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<h1>Source code for pyFTS.common.Membership</h1><div class="highlight"><pre>
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<span></span><span class="sd">"""</span>
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<span class="sd">Membership functions for Fuzzy Sets</span>
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<span class="sd">"""</span>
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<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<span class="kn">import</span> <span class="nn">math</span>
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<span class="kn">from</span> <span class="nn">pyFTS</span> <span class="k">import</span> <span class="o">*</span>
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<div class="viewcode-block" id="trimf"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.Membership.trimf">[docs]</a><span class="k">def</span> <span class="nf">trimf</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">parameters</span><span class="p">):</span>
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<span class="sd">"""</span>
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<span class="sd"> Triangular fuzzy membership function</span>
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<span class="sd"> :param x: data point</span>
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<span class="sd"> :param parameters: a list with 3 real values</span>
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<span class="sd"> :return: the membership value of x given the parameters</span>
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<span class="sd"> """</span>
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<span class="n">xx</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
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<span class="k">if</span> <span class="n">xx</span> <span class="o"><</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
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<span class="k">return</span> <span class="mi">0</span>
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<span class="k">elif</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o"><=</span> <span class="n">xx</span> <span class="o"><</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span>
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<span class="k">return</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">/</span> <span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<span class="k">elif</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o"><=</span> <span class="n">xx</span> <span class="o"><=</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">2</span><span class="p">]:</span>
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<span class="k">return</span> <span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">-</span> <span class="n">xx</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
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<span class="k">else</span><span class="p">:</span>
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<span class="k">return</span> <span class="mi">0</span></div>
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<div class="viewcode-block" id="trapmf"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.Membership.trapmf">[docs]</a><span class="k">def</span> <span class="nf">trapmf</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">parameters</span><span class="p">):</span>
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<span class="sd">"""</span>
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<span class="sd"> Trapezoidal fuzzy membership function</span>
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<span class="sd"> :param x: data point</span>
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<span class="sd"> :param parameters: a list with 4 real values</span>
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<span class="sd"> :return: the membership value of x given the parameters</span>
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<span class="sd"> """</span>
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<span class="k">if</span> <span class="n">x</span> <span class="o"><</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
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<span class="k">return</span> <span class="mi">0</span>
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<span class="k">elif</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o"><=</span> <span class="n">x</span> <span class="o"><</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span>
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<span class="k">return</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">/</span> <span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<span class="k">elif</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o"><=</span> <span class="n">x</span> <span class="o"><=</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">2</span><span class="p">]:</span>
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<span class="k">return</span> <span class="mi">1</span>
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<span class="k">elif</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o"><=</span> <span class="n">x</span> <span class="o"><=</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">3</span><span class="p">]:</span>
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<span class="k">return</span> <span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="o">-</span> <span class="n">x</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
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<span class="k">else</span><span class="p">:</span>
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<span class="k">return</span> <span class="mi">0</span></div>
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<div class="viewcode-block" id="gaussmf"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.Membership.gaussmf">[docs]</a><span class="k">def</span> <span class="nf">gaussmf</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">parameters</span><span class="p">):</span>
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<span class="sd">"""</span>
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<span class="sd"> Gaussian fuzzy membership function</span>
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<span class="sd"> :param x: data point</span>
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<span class="sd"> :param parameters: a list with 2 real values (mean and variance)</span>
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<span class="sd"> :return: the membership value of x given the parameters</span>
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<span class="sd"> """</span>
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<span class="k">return</span> <span class="n">math</span><span class="o">.</span><span class="n">exp</span><span class="p">((</span><span class="o">-</span><span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</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="mi">2</span> <span class="o">*</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span></div>
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<div class="viewcode-block" id="bellmf"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.Membership.bellmf">[docs]</a><span class="k">def</span> <span class="nf">bellmf</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">parameters</span><span class="p">):</span>
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<span class="sd">"""</span>
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<span class="sd"> Bell shaped membership function</span>
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<span class="sd"> :param x:</span>
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<span class="sd"> :param parameters:</span>
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<span class="sd"> :return:</span>
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<span class="sd"> """</span>
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<span class="k">return</span> <span class="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="nb">abs</span><span class="p">((</span><span class="n">x</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> <span class="o">/</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">**</span> <span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span></div>
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<div class="viewcode-block" id="sigmf"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.Membership.sigmf">[docs]</a><span class="k">def</span> <span class="nf">sigmf</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">parameters</span><span class="p">):</span>
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<span class="sd">"""</span>
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<span class="sd"> Sigmoid / Logistic membership function</span>
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<span class="sd"> :param x:</span>
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<span class="sd"> :param parameters: an list with 2 real values (smoothness and midpoint)</span>
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<span class="sd"> :return</span>
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<span class="sd"> """</span>
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<span class="k">return</span> <span class="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">math</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">])))</span></div>
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<div class="viewcode-block" id="singleton"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.Membership.singleton">[docs]</a><span class="k">def</span> <span class="nf">singleton</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">parameters</span><span class="p">):</span>
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<span class="sd">"""</span>
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<span class="sd"> Singleton membership function, a single value fuzzy function</span>
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<span class="sd"> :param x:</span>
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<span class="sd"> :param parameters: a list with one real value</span>
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<span class="sd"> :returns</span>
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<span class="sd"> """</span>
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<span class="k">return</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">x</span> <span class="o">==</span> <span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">else</span> <span class="mi">0</span></div>
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