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1 files changed, 7 insertions, 12 deletions
diff --git a/vignettes/mkin.html b/vignettes/mkin.html index 5c9c1a84..f87c967f 100644 --- a/vignettes/mkin.html +++ b/vignettes/mkin.html @@ -11,7 +11,7 @@ <meta name="author" content="Johannes Ranke" /> -<meta name="date" content="2017-07-21" /> +<meta name="date" content="2017-11-16" /> <title>Introduction to mkin</title> @@ -234,22 +234,17 @@ div.tocify { <h1 class="title toc-ignore">Introduction to mkin</h1> <h4 class="author"><em>Johannes Ranke</em></h4> -<h4 class="date"><em>2017-07-21</em></h4> +<h4 class="date"><em>2017-11-16</em></h4> </div> -<p><a href="http://www.jrwb.de">Wissenschaftlicher Berater, Kronacher Str. 8, 79639 Grenzach-Wyhlen, Germany</a><br /> <a href="http://chem.uft.uni-bremen.de/ranke">Privatdozent at the University of Bremen</a></p> +<p><a href="http://www.jrwb.de">Wissenschaftlicher Berater, Kronacher Str. 12, 79639 Grenzach-Wyhlen, Germany</a><br /> <a href="http://chem.uft.uni-bremen.de/ranke">Privatdozent at the University of Bremen</a></p> <div id="abstract" class="section level1"> <h1>Abstract</h1> <p>In the regulatory evaluation of chemical substances like plant protection products (pesticides), biocides and other chemicals, degradation data play an important role. For the evaluation of pesticide degradation experiments, detailed guidance has been developed, based on nonlinear optimisation. The <code>R</code> add-on package <code>mkin</code> <span class="citation">(Ranke 2016)</span> implements fitting some of the models recommended in this guidance from within R and calculates some statistical measures for data series within one or more compartments, for parent and metabolites.</p> -<pre class="r"><code>library(mkin)</code></pre> -<pre><code>## Loading required package: minpack.lm</code></pre> -<pre><code>## Loading required package: rootSolve</code></pre> -<pre><code>## Loading required package: inline</code></pre> -<pre><code>## Loading required package: methods</code></pre> -<pre><code>## Loading required package: parallel</code></pre> -<pre class="r"><code># Define the kinetic model +<pre class="r"><code>library(mkin) +# Define the kinetic model m_SFO_SFO_SFO <- mkinmod(parent = mkinsub("SFO", "M1"), M1 = mkinsub("SFO", "M2"), M2 = mkinsub("SFO"), @@ -276,7 +271,7 @@ f_SFO_SFO_SFO <- mkinfit(m_SFO_SFO_SFO, d_SFO_SFO_SFO_err[[1]], quiet = TRUE) # Plot the results separately for parent and metabolites plot_sep(f_SFO_SFO_SFO, lpos = c("topright", "bottomright", "bottomright"))</code></pre> -<p><img 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" 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" /><!-- --></p> </div> <div id="background" class="section level1"> <h1>Background</h1> @@ -293,7 +288,7 @@ plot_sep(f_SFO_SFO_SFO, lpos = c("topright", "bottomright", <p>Soon after the publication of <code>mkin</code>, two derived tools were published, namely KinGUII (available from Bayer Crop Science) and CAKE (commissioned to Tessella by Syngenta), which added a graphical user interface (GUI), and added fitting by iteratively reweighted least squares (IRLS) and characterisation of likely parameter distributions by Markov Chain Monte Carlo (MCMC) sampling.</p> <p>CAKE focuses on a smooth use experience, sacrificing some flexibility in the model definition, originally allowing only two primary metabolites in parallel. The current version 3.2 of CAKE release in March 2016 uses a basic scheme for up to six metabolites in a flexible arrangement, but does not support back-reactions (non-instantaneous equilibria) or biphasic kinetics for metabolites.</p> <p>KinGUI offers an even more flexible widget for specifying complex kinetic models. Back-reactions (non-instanteneous equilibria) were supported early on, but until 2014, only simple first-order models could be specified for transformation products. Starting with KinGUII version 2.1, biphasic modelling of metabolites was also available in KinGUII.</p> -<p>A further graphical user interface (GUI) that has recently been brought to a decent degree of maturity is the browser based GUI named <code>gmkin</code>. Please see its <a href="http://kinfit.r-forge.r-project.org/gmkin_static">documentation page</a> and <a href="http://kinfit.r-forge.r-project.org/gmkin_static/vignettes/gmkin_manual.html">manual</a> for further information.</p> +<p>A further graphical user interface (GUI) that has recently been brought to a decent degree of maturity is the browser based GUI named <code>gmkin</code>. Please see its <a href="https://pkgdown.jrwb.de/gmkin">documentation page</a> and <a href="https://pkgdown.jrwb.de/gmkin/articles/gmkin_manual.html">manual</a> for further information.</p> </div> <div id="recent-developments" class="section level2"> <h2>Recent developments</h2> |