aboutsummaryrefslogblamecommitdiff
path: root/docs/articles/twa.html
blob: 4b3e11a306ff9f37acd23c867fb48c90e0a2ec00 (plain) (tree)
1
2
3
4
5
6
7
8
               
                                                                  
      
                                                                   
                      


                                                                                     




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
                                                                                                                                       
                                               
                                                                                                                                                                                                                                                                                                                                                                                                                    


                                                                               
       
                                           

    
                                            


                                                                                    

                                                                                                                               



                                      

                                                            
                                                                                                                                     
             
          
 


                                                      
                                                 

                     
                                                                                                                           







                                                              


                                                                                               






                                                                                                 


                                                                                                   
         
                                                                                                              
        
                                                                                                                                                                    

         
                                                                                                                                                          

         


                                                                                                                                                                            
                                                                                                                                           

         
                                                                                                                                        

         






                                                                                                                             
         
        



                                                                                              
         








                                                                                                                





                                       

                                        
                                                                  
                                             



           
      






                      
 
                                
                                 
                                        



                                                                 
            
                                                                        
                         
      
                                                                                                                                                                             
                                                         

          


    










                                                                        
           

                                                                     
            



                                                                        



                                                                       


                                                                     










                                                                                                        
           

                                                                        
            



                                                                        



                                                                       


                                                                   












                                                                                                                                                                                                                   

      
        
 
                                                                 
 
            


      
 
 
                                     

                                   
      
 
                     
         
                                                                                                    
      
 

               
 

  
 

  
         
       
<!DOCTYPE html>
<!-- Generated by pkgdown: do not edit by hand --><html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Calculation of time weighted average concentrations with mkin • mkin</title>
<!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script><!-- Bootstrap --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous">
<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css">
<script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous">
<!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet">
<script src="../pkgdown.js"></script><meta property="og:title" content="Calculation of time weighted average concentrations with mkin">
<meta property="og:description" content="mkin">
<!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
<![endif]-->
</head>
<body data-spy="scroll" data-target="#toc">
    

    <div class="container template-article">
      <header><div class="navbar navbar-default navbar-fixed-top" role="navigation">
  <div class="container">
    <div class="navbar-header">
      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
        <span class="sr-only">Toggle navigation</span>
        <span class="icon-bar"></span>
        <span class="icon-bar"></span>
        <span class="icon-bar"></span>
      </button>
      <span class="navbar-brand">
        <a class="navbar-link" href="../index.html">mkin</a>
        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.2.6</span>
      </span>
    </div>

    <div id="navbar" class="navbar-collapse collapse">
      <ul class="nav navbar-nav">
<li>
  <a href="../reference/index.html">Reference</a>
</li>
<li class="dropdown">
  <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" data-bs-toggle="dropdown" aria-expanded="false">
    Articles
     
    <span class="caret"></span>
  </a>
  <ul class="dropdown-menu" role="menu">
<li>
      <a href="../articles/mkin.html">Introduction to mkin</a>
    </li>
    <li class="divider">
    </li>
<li class="dropdown-header">Example evaluations with (generalised) nonlinear least squares</li>
    <li>
      <a href="../articles/FOCUS_D.html">Example evaluation of FOCUS Example Dataset D</a>
    </li>
    <li>
      <a href="../articles/FOCUS_L.html">Example evaluation of FOCUS Laboratory Data L1 to L3</a>
    </li>
    <li>
      <a href="../articles/web_only/FOCUS_Z.html">Example evaluation of FOCUS Example Dataset Z</a>
    </li>
    <li class="divider">
    </li>
<li class="dropdown-header">Example evaluations with hierarchical models (nonlinear mixed-effects models)</li>
    <li>
      <a href="../articles/prebuilt/2022_dmta_parent.html">Testing hierarchical parent degradation kinetics with residue data on dimethenamid and dimethenamid-P</a>
    </li>
    <li>
      <a href="../articles/prebuilt/2022_dmta_pathway.html">Testing hierarchical pathway kinetics with residue data on dimethenamid and dimethenamid-P</a>
    </li>
    <li>
      <a href="../articles/prebuilt/2023_mesotrione_parent.html">Testing covariate modelling in hierarchical parent degradation kinetics with residue data on mesotrione</a>
    </li>
    <li>
      <a href="../articles/prebuilt/2022_cyan_pathway.html">Testing hierarchical pathway kinetics with residue data on cyantraniliprole</a>
    </li>
    <li>
      <a href="../articles/web_only/dimethenamid_2018.html">Comparison of saemix and nlme evaluations of dimethenamid data from 2018</a>
    </li>
    <li>
      <a href="../articles/web_only/multistart.html">Short demo of the multistart method</a>
    </li>
    <li class="divider">
    </li>
<li class="dropdown-header">Performance</li>
    <li>
      <a href="../articles/web_only/compiled_models.html">Performance benefit by using compiled model definitions in mkin</a>
    </li>
    <li>
      <a href="../articles/web_only/benchmarks.html">Benchmark timings for mkin</a>
    </li>
    <li>
      <a href="../articles/web_only/saem_benchmarks.html">Benchmark timings for saem.mmkin</a>
    </li>
    <li class="divider">
    </li>
<li class="dropdown-header">Miscellaneous</li>
    <li>
      <a href="../articles/twa.html">Calculation of time weighted average concentrations with mkin</a>
    </li>
    <li>
      <a href="../articles/web_only/NAFTA_examples.html">Example evaluation of NAFTA SOP Attachment examples</a>
    </li>
  </ul>
</li>
<li>
  <a href="../news/index.html">News</a>
</li>
      </ul>
<ul class="nav navbar-nav navbar-right">
<li>
  <a href="https://github.com/jranke/mkin/" class="external-link">
    <span class="fab fa-github fa-lg"></span>
     
  </a>
</li>
      </ul>
</div>
<!--/.nav-collapse -->
  </div>
<!--/.container -->
</div>
<!--/.navbar -->

      

      </header><div class="row">
  <div class="col-md-9 contents">
    <div class="page-header toc-ignore">
      <h1 data-toc-skip>Calculation of time weighted average
concentrations with mkin</h1>
                        <h4 data-toc-skip class="author">Johannes
Ranke</h4>
            
            <h4 data-toc-skip class="date">Last change 18 September 2019
(rebuilt 2023-10-30)</h4>
      
      <small class="dont-index">Source: <a href="https://github.com/jranke/mkin/blob/HEAD/vignettes/twa.rmd" class="external-link"><code>vignettes/twa.rmd</code></a></small>
      <div class="hidden name"><code>twa.rmd</code></div>

    </div>

    
    
<p>Since version 0.9.45.1 of the ‘mkin’ package, a function for
calculating time weighted average concentrations for decline kinetics
(<em>i.e.</em> only for the compound applied in the experiment) is
included. Strictly speaking, they are maximum moving window time
weighted average concentrations, <em>i.e.</em> the maximum time weighted
average concentration that can be found when moving a time window of a
specified width over the decline curve.</p>
<p>Time weighted average concentrations for the SFO, FOMC and the DFOP
model are calculated using the formulas given in the FOCUS kinetics
guidance <span class="citation">(FOCUS Work Group on Degradation
Kinetics 2014, 251)</span>:</p>
<p>SFO:</p>
<p><span class="math display">\[c_\textrm{twa} = c_0 \frac{\left( 1 -
e^{- k t} \right)}{ k t} \]</span></p>
<p>FOMC:</p>
<p><span class="math display">\[c_\textrm{twa} = c_0 \frac{\beta}{t (1 -
\alpha)}
                   \left( \left(\frac{t}{\beta} + 1 \right)^{1 - \alpha}
- 1 \right) \]</span></p>
<p>DFOP:</p>
<p><span class="math display">\[c_\textrm{twa} = \frac{c_0}{t} \left(
  \frac{g}{k_1} \left( 1 - e^{- k_1 t} \right) +
  \frac{1-g}{k_2} \left( 1 - e^{- k_2 t} \right)  \right) \]</span></p>
<p>HS for <span class="math inline">\(t &gt; t_b\)</span>:</p>
<p><span class="math display">\[c_\textrm{twa} = \frac{c_0}{t} \left(
  \frac{1}{k_1} \left( 1 - e^{- k_1 t_b} \right) +
  \frac{e^{- k_1 t_b}}{k_2} \left( 1 - e^{- k_2 (t - t_b)}
\right)  \right) \]</span></p>
<p>Often, the ratio between the time weighted average concentration
<span class="math inline">\(c_\textrm{twa}\)</span> and the initial
concentration <span class="math inline">\(c_0\)</span></p>
<p><span class="math display">\[f_\textrm{twa} =
\frac{c_\textrm{twa}}{c_0}\]</span></p>
<p>is needed. This can be calculated from the fitted initial
concentration <span class="math inline">\(c_0\)</span> and the time
weighted average concentration <span class="math inline">\(c_\textrm{twa}\)</span>, or directly from the
model parameters using the following formulas:</p>
<p>SFO:</p>
<p><span class="math display">\[f_\textrm{twa} = \frac{\left( 1 - e^{- k
t} \right)}{k t} \]</span></p>
<p>FOMC:</p>
<p><span class="math display">\[f_\textrm{twa} = \frac{\beta}{t (1 -
\alpha)}
                   \left( \left(\frac{t}{\beta} + 1 \right)^{1 - \alpha}
- 1 \right) \]</span></p>
<p>DFOP:</p>
<p><span class="math display">\[f_\textrm{twa} = \frac{1}{t} \left(
  \frac{g}{k_1} \left( 1 - e^{- k_1 t} \right) +
  \frac{1-g}{k_2} \left( 1 - e^{- k_2 t} \right)  \right) \]</span></p>
<p>HS for <span class="math inline">\(t &gt; t_b\)</span>:</p>
<p><span class="math display">\[f_\textrm{twa} = \frac{1}{t} \left(
  \frac{1}{k_1} \left( 1 - e^{- k_1 t_b} \right) +
  \frac{e^{- k_1 t_b}}{k_2} \left( 1 - e^{- k_2 (t - t_b)}
\right)  \right) \]</span></p>
<p>Note that a method for calculating maximum moving window time
weighted average concentrations for a model fitted by ‘mkinfit’ or from
parent decline model parameters is included in the
<code><a href="../reference/max_twa_parent.html">max_twa_parent()</a></code> function. If the same is needed for
metabolites, the function <code><a href="https://pkgdown.jrwb.de/pfm/reference/max_twa.html" class="external-link">pfm::max_twa()</a></code> from the ‘pfm’
package can be used.</p>
<div id="refs" class="references csl-bib-body hanging-indent">
<div id="ref-FOCUSkinetics2014" class="csl-entry">
FOCUS Work Group on Degradation Kinetics. 2014. <em>Generic Guidance for
Estimating Persistence and Degradation Kinetics from Environmental Fate
Studies on Pesticides in EU Registration</em>. 1.1 ed. <a href="http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics" class="external-link">http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics</a>.
</div>
</div>
  </div>

  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">

      </div>

</div>



      <footer><div class="copyright">
  <p></p>
<p>Developed by Johannes Ranke.</p>
</div>

<div class="pkgdown">
  <p></p>
<p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.0.7.</p>
</div>

      </footer>
</div>

  


  

  </body>
</html>

Contact - Imprint