$Id: log_forward.omh 3683 2015-05-10 02:24:16Z bradbell $ // BEGIN SHORT COPYRIGHT /* -------------------------------------------------------------------------- CppAD: C++ Algorithmic Differentiation: Copyright (C) 2003-15 Bradley M. Bell CppAD is distributed under multiple licenses. This distribution is under the terms of the Eclipse Public License Version 1.0. A copy of this license is included in the COPYING file of this distribution. Please visit http://www.coin-or.org/CppAD/ for information on other licenses. -------------------------------------------------------------------------- */ // END SHORT COPYRIGHT $begin log_forward$$ $spell Taylor $$ $section Logarithm Function Forward Mode Theory$$ $mindex log, log1p$$ $head Derivatives$$ If $latex F(x)$$ is $latex \R{log} (x)$$ or $latex \R{log1p} (x)$$ the corresponding derivative satisfies the equation $latex \[ ( \bar{b} + x ) * F^{(1)} (x) - 0 * F (x) = 1 \] $$ where $latex \[ \bar{b} = \left\{ \begin{array}{ll} 0 & \R{if} \; F(x) = \R{log}(x) \\ 1 & \R{if} \; F(x) = \R{log1p}(x) \end{array} \right. \] $$ In the $cref/standard math function differential equation /ForwardTheory /Standard Math Functions /Differential Equation /$$, $latex A(x) = 0$$, $latex B(x) = \bar{b} + x$$, and $latex D(x) = 1$$. We use $latex a$$, $latex b$$, $latex d$$, and $latex z$$ to denote the Taylor coefficients for $latex A [ X (t) ] $$, $latex B [ X (t) ]$$, $latex D [ X (t) ] $$, and $latex F [ X(t) ] $$ respectively. $head Taylor Coefficients Recursion$$ For orders $latex j = 0 , 1, \ldots$$, $latex \[ \begin{array}{rcl} z^{(0)} & = & F ( x^{(0)} ) \\ e^{(j)} & = & d^{(j)} + \sum_{k=0}^{j} a^{(j-k)} * z^{(k)} \\ & = & \left\{ \begin{array}{ll} 1 & {\rm if} \; j = 0 \\ 0 & {\rm otherwise} \end{array} \right. \\ z^{(j+1)} & = & \frac{1}{j+1} \frac{1}{ b^{(0)} } \left( \sum_{k=1}^{j+1} k x^{(k)} e^{(j+1-k)} - \sum_{k=1}^j k z^{(k)} b^{(j+1-k)} \right) \\ & = & \frac{1}{j+1} \frac{1}{ \bar{b} + x^{(0)} } \left( (j+1) x^{(j+1) } - \sum_{k=1}^j k z^{(k)} x^{(j+1-k)} \right) \end{array} \] $$ $end