b783ad0></pre>
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