Added(A)/Deleted(D) following books

A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER11_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER12_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER15_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER16_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER17_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER20_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER21_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER3_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER4_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER5_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/CHAPTER7_3.ipynb A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/screenshots/HeatTransfer(3)_3.png A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/screenshots/cycleWorkEff(4)_3.png A A_textbook_of_Internal_Combustion_Engines_by_R._K._Rajput/screenshots/volumetric_Eff(7)_3.png A Advance_Semiconductor_Devices_by_K._C._Nandi/README.txt A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.10_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.1_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.2_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.3_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.4_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.5_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.6_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.7_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.8_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/chapter_no.9_4.ipynb A Strength_Of_Materials_by_S_S_Bhavikatti/screenshots/B.M.D_1_3.JPG A Strength_Of_Materials_by_S_S_Bhavikatti/screenshots/S.F.D_1_3.jpg A Strength_Of_Materials_by_S_S_Bhavikatti/screenshots/S.F.D_2_3.jpg A sample_notebooks/AshishKumar/Chapter2.ipynb A "sample_notebooks/Mohd. Arif/Chapter4.ipynb" A sample_notebooks/RavirajJadeja/Chapter2.ipynb A "sample_notebooks/Vaibhav Vajani/chapter1_2.ipynb" A sample_notebooks/pratikgandhi/Chapter1.ipynb
author: Trupti Kini 2016-05-17 23:30:26 +0600
committer: Trupti Kini 2016-05-17 23:30:26 +0600
commit: 395ab8d683d8ff468686d2ae1bcdcb24b433317d (patch)
tree: 62b2d8f30059a18732c41bef78c866d82ea2e9c7 /sample_notebooks/pratikgandhi/Chapter1.ipynb
parent: 38fb12fd7a86e59205735731aaa71b012cb4fe55 (diff)
download: Python-Textbook-Companions-395ab8d683d8ff468686d2ae1bcdcb24b433317d.tar.gz
Python-Textbook-Companions-395ab8d683d8ff468686d2ae1bcdcb24b433317d.tar.bz2
Python-Textbook-Companions-395ab8d683d8ff468686d2ae1bcdcb24b433317d.zip
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+<!DOCTYPE html>
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+<h1 id="Ch-1-:-Introduction">Ch-1 : Introduction<a class="anchor-link" href="#Ch-1-:-Introduction">&#182;</a></h1>
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+<h2 id="exa-1.1-page-1">exa 1.1 page 1<a class="anchor-link" href="#exa-1.1-page-1">&#182;</a></h2>
+</div>
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+<div class="cell border-box-sizing code_cell rendered">
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+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">division</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
+<span class="n">B</span><span class="o">=</span><span class="mi">100</span> <span class="c">#W(8Bulb)</span>
+<span class="n">F</span><span class="o">=</span><span class="mi">60</span> <span class="c">#W(2Fan)</span>
+<span class="n">L</span><span class="o">=</span><span class="mi">100</span> <span class="c">#W(2Light)</span>
+<span class="n">LoadConnected</span><span class="o">=</span><span class="mi">8</span><span class="o">*</span><span class="n">B</span><span class="o">+</span><span class="mi">2</span><span class="o">*</span><span class="n">F</span><span class="o">+</span><span class="mi">2</span><span class="o">*</span><span class="n">L</span> <span class="c">#W</span>
+<span class="k">print</span> <span class="s">&quot;(a) Connected Load = </span><span class="si">%0.2f</span><span class="s"> W &quot;</span><span class="o">%</span><span class="k">LoadConnected</span>
+<span class="c">#12 midnight to 5am</span>
+<span class="n">demand1</span><span class="o">=</span><span class="mi">1</span><span class="o">*</span><span class="n">F</span> <span class="c">#W</span>
+<span class="c">#5am to 7am</span>
+<span class="n">demand2</span><span class="o">=</span><span class="mi">2</span><span class="o">*</span><span class="n">F</span><span class="o">+</span><span class="mi">1</span><span class="o">*</span><span class="n">L</span> <span class="c">#W</span>
+<span class="c">#7am to 9am</span>
+<span class="n">demand3</span><span class="o">=</span><span class="mi">0</span> <span class="c">#W</span>
+<span class="c">#9am to 6pm</span>
+<span class="n">demand4</span><span class="o">=</span><span class="mi">2</span><span class="o">*</span><span class="n">F</span> <span class="c">#W</span>
+<span class="c">#6pm to midnight</span>
+<span class="n">demand5</span><span class="o">=</span><span class="mi">2</span><span class="o">*</span><span class="n">F</span><span class="o">+</span><span class="mi">4</span><span class="o">*</span><span class="n">B</span> <span class="c">#W</span>
+<span class="n">DEMAND</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">demand1</span><span class="p">,</span><span class="n">demand2</span><span class="p">,</span> <span class="n">demand3</span><span class="p">,</span> <span class="n">demand4</span><span class="p">,</span> <span class="n">demand5</span><span class="p">])</span>
+<span class="n">max_demand</span><span class="o">=</span><span class="nb">max</span><span class="p">(</span><span class="n">DEMAND</span><span class="p">)</span> 
+<span class="k">print</span> <span class="s">&quot;(b) Maximum demand = </span><span class="si">%0.2f</span><span class="s"> W &quot;</span><span class="o">%</span><span class="k">max_demand</span> 
+<span class="n">df</span><span class="o">=</span><span class="n">max_demand</span><span class="o">/</span><span class="n">LoadConnected</span> <span class="c">#demand factor</span>
+<span class="k">print</span> <span class="s">&quot;(c) Demand factor = </span><span class="si">%0.3f</span><span class="s">&quot;</span><span class="o">%</span><span class="k">df</span> 
+<span class="n">E</span><span class="o">=</span><span class="n">demand1</span><span class="o">*</span><span class="mi">5</span><span class="o">+</span><span class="n">demand2</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="n">demand3</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="n">demand4</span><span class="o">*</span><span class="mi">9</span><span class="o">+</span><span class="n">demand5</span><span class="o">*</span><span class="mi">6</span> <span class="c">#Wh</span>
+<span class="n">E</span><span class="o">=</span><span class="n">E</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#kWh</span>
+<span class="k">print</span> <span class="s">&quot;(d) Energy consumed during 24 hours = </span><span class="si">%0.2f</span><span class="s"> kWh &quot;</span><span class="o">%</span><span class="k">E</span>
+<span class="n">Edash</span><span class="o">=</span><span class="n">LoadConnected</span><span class="o">*</span><span class="mi">24</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#kWh</span>
+<span class="k">print</span> <span class="s">&quot;(e) Energy consumed during 24 hours if all devices are used = </span><span class="si">%0.2f</span><span class="s"> kWh&quot;</span><span class="o">%</span><span class="k">Edash</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(a) Connected Load = 1120.00 W 
+(b) Maximum demand = 520.00 W 
+(c) Demand factor = 0.464
+(d) Energy consumed during 24 hours = 4.94 kWh 
+(e) Energy consumed during 24 hours if all devices are used = 26.88 kWh
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
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+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.2-page-3">exa 1.2 page 3<a class="anchor-link" href="#exa-1.2-page-3">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
+<span class="n">LoadA</span><span class="o">=</span><span class="mf">2.5</span><span class="o">*</span><span class="mi">1000</span> <span class="c">#W</span>
+<span class="c">#12 midnight to 5am</span>
+<span class="n">d1A</span><span class="o">=</span><span class="mi">100</span> <span class="c">#W</span>
+<span class="c">#5am to 6am</span>
+<span class="n">d2A</span><span class="o">=</span><span class="mf">1.1</span><span class="o">*</span><span class="mi">1000</span> <span class="c">#W</span>
+<span class="c">#6am to 8am</span>
+<span class="n">d3A</span><span class="o">=</span><span class="mi">200</span> <span class="c">#W</span>
+<span class="c">#8am to 5pm</span>
+<span class="n">d4A</span><span class="o">=</span><span class="mi">0</span> <span class="c">#W</span>
+<span class="c">#5pm to 12 midnight</span>
+<span class="n">d5A</span><span class="o">=</span><span class="mi">500</span> <span class="c">#W</span>
+<span class="n">LoadB</span><span class="o">=</span><span class="mi">3</span><span class="o">*</span><span class="mi">1000</span> <span class="c">#W</span>
+<span class="c">#11 pm to 7am</span>
+<span class="n">d1B</span><span class="o">=</span><span class="mi">0</span> <span class="c">#W</span>
+<span class="c">#7 am to 8 am</span>
+<span class="n">d2B</span><span class="o">=</span><span class="mi">300</span> <span class="c">#W</span>
+<span class="c">#8 am to 10 am</span>
+<span class="n">d3B</span><span class="o">=</span><span class="mi">1</span><span class="o">*</span><span class="mi">1000</span> <span class="c">#W</span>
+<span class="c">#10 am to 6 pm</span>
+<span class="n">d4B</span><span class="o">=</span><span class="mi">200</span> <span class="c">#W</span>
+<span class="c">#6 pm to 11 pm</span>
+<span class="n">d5B</span><span class="o">=</span><span class="mi">600</span> <span class="c">#W</span>
+<span class="n">DEMAND_A</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">d1A</span><span class="p">,</span> <span class="n">d2A</span><span class="p">,</span> <span class="n">d3A</span><span class="p">,</span> <span class="n">d4A</span><span class="p">,</span> <span class="n">d5A</span><span class="p">])</span> <span class="c">#W</span>
+<span class="n">DEMAND_B</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">d1B</span><span class="p">,</span> <span class="n">d2B</span><span class="p">,</span> <span class="n">d3B</span><span class="p">,</span> <span class="n">d4B</span><span class="p">,</span> <span class="n">d5B</span><span class="p">])</span> <span class="c">#W</span>
+<span class="n">max_demand_A</span><span class="o">=</span><span class="nb">max</span><span class="p">(</span><span class="n">DEMAND_A</span><span class="p">)</span> <span class="c">#W</span>
+<span class="n">max_demand_B</span><span class="o">=</span><span class="nb">max</span><span class="p">(</span><span class="n">DEMAND_B</span><span class="p">)</span> <span class="c">#W</span>
+<span class="n">df_A</span><span class="o">=</span><span class="n">max_demand_A</span><span class="o">/</span><span class="n">LoadA</span> <span class="c">#demand factor</span>
+<span class="n">df_B</span><span class="o">=</span><span class="n">max_demand_B</span><span class="o">/</span><span class="n">LoadB</span> <span class="c">#demand factor</span>
+<span class="k">print</span> <span class="s">&quot;Demand factor of consumer A &amp; B are : </span><span class="si">%0.2f</span><span class="s"> &amp; </span><span class="si">%0.2f</span><span class="s">&quot;</span><span class="o">%</span><span class="p">(</span><span class="n">df_A</span><span class="p">,</span><span class="n">df_B</span><span class="p">)</span> 
+<span class="n">gd_factor</span><span class="o">=</span><span class="p">(</span><span class="n">max_demand_A</span><span class="o">+</span><span class="n">max_demand_B</span><span class="p">)</span><span class="o">/</span><span class="n">max_demand_A</span> 
+<span class="k">print</span> <span class="s">&quot;Group diversity factor = </span><span class="si">%0.3f</span><span class="s">&quot;</span><span class="o">%</span><span class="k">gd_factor</span>
+<span class="n">E_A</span><span class="o">=</span><span class="n">d1A</span><span class="o">*</span><span class="mi">5</span><span class="o">+</span><span class="n">d2A</span><span class="o">*</span><span class="mi">1</span><span class="o">+</span><span class="n">d3A</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="n">d4A</span><span class="o">*</span><span class="mi">9</span><span class="o">+</span><span class="n">d5A</span><span class="o">*</span><span class="mi">7</span> <span class="c">#Wh</span>
+<span class="n">E_B</span><span class="o">=</span><span class="n">d1B</span><span class="o">*</span><span class="mi">8</span><span class="o">+</span><span class="n">d2B</span><span class="o">*</span><span class="mi">1</span><span class="o">+</span><span class="n">d3B</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="n">d4B</span><span class="o">*</span><span class="mi">8</span><span class="o">+</span><span class="n">d5B</span><span class="o">*</span><span class="mi">5</span> <span class="c">#Wh</span>
+<span class="n">E_A</span><span class="o">=</span><span class="n">E_A</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#kWh</span>
+<span class="n">E_B</span><span class="o">=</span><span class="n">E_B</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#kWh</span>
+<span class="k">print</span> <span class="s">&quot;Energy consumed by A &amp; B during 24 hours = </span><span class="si">%0.2f</span><span class="s"> &amp; </span><span class="si">%0.2f</span><span class="s"> kWh &quot;</span><span class="o">%</span><span class="p">(</span><span class="n">E_A</span><span class="p">,</span><span class="n">E_B</span><span class="p">)</span>
+<span class="n">Emax_A</span><span class="o">=</span><span class="n">max_demand_A</span><span class="o">*</span><span class="mi">24</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#kWh</span>
+<span class="n">Emax_B</span><span class="o">=</span><span class="n">max_demand_B</span><span class="o">*</span><span class="mi">24</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#kWh</span>
+<span class="k">print</span> <span class="s">&quot;Maximum energy consumer A &amp; B can consume during 24 hours = </span><span class="si">%0.2f</span><span class="s"> &amp; </span><span class="si">%0.2f</span><span class="s"> kWh &quot;</span><span class="o">%</span><span class="p">(</span><span class="n">Emax_A</span><span class="p">,</span><span class="n">Emax_B</span><span class="p">)</span>
+<span class="n">ratio_A</span><span class="o">=</span><span class="n">E_A</span><span class="o">/</span><span class="n">Emax_A</span> 
+<span class="n">ratio_B</span><span class="o">=</span><span class="n">E_B</span><span class="o">/</span><span class="n">Emax_B</span> 
+<span class="k">print</span> <span class="s">&quot;Ratio of actual energy to maximum energy of consumer A &amp; B : </span><span class="si">%0.4f</span><span class="s"> &amp; </span><span class="si">%0.4f</span><span class="s">&quot;</span><span class="o">%</span><span class="p">(</span><span class="n">ratio_A</span><span class="p">,</span><span class="n">ratio_B</span><span class="p">)</span> 
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Demand factor of consumer A &amp; B are : 0.44 &amp; 0.33
+Group diversity factor = 1.909
+Energy consumed by A &amp; B during 24 hours = 5.50 &amp; 6.90 kWh 
+Maximum energy consumer A &amp; B can consume during 24 hours = 26.40 &amp; 24.00 kWh 
+Ratio of actual energy to maximum energy of consumer A &amp; B : 0.2083 &amp; 0.2875
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.3-page-6">exa 1.3 page 6<a class="anchor-link" href="#exa-1.3-page-6">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="n">n1</span><span class="o">=</span><span class="mi">600</span> <span class="c">#No. of apartments</span>
+<span class="n">L1</span><span class="o">=</span><span class="mi">5</span> <span class="c">#kW#Each Apartment Load</span>
+<span class="n">n2</span><span class="o">=</span><span class="mi">20</span> <span class="c">#No. of general purpose shops</span>
+<span class="n">L2</span><span class="o">=</span><span class="mi">2</span> <span class="c">#kW#Each Shop Load</span>
+<span class="n">df</span><span class="o">=</span><span class="mf">0.8</span> <span class="c">#demand factor</span>
+<span class="c">#1 Floor mill</span>
+<span class="n">L3</span><span class="o">=</span><span class="mi">10</span> <span class="c">#kW#Load</span>
+<span class="n">df3</span><span class="o">=</span><span class="mf">0.7</span> <span class="c">#demand factor</span>
+<span class="c">#1 Saw mill</span>
+<span class="n">L4</span><span class="o">=</span><span class="mi">5</span> <span class="c">#kW#Load</span>
+<span class="n">df4</span><span class="o">=</span><span class="mf">0.8</span> <span class="c">#demand factor</span>
+<span class="c">#1 Laundry</span>
+<span class="n">L5</span><span class="o">=</span><span class="mi">20</span> <span class="c">#kW#Load</span>
+<span class="n">df5</span><span class="o">=</span><span class="mf">0.65</span> <span class="c">#demand factor</span>
+<span class="c">#1 Cinema</span>
+<span class="n">L6</span><span class="o">=</span><span class="mi">80</span> <span class="c">#kW#Load</span>
+<span class="n">df6</span><span class="o">=</span><span class="mf">0.5</span> <span class="c">#demand factor</span>
+<span class="c">#Street lights</span>
+<span class="n">n7</span><span class="o">=</span><span class="mi">200</span> <span class="c">#no. of tube lights</span>
+<span class="n">L7</span><span class="o">=</span><span class="mi">40</span> <span class="c">#W#Load of each light</span>
+<span class="c">#Residential Load</span>
+<span class="n">df8</span><span class="o">=</span><span class="mf">0.5</span> <span class="c">#demand factor</span>
+<span class="n">gdf_r</span><span class="o">=</span><span class="mi">3</span> <span class="c">#group diversity factor</span>
+<span class="n">pdf_r</span><span class="o">=</span><span class="mf">1.25</span> <span class="c">#peak diversity factor</span>
+<span class="c">#Commertial Load</span>
+<span class="n">gdf_c</span><span class="o">=</span><span class="mi">2</span> <span class="c">#group diversity factor</span>
+<span class="n">pdf_c</span><span class="o">=</span><span class="mf">1.6</span> <span class="c">#peak diversity factor</span>
+<span class="c">#Solution :</span>
+<span class="c">#Maximum demand of each apartment</span>
+<span class="n">dmax_1a</span><span class="o">=</span><span class="n">L1</span><span class="o">*</span><span class="n">df8</span> <span class="c">#kW</span>
+<span class="c">#Maximum demand of 600 apartment</span>
+<span class="n">dmax_a</span><span class="o">=</span><span class="n">n1</span><span class="o">*</span><span class="n">dmax_1a</span><span class="o">/</span><span class="n">gdf_r</span> <span class="c">#kW</span>
+<span class="c">#demand of apartments at system peak time</span>
+<span class="n">d_a_sp</span><span class="o">=</span><span class="n">dmax_a</span><span class="o">/</span><span class="n">pdf_r</span> <span class="c">#kW</span>
+<span class="c">#Maximum Commercial demand</span>
+<span class="n">dmax_c</span><span class="o">=</span><span class="p">(</span><span class="n">n2</span><span class="o">*</span><span class="n">L2</span><span class="o">*</span><span class="n">df</span><span class="o">+</span><span class="n">L3</span><span class="o">*</span><span class="n">df3</span><span class="o">+</span><span class="n">L4</span><span class="o">*</span><span class="n">df4</span><span class="o">+</span><span class="n">L5</span><span class="o">*</span><span class="n">df5</span><span class="o">+</span><span class="n">L6</span><span class="o">*</span><span class="n">df6</span><span class="p">)</span><span class="o">/</span><span class="n">gdf_c</span> <span class="c">#kW</span>
+<span class="c">#Commercial demand at system peak time</span>
+<span class="n">d_c_sp</span><span class="o">=</span><span class="n">dmax_c</span><span class="o">/</span><span class="n">pdf_c</span> <span class="c">#kW</span>
+<span class="c">#demand of street light at system peak time</span>
+<span class="n">d_sl_sp</span><span class="o">=</span><span class="n">n7</span><span class="o">*</span><span class="n">L7</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#kW</span>
+<span class="c">#Increase in system peak demand</span>
+<span class="n">DI</span><span class="o">=</span><span class="n">d_a_sp</span><span class="o">+</span><span class="n">d_c_sp</span><span class="o">+</span><span class="n">d_sl_sp</span> <span class="c">#kW</span>
+<span class="k">print</span> <span class="s">&quot;Increase in system peak demand  </span><span class="si">%0.2f</span><span class="s"> kW&quot;</span> <span class="o">%</span><span class="k">DI</span>,
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Increase in system peak demand  438.00 kW
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.4-page-12">exa 1.4 page 12<a class="anchor-link" href="#exa-1.4-page-12">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[28]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="c">#12 to 5 am</span>
+<span class="n">L1</span><span class="o">=</span><span class="mi">20</span> <span class="c">#MW</span>
+<span class="n">t1</span><span class="o">=</span><span class="mi">5</span> <span class="c">#hours</span>
+<span class="c">#5 to 9 am</span>
+<span class="n">L2</span><span class="o">=</span><span class="mi">40</span> <span class="c">#MW</span>
+<span class="n">t2</span><span class="o">=</span><span class="mi">4</span> <span class="c">#hours</span>
+<span class="c">#9 to 6 pm</span>
+<span class="n">L3</span><span class="o">=</span><span class="mi">80</span> <span class="c">#MW</span>
+<span class="n">t3</span><span class="o">=</span><span class="mi">9</span> <span class="c">#hours</span>
+<span class="c">#6 to 10 pm</span>
+<span class="n">L4</span><span class="o">=</span><span class="mi">100</span> <span class="c">#MW</span>
+<span class="n">t4</span><span class="o">=</span><span class="mi">4</span> <span class="c">#hours</span>
+<span class="c">#10 to 12 am</span>
+<span class="n">L5</span><span class="o">=</span><span class="mi">20</span> <span class="c">#MW</span>
+<span class="n">t5</span><span class="o">=</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="c">#Energy Poduced in 24 hours</span>
+<span class="n">E</span><span class="o">=</span><span class="n">L1</span><span class="o">*</span><span class="n">t1</span><span class="o">+</span><span class="n">L2</span><span class="o">*</span><span class="n">t2</span><span class="o">+</span><span class="n">L3</span><span class="o">*</span><span class="n">t3</span><span class="o">+</span><span class="n">L4</span><span class="o">*</span><span class="n">t4</span><span class="o">+</span><span class="n">L5</span><span class="o">*</span><span class="n">t5</span> <span class="c">#MWh</span>
+<span class="k">print</span> <span class="s">&quot;Energy Supplied by the plant in 24 hours = </span><span class="si">%0.2f</span><span class="s"> MWh&quot;</span> <span class="o">%</span><span class="k">E</span>
+<span class="n">LF</span><span class="o">=</span><span class="n">E</span><span class="o">/</span><span class="mi">24</span> <span class="c">#%#Load Factor</span>
+<span class="k">print</span> <span class="s">&quot;Load Factor = </span><span class="si">%0.2f</span><span class="s"> </span><span class="si">%%</span><span class="s"> &quot;</span><span class="o">%</span><span class="k">LF</span> 
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Energy Supplied by the plant in 24 hours = 1420.00 MWh
+Load Factor = 59.17 % 
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.5-page-13">exa 1.5 page 13<a class="anchor-link" href="#exa-1.5-page-13">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">division</span>
+<span class="n">C</span><span class="o">=</span><span class="mi">125</span> <span class="c">#MW#Installed Capacity</span>
+<span class="c">#12 to 5 am</span>
+<span class="n">L1</span><span class="o">=</span><span class="mi">20</span> <span class="c">#MW</span>
+<span class="n">t1</span><span class="o">=</span><span class="mi">5</span> <span class="c">#hours</span>
+<span class="c">#5 to 9 am</span>
+<span class="n">L2</span><span class="o">=</span><span class="mi">40</span> <span class="c">#MW</span>
+<span class="n">t2</span><span class="o">=</span><span class="mi">4</span> <span class="c">#hours</span>
+<span class="c">#9 to 6 pm</span>
+<span class="n">L3</span><span class="o">=</span><span class="mi">80</span> <span class="c">#MW</span>
+<span class="n">t3</span><span class="o">=</span><span class="mi">9</span> <span class="c">#hours</span>
+<span class="c">#6 to 10 pm</span>
+<span class="n">L4</span><span class="o">=</span><span class="mi">100</span> <span class="c">#MW</span>
+<span class="n">t4</span><span class="o">=</span><span class="mi">4</span> <span class="c">#hours</span>
+<span class="c">#10 to 12 am</span>
+<span class="n">L5</span><span class="o">=</span><span class="mi">20</span> <span class="c">#MW</span>
+<span class="n">t5</span><span class="o">=</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="c">#Energy Poduced in 24 hours</span>
+<span class="n">E</span><span class="o">=</span><span class="n">L1</span><span class="o">*</span><span class="n">t1</span><span class="o">+</span><span class="n">L2</span><span class="o">*</span><span class="n">t2</span><span class="o">+</span><span class="n">L3</span><span class="o">*</span><span class="n">t3</span><span class="o">+</span><span class="n">L4</span><span class="o">*</span><span class="n">t4</span><span class="o">+</span><span class="n">L5</span><span class="o">*</span><span class="n">t5</span> <span class="c">#MWh</span>
+<span class="n">LF</span><span class="o">=</span><span class="n">E</span><span class="o">/</span><span class="mi">24</span> <span class="c">#%#Load Factor</span>
+<span class="n">CF</span><span class="o">=</span><span class="n">LF</span><span class="o">/</span><span class="n">C</span> <span class="c">#%#Capacity Factor</span>
+<span class="k">print</span> <span class="s">&quot;Capacity Factor = </span><span class="si">%0.3f</span><span class="s">&quot;</span> <span class="o">%</span><span class="k">CF</span>
+<span class="n">UF</span><span class="o">=</span><span class="mi">100</span><span class="o">/</span><span class="n">C</span> <span class="c">#%#Utilisation Factor</span>
+<span class="k">print</span> <span class="s">&quot;Utilisation Factor = </span><span class="si">%.1f</span><span class="s">&quot;</span> <span class="o">%</span><span class="k">UF</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Capacity Factor = 0.473
+Utilisation Factor = 0.8
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.6-page-13">exa 1.6 page 13<a class="anchor-link" href="#exa-1.6-page-13">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="kn">from</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">import</span> <span class="n">plot</span><span class="p">,</span> <span class="n">show</span><span class="p">,</span> <span class="n">title</span><span class="p">,</span> <span class="n">xlabel</span><span class="p">,</span> <span class="n">ylabel</span><span class="p">,</span> <span class="n">subplot</span>
+<span class="kn">from</span> <span class="nn">numpy</span> <span class="kn">import</span> <span class="n">array</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
+<span class="c">#12 to 5 am &amp; 10 to 12 am</span>
+<span class="n">L1</span><span class="o">=</span><span class="mi">20</span> <span class="c">#MW</span>
+<span class="n">E1</span><span class="o">=</span><span class="n">L1</span><span class="o">*</span><span class="mi">24</span> <span class="c">#MWh</span>
+<span class="c">#5 to 9 am</span>
+<span class="n">L2</span><span class="o">=</span><span class="mi">40</span> <span class="c">#MW</span>
+<span class="n">E2</span><span class="o">=</span><span class="n">E1</span><span class="o">+</span><span class="p">(</span><span class="n">L2</span><span class="o">-</span><span class="n">L1</span><span class="p">)</span><span class="o">*</span><span class="mi">17</span> <span class="c">#MWh</span>
+<span class="c">#9 to 6 pm</span>
+<span class="n">L3</span><span class="o">=</span><span class="mi">80</span> <span class="c">#MW</span>
+<span class="n">E3</span><span class="o">=</span><span class="n">E2</span><span class="o">+</span><span class="p">(</span><span class="n">L3</span><span class="o">-</span><span class="n">L2</span><span class="p">)</span><span class="o">*</span><span class="mi">13</span> <span class="c">#MWh</span>
+<span class="c">#6 to 10 pm</span>
+<span class="n">L4</span><span class="o">=</span><span class="mi">100</span> <span class="c">#MW</span>
+<span class="n">E4</span><span class="o">=</span><span class="n">E3</span><span class="o">+</span><span class="p">(</span><span class="n">L4</span><span class="o">-</span><span class="n">L3</span><span class="p">)</span><span class="o">*</span><span class="mi">4</span> <span class="c">#MWh</span>
+<span class="c">#Plotting Energy load curve</span>
+<span class="n">L</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="n">L1</span><span class="p">,</span><span class="n">L2</span><span class="p">,</span><span class="n">L3</span><span class="p">,</span><span class="n">L4</span><span class="p">])</span> <span class="c">#MW</span>
+<span class="n">E</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="n">E1</span><span class="p">,</span><span class="n">E2</span><span class="p">,</span><span class="n">E3</span><span class="p">,</span><span class="n">E4</span><span class="p">])</span> <span class="c">#Mwh</span>
+<span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">plot</span><span class="p">(</span><span class="n">E</span><span class="p">,</span><span class="n">L</span><span class="p">)</span>
+<span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Energy(MWh)&#39;</span><span class="p">)</span> 
+<span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Load(MW)&#39;</span><span class="p">)</span> 
+<span class="n">title</span><span class="p">(</span><span class="s">&#39;Energy Load Curve&#39;</span><span class="p">)</span> 
+<span class="c">#Energy Supplied</span>
+<span class="c">#Upto 5am</span>
+<span class="n">t1</span><span class="o">=</span><span class="mi">5</span> <span class="c">#hours</span>
+<span class="n">E1</span><span class="o">=</span><span class="n">L1</span><span class="o">*</span><span class="n">t1</span> <span class="c">#MWh</span>
+<span class="c">#Upto 9am</span>
+<span class="n">t2</span><span class="o">=</span><span class="mi">4</span> <span class="c">#hours</span>
+<span class="n">E2</span><span class="o">=</span><span class="n">E1</span><span class="o">+</span><span class="n">L2</span><span class="o">*</span><span class="n">t2</span> <span class="c">#MWh</span>
+<span class="c">#Upto 6pm</span>
+<span class="n">t3</span><span class="o">=</span><span class="mi">9</span> <span class="c">#hours</span>
+<span class="n">E3</span><span class="o">=</span><span class="n">E2</span><span class="o">+</span><span class="n">L3</span><span class="o">*</span><span class="n">t3</span> <span class="c">#MWh</span>
+<span class="c">#Upto 10pm</span>
+<span class="n">t4</span><span class="o">=</span><span class="mi">4</span> <span class="c">#hours</span>
+<span class="n">E4</span><span class="o">=</span><span class="n">E3</span><span class="o">+</span><span class="n">L4</span><span class="o">*</span><span class="n">t4</span> <span class="c">#MWh</span>
+<span class="c">#Upto 12pm</span>
+<span class="n">t4</span><span class="o">=</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="n">E4</span><span class="o">=</span><span class="n">E3</span><span class="o">+</span><span class="n">L4</span><span class="o">*</span><span class="n">t4</span> <span class="c">#MWh</span>
+<span class="c">#Plotting Mass curve</span>
+<span class="n">T</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="c">#MW</span>
+<span class="n">E</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="n">E1</span><span class="p">,</span><span class="n">E2</span><span class="p">,</span><span class="n">E3</span><span class="p">,</span><span class="n">E4</span><span class="p">]</span> <span class="c">#Mwh</span>
+<span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">plot</span><span class="p">(</span><span class="n">T</span><span class="p">,</span><span class="n">E</span><span class="p">)</span>
+<span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Ener2y(MWh)&#39;</span><span class="p">)</span> 
+<span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;0-1: 12-5am 1-2: 5-9am 2-3: 9-6pm 3-4: 6-10pm above4: 10-12pm&#39;</span><span class="p">)</span> 
+<span class="n">title</span><span class="p">(</span><span class="s">&#39;Mass Curve&#39;</span><span class="p">)</span> 
+<span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.7-page-14">exa 1.7 page 14<a class="anchor-link" href="#exa-1.7-page-14">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[31]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="n">dmax</span><span class="o">=</span><span class="mi">40</span> <span class="c">#MW#Maximum demand</span>
+<span class="n">CF</span><span class="o">=</span><span class="mf">0.5</span> <span class="c">#Capacity Factor</span>
+<span class="n">UF</span><span class="o">=</span><span class="mf">0.8</span> <span class="c">#Utilisation Factor</span>
+<span class="n">LF</span><span class="o">=</span><span class="n">CF</span><span class="o">/</span><span class="n">UF</span> <span class="c">#/Load Factor</span>
+<span class="k">print</span> <span class="s">&quot;(a) Load Factor : </span><span class="si">%0.3f</span><span class="s">&quot;</span><span class="o">%</span><span class="k">LF</span> 
+<span class="n">C</span><span class="o">=</span><span class="n">dmax</span><span class="o">/</span><span class="n">UF</span> <span class="c">#MW#Plant Capacity</span>
+<span class="k">print</span> <span class="s">&quot;(b) Plant Capacity = </span><span class="si">%0.2f</span><span class="s"> MW &quot;</span><span class="o">%</span><span class="k">C</span> 
+<span class="n">RC</span><span class="o">=</span><span class="n">C</span><span class="o">-</span><span class="n">dmax</span> <span class="c">#MW#Reserve Capacity</span>
+<span class="k">print</span> <span class="s">&quot;(c) Reserve Capacity = </span><span class="si">%0.02f</span><span class="s"> MW  &quot;</span><span class="o">%</span><span class="k">RC</span> 
+<span class="n">p</span><span class="o">=</span><span class="n">dmax</span><span class="o">*</span><span class="n">LF</span><span class="o">*</span><span class="mi">24</span><span class="o">*</span><span class="mi">365</span> <span class="c">#MWh#Annual Energy Production</span>
+<span class="k">print</span> <span class="s">&quot;(d) Annual Energy Production = </span><span class="si">%0.2f</span><span class="s"> MWh &quot;</span><span class="o">%</span><span class="k">p</span> 
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(a) Load Factor : 0.625
+(b) Plant Capacity = 50.00 MW 
+(c) Reserve Capacity = 10.00 MW  
+(d) Annual Energy Production = 219000.00 MWh 
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.8-page-14">exa 1.8 page 14<a class="anchor-link" href="#exa-1.8-page-14">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[32]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">division</span>
+<span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="kn">from</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">import</span> <span class="n">plot</span><span class="p">,</span> <span class="n">show</span><span class="p">,</span> <span class="n">title</span><span class="p">,</span> <span class="n">xlabel</span><span class="p">,</span> <span class="n">ylabel</span><span class="p">,</span> <span class="n">subplot</span>
+<span class="c">#from numpy import array</span>
+<span class="n">L1</span><span class="o">=</span><span class="mi">50</span> <span class="c">#MW#Initial</span>
+<span class="n">t1</span><span class="o">=</span><span class="mi">5</span> <span class="c">#hours</span>
+<span class="n">L2</span><span class="o">=</span><span class="mi">50</span> <span class="c">#MW#5am</span>
+<span class="n">t2</span><span class="o">=</span><span class="mi">4</span> <span class="c">#hours</span>
+<span class="n">L3</span><span class="o">=</span><span class="mi">100</span> <span class="c">#MW#9am</span>
+<span class="n">t3</span><span class="o">=</span><span class="mi">9</span> <span class="c">#hours</span>
+<span class="n">L4</span><span class="o">=</span><span class="mi">100</span> <span class="c">#MW#6pm</span>
+<span class="n">t4</span><span class="o">=</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="n">L5</span><span class="o">=</span><span class="mi">150</span> <span class="c">#MW#8pm</span>
+<span class="n">t5</span><span class="o">=</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="n">L6</span><span class="o">=</span><span class="mi">80</span> <span class="c">#MW#10pm</span>
+<span class="n">t6</span><span class="o">=</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="n">L7</span><span class="o">=</span><span class="mi">50</span> <span class="c">#MW</span>
+<span class="c">#Energy Required in 24 hours</span>
+<span class="n">E</span><span class="o">=</span><span class="n">L1</span><span class="o">*</span><span class="n">t1</span><span class="o">+</span><span class="p">(</span><span class="n">L2</span><span class="o">+</span><span class="n">L3</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="o">*</span><span class="n">t2</span><span class="o">+</span><span class="p">(</span><span class="n">L3</span><span class="o">+</span><span class="n">L4</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="o">*</span><span class="n">t3</span><span class="o">+</span><span class="p">(</span><span class="n">L4</span><span class="o">+</span><span class="n">L5</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="o">*</span><span class="n">t4</span><span class="o">+</span><span class="p">(</span><span class="n">L5</span><span class="o">+</span><span class="n">L6</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="o">*</span><span class="n">t5</span><span class="o">+</span><span class="p">(</span><span class="n">L6</span><span class="o">+</span><span class="n">L1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="o">*</span><span class="n">t6</span> <span class="c">#MWh</span>
+<span class="k">print</span> <span class="s">&quot;Energy required in one day = </span><span class="si">%0.2f</span><span class="s"> MWh &quot;</span><span class="o">%</span><span class="k">E</span> 
+<span class="n">DLF</span><span class="o">=</span><span class="n">E</span><span class="o">/</span><span class="n">L5</span><span class="o">/</span><span class="mi">24</span><span class="o">*</span><span class="mi">100</span> <span class="c">#%#Daily Load Factor</span>
+<span class="k">print</span> <span class="s">&quot;Daily Load Factor = </span><span class="si">%0.2f</span><span class="s"> </span><span class="si">%%</span><span class="s">&quot;</span> <span class="o">%</span><span class="k">DLF</span>
+<span class="c">#Plotting load curve</span>
+<span class="n">T</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">])</span> <span class="c">#Slots</span>
+<span class="n">L</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">L1</span><span class="p">,</span><span class="n">L2</span><span class="p">,</span><span class="n">L3</span><span class="p">,</span><span class="n">L4</span><span class="p">,</span><span class="n">L5</span><span class="p">,</span><span class="n">L6</span><span class="p">,</span><span class="n">L7</span><span class="p">])</span> <span class="c">#MW</span>
+<span class="n">plot</span><span class="p">(</span><span class="n">T</span><span class="p">,</span><span class="n">L</span><span class="p">)</span>
+<span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Load(MW)&#39;</span><span class="p">)</span> 
+<span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;0-1: 12-5am 1-2: 5-9am 2-3: 9-6pm 3-4: 6-8pm 4-5:8-10pm 5-6 :10-12pm&#39;</span><span class="p">)</span> 
+<span class="n">title</span><span class="p">(</span><span class="s">&#39;Chronological Load Curve&#39;</span><span class="p">)</span> 
+<span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Energy required in one day = 2060.00 MWh 
+Daily Load Factor = 57.22 %
+</pre>
+</div>
+</div>
+
+<div class="output_area"><div class="prompt"></div>
+
+
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.9-page-15">exa 1.9 page 15<a class="anchor-link" href="#exa-1.9-page-15">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[33]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="kn">from</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">import</span> <span class="n">plot</span><span class="p">,</span> <span class="n">show</span><span class="p">,</span> <span class="n">title</span><span class="p">,</span> <span class="n">xlabel</span><span class="p">,</span> <span class="n">ylabel</span><span class="p">,</span> <span class="n">subplot</span>
+<span class="k">print</span> <span class="s">&quot;load duration curve in fig1&quot;</span>
+<span class="k">print</span> <span class="s">&quot;the energy consumed upto different times is as &quot;</span>
+<span class="n">a</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">5</span> <span class="p">,</span><span class="mi">9</span> <span class="p">,</span><span class="mi">18</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">22</span><span class="p">,</span> <span class="mi">24</span><span class="p">]</span>  <span class="c">#time in matrix format</span>
+<span class="n">b</span><span class="o">=</span><span class="p">[</span><span class="mi">50</span><span class="p">,</span> <span class="mi">50</span> <span class="p">,</span><span class="mi">100</span> <span class="p">,</span><span class="mi">100</span> <span class="p">,</span><span class="mi">150</span> <span class="p">,</span><span class="mi">80</span> <span class="p">,</span><span class="mi">50</span><span class="p">]</span> <span class="c">#load in matrix format</span>
+
+<span class="n">z</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">6</span><span class="p">):</span>
+   <span class="n">z</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">=</span><span class="p">((</span><span class="n">b</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">+</span><span class="n">b</span><span class="p">[</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span><span class="o">/</span><span class="mi">2</span><span class="p">)</span><span class="o">*</span><span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">a</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+
+<span class="n">et</span><span class="o">=</span><span class="mi">0</span>
+<span class="n">q</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">7</span><span class="p">)</span>
+<span class="n">m</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">7</span><span class="p">)</span>
+<span class="n">ett</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">6</span><span class="p">):</span>
+    <span class="n">et</span><span class="o">=</span><span class="n">et</span><span class="o">+</span><span class="n">z</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> 
+    <span class="n">A</span><span class="o">=</span><span class="n">a</span><span class="p">[(</span><span class="n">x</span><span class="p">)]</span>
+    <span class="n">ett</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">=</span><span class="n">et</span> 
+    <span class="n">q</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">=</span><span class="n">a</span><span class="p">[</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span>
+    <span class="k">print</span> <span class="s">&quot;</span><span class="se">\n</span><span class="s">from mid night upto </span><span class="si">%d</span><span class="s">,energy=</span><span class="si">%d</span><span class="s">MWh&quot;</span><span class="o">%</span><span class="p">(</span><span class="n">A</span><span class="p">,</span><span class="n">et</span><span class="p">)</span>
+<span class="n">n</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">b</span><span class="p">)),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">k</span><span class="p">:</span> <span class="n">b</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+<span class="n">m</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+<span class="k">print</span> <span class="s">&quot;energy curve in fig 2&quot;</span>
+<span class="n">t</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mf">3.88</span><span class="p">,</span> <span class="mf">15.88</span> <span class="p">,</span><span class="mf">19.88</span><span class="p">,</span> <span class="mi">23</span><span class="p">]</span>
+<span class="n">k</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">6</span><span class="p">):</span>
+    <span class="n">k</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">=</span><span class="n">a</span><span class="p">[(</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">)]</span>
+<span class="n">M</span> <span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
+<span class="c">#rearranging for mass  curve</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">5</span><span class="p">):</span>
+    <span class="n">M</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">m</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+<span class="n">Q</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">6</span><span class="p">):</span>
+    <span class="n">Q</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">q</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+    
+    
+<span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">)</span> 
+<span class="n">plot</span><span class="p">(</span><span class="n">t</span><span class="p">,</span><span class="n">M</span><span class="p">)</span> 
+<span class="n">title</span><span class="p">(</span><span class="s">&quot;load duration&quot;</span><span class="p">)</span>
+<span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;hours&quot;</span><span class="p">)</span>
+<span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;MW&quot;</span><span class="p">)</span>
+<span class="n">subplot</span><span class="p">(</span><span class="mi">122</span><span class="p">)</span> 
+<span class="n">plot</span><span class="p">(</span><span class="n">Q</span><span class="p">,</span><span class="n">ett</span><span class="p">)</span> 
+<span class="n">title</span><span class="p">(</span><span class="s">&quot;energy curve&quot;</span><span class="p">)</span>
+<span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;time&quot;</span><span class="p">)</span>
+<span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;MWh&quot;</span><span class="p">)</span>
+<span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>load duration curve in fig1
+the energy consumed upto different times is as 
+
+from mid night upto 0,energy=250MWh
+
+from mid night upto 5,energy=550MWh
+
+from mid night upto 9,energy=1450MWh
+
+from mid night upto 18,energy=1700MWh
+
+from mid night upto 20,energy=1930MWh
+
+from mid night upto 22,energy=2060MWh
+energy curve in fig 2
+</pre>
+</div>
+</div>
+
+<div class="output_area"><div class="prompt"></div>
+
+
+<div class="output_png output_subarea ">
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.10-page-15">exa 1.10 page 15<a class="anchor-link" href="#exa-1.10-page-15">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[34]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">division</span>
+<span class="n">E</span><span class="o">=</span><span class="mi">438</span><span class="o">*</span><span class="mi">10</span><span class="o">**</span><span class="mi">4</span> <span class="c">#kWh</span>
+<span class="n">LF</span><span class="o">=</span><span class="mi">20</span> <span class="c">#% annual</span>
+<span class="n">CF</span><span class="o">=</span><span class="mi">15</span> <span class="c">#%#Capacity Factor</span>
+<span class="n">Lmax</span><span class="o">=</span><span class="n">E</span><span class="o">/</span><span class="p">(</span><span class="n">LF</span><span class="o">/</span><span class="mi">100</span><span class="p">)</span><span class="o">/</span><span class="mi">24</span><span class="o">/</span><span class="mi">365</span> <span class="c">#kW</span>
+<span class="n">Lmax</span><span class="o">=</span><span class="n">Lmax</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#MW</span>
+<span class="n">C</span><span class="o">=</span><span class="n">Lmax</span><span class="o">/</span><span class="n">CF</span><span class="o">*</span><span class="n">LF</span> <span class="c">#MW#Plant Capacity</span>
+<span class="k">print</span> <span class="s">&quot;Plant Capacity = </span><span class="si">%0.2f</span><span class="s"> MW &quot;</span><span class="o">%</span><span class="k">C</span> 
+<span class="n">RC</span><span class="o">=</span><span class="n">C</span><span class="o">-</span><span class="n">Lmax</span> <span class="c">#MW#Reserve Capacity</span>
+<span class="k">print</span> <span class="s">&quot;Reserve Capacity = </span><span class="si">%0.2f</span><span class="s"> MW&quot;</span><span class="o">%</span><span class="k">RC</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Plant Capacity = 3.33 MW 
+Reserve Capacity = 0.83 MW
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.11-page-16">exa 1.11 page 16<a class="anchor-link" href="#exa-1.11-page-16">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[35]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="n">L1</span><span class="o">=</span><span class="mi">10000</span> <span class="c">#kW</span>
+<span class="n">L2</span><span class="o">=</span><span class="mi">6000</span> <span class="c">#kW</span>
+<span class="n">L3</span><span class="o">=</span><span class="mi">8000</span> <span class="c">#kW</span>
+<span class="n">L4</span><span class="o">=</span><span class="mi">7000</span> <span class="c">#kW</span>
+<span class="n">df</span><span class="o">=</span><span class="mf">1.5</span> <span class="c">#diversity factor</span>
+<span class="n">LF</span><span class="o">=</span><span class="mi">65</span> <span class="c">#%#Load Factor</span>
+<span class="n">Dinc</span><span class="o">=</span><span class="mi">60</span> <span class="c">#%#Increase in maximum demand</span>
+<span class="n">L</span><span class="o">=</span><span class="n">L1</span><span class="o">+</span><span class="n">L2</span><span class="o">+</span><span class="n">L3</span><span class="o">+</span><span class="n">L4</span> <span class="c">#kW#Sum </span>
+<span class="n">L</span><span class="o">=</span><span class="n">L</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#MW</span>
+<span class="n">Dmax</span><span class="o">=</span><span class="n">L</span><span class="o">/</span><span class="n">df</span> <span class="c">#MW</span>
+<span class="k">print</span> <span class="s">&quot;Maximum demand on station = </span><span class="si">%0.3f</span><span class="s"> MWh &quot;</span> <span class="o">%</span><span class="k">Dmax</span>
+<span class="n">E</span><span class="o">=</span><span class="n">Dmax</span><span class="o">*</span><span class="mi">365</span><span class="o">*</span><span class="mi">24</span><span class="o">*</span><span class="n">LF</span><span class="o">/</span><span class="mi">100</span> <span class="c">#MWh#Annual Energy</span>
+<span class="k">print</span> <span class="s">&quot;Annual Energy Supplied = </span><span class="si">%0.0f</span><span class="s"> MWh &quot;</span><span class="o">%</span><span class="k">E</span> 
+<span class="n">Din_max</span><span class="o">=</span><span class="n">Dinc</span><span class="o">/</span><span class="mi">100</span><span class="o">*</span><span class="n">Dmax</span> <span class="c">#MW</span>
+<span class="n">C</span><span class="o">=</span><span class="n">Dmax</span><span class="o">+</span><span class="n">Din_max</span> <span class="c">#MW</span>
+<span class="k">print</span> <span class="s">&quot;Installed Capacity = </span><span class="si">%0.3f</span><span class="s"> MW&quot;</span><span class="o">%</span><span class="k">C</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Maximum demand on station = 20.667 MWh 
+Annual Energy Supplied = 117676 MWh 
+Installed Capacity = 33.067 MW
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.12-page-16">exa 1.12 page 16<a class="anchor-link" href="#exa-1.12-page-16">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[36]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="kn">from</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">import</span> <span class="n">plot</span><span class="p">,</span> <span class="n">title</span><span class="p">,</span> <span class="n">xlabel</span><span class="p">,</span> <span class="n">ylabel</span><span class="p">,</span> <span class="n">show</span>
+<span class="c">#Arranging data for Load Duration Curve</span>
+<span class="c">#week days 5-9pm load</span>
+<span class="n">L1</span><span class="o">=</span><span class="mi">350</span> <span class="c">#MW</span>
+<span class="n">t1</span><span class="o">=</span><span class="mi">4</span><span class="o">*</span><span class="mi">5</span> <span class="c">#hours</span>
+<span class="c">#week days 8-12am &amp; 1-5pm load</span>
+<span class="n">L2</span><span class="o">=</span><span class="mi">250</span> <span class="c">#MW</span>
+<span class="n">t2</span><span class="o">=</span><span class="n">t1</span><span class="o">+</span><span class="mi">8</span><span class="o">*</span><span class="mi">5</span> <span class="c">#hours</span>
+<span class="c">#saturday &amp; sunday 5-9pm load</span>
+<span class="n">L3</span><span class="o">=</span><span class="mi">200</span> <span class="c">#MW</span>
+<span class="n">t3</span><span class="o">=</span><span class="n">t2</span><span class="o">+</span><span class="mi">4</span><span class="o">*</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="c">#All days 150MW load</span>
+<span class="n">L4</span><span class="o">=</span><span class="mi">150</span> <span class="c">#MW</span>
+<span class="n">t4</span><span class="o">=</span><span class="n">t3</span><span class="o">+</span><span class="mi">6</span><span class="o">*</span><span class="mi">5</span><span class="o">+</span><span class="mi">15</span><span class="o">*</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="c">#All days 100MW load</span>
+<span class="n">L5</span><span class="o">=</span><span class="mi">100</span> <span class="c">#MW</span>
+<span class="n">t5</span><span class="o">=</span><span class="n">t4</span><span class="o">+</span><span class="mi">6</span><span class="o">*</span><span class="mi">5</span><span class="o">+</span><span class="mi">5</span><span class="o">*</span><span class="mi">2</span> <span class="c">#hours</span>
+<span class="n">A</span><span class="o">=</span><span class="mi">31600</span> <span class="c">#Total Load Curve Area</span>
+<span class="n">LF</span><span class="o">=</span><span class="n">A</span><span class="o">/</span><span class="n">L1</span><span class="o">/</span><span class="mi">24</span><span class="o">/</span><span class="mi">7</span><span class="o">*</span><span class="mi">100</span> <span class="c">#%#Weekly load factor</span>
+<span class="k">print</span> <span class="s">&quot;Weekly Load factor = </span><span class="si">%0.2f</span><span class="s"> </span><span class="si">%%</span><span class="s">&quot;</span><span class="o">%</span><span class="k">LF</span>
+<span class="k">print</span> <span class="s">&quot;Load Duration Curve is shown in figure.&quot;</span> 
+<span class="c">#Load Duration Curve</span>
+<span class="n">L</span><span class="o">=</span><span class="p">[</span><span class="n">L1</span> <span class="p">,</span><span class="n">L2</span><span class="p">,</span> <span class="n">L3</span><span class="p">,</span> <span class="n">L4</span><span class="p">,</span> <span class="n">L5</span><span class="p">]</span> <span class="c">#MW</span>
+<span class="n">T</span><span class="o">=</span><span class="p">[</span><span class="n">t1</span> <span class="p">,</span><span class="n">t2</span> <span class="p">,</span><span class="n">t3</span> <span class="p">,</span><span class="n">t4</span> <span class="p">,</span><span class="n">t5</span><span class="p">]</span> <span class="c">#hours</span>
+<span class="n">plot</span><span class="p">(</span><span class="n">T</span><span class="p">,</span><span class="n">L</span><span class="p">)</span> 
+<span class="n">title</span><span class="p">(</span><span class="s">&#39;Load Duration Curve&#39;</span><span class="p">)</span>
+<span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Time(Hours)&#39;</span><span class="p">)</span>
+<span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Load(MW)&#39;</span><span class="p">)</span> 
+<span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Weekly Load factor = 53.74 %
+Load Duration Curve is shown in figure.
+</pre>
+</div>
+</div>
+
+<div class="output_area"><div class="prompt"></div>
+
+
+<div class="output_png output_subarea ">
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.13-page-17">exa 1.13 page 17<a class="anchor-link" href="#exa-1.13-page-17">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[37]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="n">LF</span><span class="o">=</span><span class="mf">0.825</span> <span class="c">#Daily Load Factor</span>
+<span class="n">ratio1</span><span class="o">=</span><span class="mf">0.87</span> <span class="c">#daily peak load to monthly peak load</span>
+<span class="n">ratio2</span><span class="o">=</span><span class="mf">0.78</span> <span class="c">#monthly peak load to annually peak load</span>
+<span class="n">LF_annual</span><span class="o">=</span><span class="n">LF</span><span class="o">*</span><span class="n">ratio1</span><span class="o">*</span><span class="n">ratio2</span> <span class="c">#Annual Load Factor</span>
+<span class="k">print</span> <span class="s">&quot;Annual Load Factor : </span><span class="si">%0.4f</span><span class="s">&quot;</span> <span class="o">%</span><span class="k">LF_annual</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Annual Load Factor : 0.5598
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.14-page-19">exa 1.14 page 19<a class="anchor-link" href="#exa-1.14-page-19">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[38]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="c">#Transformer1</span>
+<span class="n">Lm</span><span class="o">=</span><span class="mi">300</span> <span class="c">#kW</span>
+<span class="n">df_m</span><span class="o">=</span><span class="mf">0.6</span> <span class="c">#demand factor</span>
+<span class="n">Lc</span><span class="o">=</span><span class="mi">100</span> <span class="c">#kW#Commercial Load</span>
+<span class="n">df_c</span><span class="o">=</span><span class="mf">0.5</span> <span class="c">#demand factor</span>
+<span class="c">#Transformer2</span>
+<span class="n">Lr2</span><span class="o">=</span><span class="mi">500</span> <span class="c">#kW#Residential Load</span>
+<span class="n">df_Lr2</span><span class="o">=</span><span class="mf">0.4</span> <span class="c">#demand factor</span>
+<span class="c">#Transformer3</span>
+<span class="n">Lr3</span><span class="o">=</span><span class="mi">400</span> <span class="c">#kW</span>
+<span class="n">df_Lr3</span><span class="o">=</span><span class="mf">0.5</span> <span class="c">#demand factor</span>
+<span class="c">#Diversity factors</span>
+<span class="n">df1</span><span class="o">=</span><span class="mf">2.3</span> 
+<span class="n">df2</span><span class="o">=</span><span class="mf">2.5</span> 
+<span class="n">df3</span><span class="o">=</span><span class="mi">2</span> 
+<span class="n">DF</span><span class="o">=</span><span class="mf">1.4</span> <span class="c">#Diversity factor between transformers</span>
+<span class="c">#Solution :</span>
+<span class="k">print</span> <span class="s">&quot;Part(a)&quot;</span> 
+<span class="n">Lp1</span><span class="o">=</span><span class="p">(</span><span class="n">Lm</span><span class="o">*</span><span class="n">df_m</span><span class="o">+</span><span class="n">Lc</span><span class="o">*</span><span class="n">df_c</span><span class="p">)</span><span class="o">/</span><span class="n">df1</span> <span class="c">#kW#Peak load on Transformer1</span>
+<span class="k">print</span> <span class="s">&quot;Peak load on Transformer1 = </span><span class="si">%0.2f</span><span class="s"> kW&quot;</span><span class="o">%</span><span class="k">Lp1</span>
+<span class="n">Lp2</span><span class="o">=</span><span class="n">Lr2</span><span class="o">*</span><span class="n">df_Lr2</span><span class="o">/</span><span class="n">df2</span> <span class="c">#kW#Peak load on Transformer2</span>
+<span class="k">print</span> <span class="s">&quot;Peak load on Transformer2 = </span><span class="si">%0.2f</span><span class="s"> kW&quot;</span><span class="o">%</span><span class="k">Lp2</span> 
+<span class="n">Lp3</span><span class="o">=</span><span class="n">Lr3</span><span class="o">*</span><span class="n">df_Lr3</span><span class="o">/</span><span class="n">df3</span> <span class="c">#kW#Peak load on Transformer3</span>
+<span class="k">print</span> <span class="s">&quot;Peak load on Transformer3 = </span><span class="si">%0.2f</span><span class="s"> kW &quot;</span><span class="o">%</span><span class="k">Lp3</span> 
+<span class="k">print</span> <span class="s">&quot;Part(b)&quot;</span> 
+<span class="n">LpF</span><span class="o">=</span><span class="p">(</span><span class="n">Lp1</span><span class="o">+</span><span class="n">Lp2</span><span class="o">+</span><span class="n">Lp3</span><span class="p">)</span><span class="o">/</span><span class="n">DF</span> <span class="c">#Peak load on feeder</span>
+<span class="k">print</span> <span class="s">&quot;Peak load on feeder = </span><span class="si">%0.2f</span><span class="s"> kW &quot;</span><span class="o">%</span><span class="k">LpF</span> 
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Part(a)
+Peak load on Transformer1 = 100.00 kW
+Peak load on Transformer2 = 80.00 kW
+Peak load on Transformer3 = 100.00 kW 
+Part(b)
+Peak load on feeder = 200.00 kW 
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.16-page-23">exa 1.16 page 23<a class="anchor-link" href="#exa-1.16-page-23">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[39]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="n">L</span><span class="o">=</span><span class="p">[</span><span class="mi">20</span><span class="p">,</span> <span class="mi">25</span><span class="p">,</span> <span class="mi">30</span> <span class="p">,</span><span class="mi">25</span> <span class="p">,</span><span class="mi">35</span> <span class="p">,</span><span class="mi">20</span><span class="p">]</span> <span class="c">#MW</span>
+<span class="n">T</span><span class="o">=</span><span class="p">[</span><span class="mi">6</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">2</span> <span class="p">,</span><span class="mi">4</span> <span class="p">,</span><span class="mi">4</span> <span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="c">#Hours</span>
+<span class="n">Lmax</span><span class="o">=</span><span class="nb">max</span><span class="p">(</span><span class="n">L</span><span class="p">)</span> <span class="c">#MW</span>
+<span class="k">print</span> <span class="s">&quot;(a) Maximum demand = </span><span class="si">%0.2f</span><span class="s"> MW &quot;</span><span class="o">%</span><span class="k">Lmax</span> 
+<span class="n">E</span><span class="o">=</span><span class="n">L</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="nb">sum</span><span class="p">(</span><span class="n">T</span><span class="p">)</span><span class="o">+</span><span class="p">(</span><span class="n">L</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">L</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">*</span><span class="n">T</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="p">(</span><span class="n">L</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">-</span><span class="n">L</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">*</span><span class="n">T</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">+</span><span class="p">(</span><span class="n">L</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">-</span><span class="n">L</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">*</span><span class="n">T</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">+</span><span class="p">(</span><span class="n">L</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span><span class="o">-</span><span class="n">L</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">*</span><span class="n">T</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span><span class="o">+</span><span class="p">(</span><span class="n">L</span><span class="p">[</span><span class="mi">5</span><span class="p">]</span><span class="o">-</span><span class="n">L</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">*</span><span class="n">T</span><span class="p">[</span><span class="mi">5</span><span class="p">]</span> <span class="c">#MWh</span>
+<span class="n">E</span><span class="o">=</span><span class="n">E</span><span class="o">*</span><span class="mi">1000</span> <span class="c">#kWh</span>
+<span class="k">print</span> <span class="s">&quot;(b) Units generated per day = %0.e kWh &quot;</span><span class="o">%</span><span class="k">E</span> 
+<span class="n">Lavg</span><span class="o">=</span><span class="n">E</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">T</span><span class="p">)</span> <span class="c">#/kWh</span>
+<span class="n">Lavg</span><span class="o">=</span><span class="n">Lavg</span><span class="o">/</span><span class="mi">1000</span> <span class="c">#/MW</span>
+<span class="k">print</span> <span class="s">&quot;(c) Average Load = </span><span class="si">%0.2f</span><span class="s"> MW &quot;</span><span class="o">%</span><span class="k">Lavg</span> 
+<span class="n">LF</span><span class="o">=</span><span class="n">Lavg</span><span class="o">/</span><span class="n">Lmax</span><span class="o">*</span><span class="mi">100</span> <span class="c">#%</span>
+<span class="k">print</span> <span class="s">&quot;(d) Load Factor = </span><span class="si">%0.2f</span><span class="s"> </span><span class="si">%%</span><span class="s">&quot;</span> <span class="o">%</span><span class="k">LF</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(a) Maximum demand = 35.00 MW 
+(b) Units generated per day = 6e+05 kWh 
+(c) Average Load = 25.00 MW 
+(d) Load Factor = 71.43 %
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.17-page-24">exa 1.17 page 24<a class="anchor-link" href="#exa-1.17-page-24">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[40]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">acos</span><span class="p">,</span> <span class="n">sin</span>
+<span class="n">pf</span><span class="o">=</span><span class="mf">0.8</span> <span class="c">#power factor</span>
+<span class="n">delf</span><span class="o">=</span><span class="mi">1</span> <span class="c">#%#drop in frequency(delf/f)</span>
+<span class="c">#delP=-2*(sind(theta))**2*delf</span>
+<span class="n">theta</span><span class="o">=</span><span class="n">acos</span><span class="p">(</span><span class="n">pf</span><span class="p">)</span> <span class="c">#degree</span>
+<span class="n">delP_BY_delf</span><span class="o">=-</span><span class="mi">2</span><span class="o">*</span><span class="n">sin</span><span class="p">(</span><span class="n">theta</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span> <span class="c">#increase in load wrt frequency</span>
+<span class="k">print</span> <span class="s">&quot;1</span><span class="si">%%</span><span class="s"> drop in frequency, Increased in Load = </span><span class="si">%0.2f</span><span class="s"> </span><span class="si">%%</span><span class="s">&quot;</span><span class="o">%-</span><span class="n">delP_BY_delf</span> 
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>1% drop in frequency, Increased in Load = 0.72 %
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.18-page-24">exa 1.18 page 24<a class="anchor-link" href="#exa-1.18-page-24">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[41]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="n">Lmax</span><span class="o">=</span><span class="mi">100</span> <span class="c">#MW</span>
+<span class="n">LF</span><span class="o">=</span><span class="mi">40</span> <span class="c">#%#Load Factor</span>
+<span class="n">Lavg</span><span class="o">=</span><span class="n">Lmax</span><span class="o">*</span><span class="n">LF</span><span class="o">/</span><span class="mi">100</span> <span class="c">#MW</span>
+<span class="n">E</span><span class="o">=</span><span class="n">Lavg</span><span class="o">*</span><span class="mi">24</span><span class="o">*</span><span class="mi">365</span> <span class="c">#MWh</span>
+<span class="k">print</span> <span class="s">&quot;Energy generated in a year = %0.f MWh &quot;</span><span class="o">%</span><span class="k">E</span> 
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Energy generated in a year = 350400 MWh 
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="exa-1.19-page-25">exa 1.19 page 25<a class="anchor-link" href="#exa-1.19-page-25">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[42]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">sqrt</span>
+<span class="n">V</span><span class="o">=</span><span class="mi">400</span> <span class="c">#V</span>
+<span class="n">s1</span><span class="o">=</span><span class="mf">0.03</span> <span class="c">#initial slip</span>
+<span class="n">delV</span><span class="o">=</span><span class="mi">1</span> <span class="c">#%#/Voltage Drop</span>
+<span class="n">R1</span><span class="o">=</span><span class="mf">0.290</span> <span class="c">#ohm/phase</span>
+<span class="n">R2</span><span class="o">=</span><span class="mf">0.15</span> <span class="c">#ohm/phase</span>
+<span class="n">X</span><span class="o">=</span><span class="mf">0.7</span> <span class="c">#ohm/phase(X1+X2)</span>
+<span class="c">#V1**2*s1=V2**2*s2 for speed independent torque</span>
+<span class="c">#taking for calculating s2</span>
+<span class="n">V1</span><span class="o">=</span><span class="mi">1</span> <span class="c">#V </span>
+<span class="n">V2</span><span class="o">=</span><span class="n">V1</span><span class="o">-</span><span class="n">V1</span><span class="o">*</span><span class="n">delV</span><span class="o">/</span><span class="mi">100</span> <span class="c">#V</span>
+<span class="n">s2</span><span class="o">=</span><span class="n">V1</span><span class="o">**</span><span class="mi">2</span><span class="o">/</span><span class="n">V2</span><span class="o">**</span><span class="mi">2</span><span class="o">*</span><span class="n">s1</span> <span class="c">#slip</span>
+<span class="n">I2ByI1</span><span class="o">=</span><span class="n">sqrt</span><span class="p">((</span><span class="n">R1</span><span class="o">+</span><span class="n">R2</span><span class="o">/</span><span class="n">s1</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="o">+</span><span class="n">X</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">/</span><span class="n">sqrt</span><span class="p">((</span><span class="n">R1</span><span class="o">+</span><span class="n">R2</span><span class="o">/</span><span class="n">s2</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="o">+</span><span class="n">X</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">*</span><span class="p">(</span><span class="n">V2</span><span class="o">/</span><span class="n">V1</span><span class="p">)</span>
+<span class="n">delI</span><span class="o">=</span><span class="p">(</span><span class="n">I2ByI1</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span> <span class="c">#%#Current Increase</span>
+<span class="k">print</span> <span class="s">&quot;1</span><span class="si">%%</span><span class="s"> drop in Voltage increases current by = </span><span class="si">%0.2f</span><span class="s"> </span><span class="si">%%</span><span class="s">&quot;</span><span class="o">%</span><span class="k">delI</span>
+<span class="c">#P=(R1+R2/s)*I**2</span>
+<span class="n">P2ByP1</span><span class="o">=</span><span class="p">(</span><span class="n">R1</span><span class="o">+</span><span class="n">R2</span><span class="o">/</span><span class="n">s2</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="n">R1</span><span class="o">+</span><span class="n">R2</span><span class="o">/</span><span class="n">s1</span><span class="p">)</span><span class="o">*</span><span class="n">I2ByI1</span><span class="o">**</span><span class="mi">2</span> <span class="c">#ratio</span>
+<span class="n">delP</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">P2ByP1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span> <span class="c">#%#Power Decrease</span>
+<span class="k">print</span> <span class="s">&quot;1</span><span class="si">%%</span><span class="s"> drop in Voltage decreases power input by = </span><span class="si">%0.1f</span><span class="s"> </span><span class="si">%%</span><span class="s">&quot;</span><span class="o">%</span><span class="k">delP</span> 
+<span class="c">#Answer in the textbook is not accurate.</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt"></div>
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>1% drop in Voltage increases current by = 0.86 %
+1% drop in Voltage decreases power input by = 0.2 %
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+</html>
author	Trupti Kini	2016-05-17 23:30:26 +0600
committer	Trupti Kini	2016-05-17 23:30:26 +0600
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tree	62b2d8f30059a18732c41bef78c866d82ea2e9c7 /sample_notebooks/pratikgandhi/Chapter1.ipynb
parent	38fb12fd7a86e59205735731aaa71b012cb4fe55 (diff)
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