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  26. <div class="titlepage"><div><div><h3 class="title">
  27. <a name="math_toolkit.root_finding_examples.5th_root_eg"></a><a class="link" href="5th_root_eg.html" title="Computing the Fifth Root">Computing
  28. the Fifth Root</a>
  29. </h3></div></div></div>
  30. <p>
  31. Let's now suppose we want to find the <span class="bold"><strong>fifth root</strong></span>
  32. of a number <span class="emphasis"><em>a</em></span>.
  33. </p>
  34. <p>
  35. The equation we want to solve is :
  36. </p>
  37. <div class="blockquote"><blockquote class="blockquote"><p>
  38. <span class="serif_italic"><span class="emphasis"><em>f</em></span>(x) = <span class="emphasis"><em>x<sup>5</sup> -a</em></span></span>
  39. </p></blockquote></div>
  40. <p>
  41. If your differentiation is a little rusty (or you are faced with an function
  42. whose complexity makes differentiation daunting), then you can get help,
  43. for example, from the invaluable <a href="http://www.wolframalpha.com/" target="_top">WolframAlpha
  44. site.</a>
  45. </p>
  46. <p>
  47. For example, entering the commmand: <code class="computeroutput"><span class="identifier">differentiate</span>
  48. <span class="identifier">x</span> <span class="special">^</span> <span class="number">5</span></code>
  49. </p>
  50. <p>
  51. or the Wolfram Language command: <code class="computeroutput"> <span class="identifier">D</span><span class="special">[</span><span class="identifier">x</span> <span class="special">^</span>
  52. <span class="number">5</span><span class="special">,</span> <span class="identifier">x</span><span class="special">]</span></code>
  53. </p>
  54. <p>
  55. gives the output: <code class="computeroutput"><span class="identifier">d</span><span class="special">/</span><span class="identifier">dx</span><span class="special">(</span><span class="identifier">x</span>
  56. <span class="special">^</span> <span class="number">5</span><span class="special">)</span> <span class="special">=</span> <span class="number">5</span>
  57. <span class="identifier">x</span> <span class="special">^</span> <span class="number">4</span></code>
  58. </p>
  59. <p>
  60. and to get the second differential, enter: <code class="computeroutput"><span class="identifier">second</span>
  61. <span class="identifier">differentiate</span> <span class="identifier">x</span>
  62. <span class="special">^</span> <span class="number">5</span></code>
  63. </p>
  64. <p>
  65. or the Wolfram Language command: <code class="computeroutput"><span class="identifier">D</span><span class="special">[</span><span class="identifier">x</span> <span class="special">^</span>
  66. <span class="number">5</span><span class="special">,</span> <span class="special">{</span> <span class="identifier">x</span><span class="special">,</span>
  67. <span class="number">2</span> <span class="special">}]</span></code>
  68. </p>
  69. <p>
  70. to get the output: <code class="computeroutput"><span class="identifier">d</span> <span class="special">^</span>
  71. <span class="number">2</span> <span class="special">/</span> <span class="identifier">dx</span> <span class="special">^</span> <span class="number">2</span><span class="special">(</span><span class="identifier">x</span> <span class="special">^</span>
  72. <span class="number">5</span><span class="special">)</span> <span class="special">=</span> <span class="number">20</span> <span class="identifier">x</span>
  73. <span class="special">^</span> <span class="number">3</span></code>
  74. </p>
  75. <p>
  76. To get a reference value, we can enter: <code class="literal">fifth root 3126</code>
  77. </p>
  78. <p>
  79. or: <code class="computeroutput"><span class="identifier">N</span><span class="special">[</span><span class="number">3126</span> <span class="special">^</span> <span class="special">(</span><span class="number">1</span> <span class="special">/</span> <span class="number">5</span><span class="special">),</span> <span class="number">50</span><span class="special">]</span></code>
  80. </p>
  81. <p>
  82. to get a result with a precision of 50 decimal digits:
  83. </p>
  84. <p>
  85. 5.0003199590478625588206333405631053401128722314376
  86. </p>
  87. <p>
  88. (We could also get a reference value using <a class="link" href="multiprecision_root.html" title="Root-finding using Boost.Multiprecision">multiprecision
  89. root</a>).
  90. </p>
  91. <p>
  92. The 1st and 2nd derivatives of <span class="emphasis"><em>x<sup>5</sup></em></span> are:
  93. </p>
  94. <div class="blockquote"><blockquote class="blockquote"><p>
  95. <span class="serif_italic"><span class="emphasis"><em>f'(x) = 5x<sup>4</sup></em></span></span>
  96. </p></blockquote></div>
  97. <div class="blockquote"><blockquote class="blockquote"><p>
  98. <span class="serif_italic"><span class="emphasis"><em>f''(x) = 20x<sup>3</sup></em></span></span>
  99. </p></blockquote></div>
  100. <p>
  101. Using these expressions for the derivatives, the functor is:
  102. </p>
  103. <pre class="programlisting"><span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
  104. <span class="keyword">struct</span> <span class="identifier">fifth_functor_2deriv</span>
  105. <span class="special">{</span>
  106. <span class="comment">// Functor returning both 1st and 2nd derivatives.</span>
  107. <span class="identifier">fifth_functor_2deriv</span><span class="special">(</span><span class="identifier">T</span> <span class="keyword">const</span><span class="special">&amp;</span> <span class="identifier">to_find_root_of</span><span class="special">)</span> <span class="special">:</span> <span class="identifier">a</span><span class="special">(</span><span class="identifier">to_find_root_of</span><span class="special">)</span>
  108. <span class="special">{</span> <span class="comment">/* Constructor stores value a to find root of, for example: */</span> <span class="special">}</span>
  109. <span class="identifier">std</span><span class="special">::</span><span class="identifier">tuple</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">,</span> <span class="identifier">T</span><span class="special">,</span> <span class="identifier">T</span><span class="special">&gt;</span> <span class="keyword">operator</span><span class="special">()(</span><span class="identifier">T</span> <span class="keyword">const</span><span class="special">&amp;</span> <span class="identifier">x</span><span class="special">)</span>
  110. <span class="special">{</span>
  111. <span class="comment">// Return both f(x) and f'(x) and f''(x).</span>
  112. <span class="identifier">T</span> <span class="identifier">fx</span> <span class="special">=</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">pow</span><span class="special">&lt;</span><span class="number">5</span><span class="special">&gt;(</span><span class="identifier">x</span><span class="special">)</span> <span class="special">-</span> <span class="identifier">a</span><span class="special">;</span> <span class="comment">// Difference (estimate x^3 - value).</span>
  113. <span class="identifier">T</span> <span class="identifier">dx</span> <span class="special">=</span> <span class="number">5</span> <span class="special">*</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">pow</span><span class="special">&lt;</span><span class="number">4</span><span class="special">&gt;(</span><span class="identifier">x</span><span class="special">);</span> <span class="comment">// 1st derivative = 5x^4.</span>
  114. <span class="identifier">T</span> <span class="identifier">d2x</span> <span class="special">=</span> <span class="number">20</span> <span class="special">*</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">pow</span><span class="special">&lt;</span><span class="number">3</span><span class="special">&gt;(</span><span class="identifier">x</span><span class="special">);</span> <span class="comment">// 2nd derivative = 20 x^3</span>
  115. <span class="keyword">return</span> <span class="identifier">std</span><span class="special">::</span><span class="identifier">make_tuple</span><span class="special">(</span><span class="identifier">fx</span><span class="special">,</span> <span class="identifier">dx</span><span class="special">,</span> <span class="identifier">d2x</span><span class="special">);</span> <span class="comment">// 'return' fx, dx and d2x.</span>
  116. <span class="special">}</span>
  117. <span class="keyword">private</span><span class="special">:</span>
  118. <span class="identifier">T</span> <span class="identifier">a</span><span class="special">;</span> <span class="comment">// to be 'fifth_rooted'.</span>
  119. <span class="special">};</span> <span class="comment">// struct fifth_functor_2deriv</span>
  120. </pre>
  121. <p>
  122. Our fifth-root function is now:
  123. </p>
  124. <pre class="programlisting"><span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
  125. <span class="identifier">T</span> <span class="identifier">fifth_2deriv</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">)</span>
  126. <span class="special">{</span>
  127. <span class="comment">// return fifth root of x using 1st and 2nd derivatives and Halley.</span>
  128. <span class="keyword">using</span> <span class="keyword">namespace</span> <span class="identifier">std</span><span class="special">;</span> <span class="comment">// Help ADL of std functions.</span>
  129. <span class="keyword">using</span> <span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">tools</span><span class="special">;</span> <span class="comment">// for halley_iterate.</span>
  130. <span class="keyword">int</span> <span class="identifier">exponent</span><span class="special">;</span>
  131. <span class="identifier">frexp</span><span class="special">(</span><span class="identifier">x</span><span class="special">,</span> <span class="special">&amp;</span><span class="identifier">exponent</span><span class="special">);</span> <span class="comment">// Get exponent of z (ignore mantissa).</span>
  132. <span class="identifier">T</span> <span class="identifier">guess</span> <span class="special">=</span> <span class="identifier">ldexp</span><span class="special">(</span><span class="number">1.</span><span class="special">,</span> <span class="identifier">exponent</span> <span class="special">/</span> <span class="number">5</span><span class="special">);</span> <span class="comment">// Rough guess is to divide the exponent by five.</span>
  133. <span class="identifier">T</span> <span class="identifier">min</span> <span class="special">=</span> <span class="identifier">ldexp</span><span class="special">(</span><span class="number">0.5</span><span class="special">,</span> <span class="identifier">exponent</span> <span class="special">/</span> <span class="number">5</span><span class="special">);</span> <span class="comment">// Minimum possible value is half our guess.</span>
  134. <span class="identifier">T</span> <span class="identifier">max</span> <span class="special">=</span> <span class="identifier">ldexp</span><span class="special">(</span><span class="number">2.</span><span class="special">,</span> <span class="identifier">exponent</span> <span class="special">/</span> <span class="number">5</span><span class="special">);</span> <span class="comment">// Maximum possible value is twice our guess.</span>
  135. <span class="comment">// Stop when slightly more than one of the digits are correct:</span>
  136. <span class="keyword">const</span> <span class="keyword">int</span> <span class="identifier">digits</span> <span class="special">=</span> <span class="keyword">static_cast</span><span class="special">&lt;</span><span class="keyword">int</span><span class="special">&gt;(</span><span class="identifier">std</span><span class="special">::</span><span class="identifier">numeric_limits</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">&gt;::</span><span class="identifier">digits</span> <span class="special">*</span> <span class="number">0.4</span><span class="special">);</span>
  137. <span class="keyword">const</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">uintmax_t</span> <span class="identifier">maxit</span> <span class="special">=</span> <span class="number">50</span><span class="special">;</span>
  138. <span class="identifier">boost</span><span class="special">::</span><span class="identifier">uintmax_t</span> <span class="identifier">it</span> <span class="special">=</span> <span class="identifier">maxit</span><span class="special">;</span>
  139. <span class="identifier">T</span> <span class="identifier">result</span> <span class="special">=</span> <span class="identifier">halley_iterate</span><span class="special">(</span><span class="identifier">fifth_functor_2deriv</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">&gt;(</span><span class="identifier">x</span><span class="special">),</span> <span class="identifier">guess</span><span class="special">,</span> <span class="identifier">min</span><span class="special">,</span> <span class="identifier">max</span><span class="special">,</span> <span class="identifier">digits</span><span class="special">,</span> <span class="identifier">it</span><span class="special">);</span>
  140. <span class="keyword">return</span> <span class="identifier">result</span><span class="special">;</span>
  141. <span class="special">}</span>
  142. </pre>
  143. <p>
  144. Full code of this example is at <a href="../../../../example/root_finding_example.cpp" target="_top">root_finding_example.cpp</a>
  145. and <a href="../../../../example/root_finding_n_example.cpp" target="_top">root_finding_n_example.cpp</a>.
  146. </p>
  147. </div>
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  150. <td align="right"><div class="copyright-footer">Copyright &#169; 2006-2019 Nikhar
  151. Agrawal, Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos,
  152. Hubert Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Matthew Pulver, Johan
  153. R&#229;de, Gautam Sewani, Benjamin Sobotta, Nicholas Thompson, Thijs van den Berg,
  154. Daryle Walker and Xiaogang Zhang<p>
  155. Distributed under the Boost Software License, Version 1.0. (See accompanying
  156. file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
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