[GRASS-SVN] r71524 - grass-addons/grass7/raster/r.series.lwr
svn_grass at osgeo.org
svn_grass at osgeo.org
Mon Oct 2 06:48:47 PDT 2017
Author: mmetz
Date: 2017-10-02 06:48:46 -0700 (Mon, 02 Oct 2017)
New Revision: 71524
Modified:
grass-addons/grass7/raster/r.series.lwr/r.series.lwr.html
Log:
r.series.lwr: add reference
Modified: grass-addons/grass7/raster/r.series.lwr/r.series.lwr.html
===================================================================
--- grass-addons/grass7/raster/r.series.lwr/r.series.lwr.html 2017-10-01 20:44:08 UTC (rev 71523)
+++ grass-addons/grass7/raster/r.series.lwr/r.series.lwr.html 2017-10-02 13:48:46 UTC (rev 71524)
@@ -1,18 +1,18 @@
<h2>DESCRIPTION</h2>
-<em>r.series.lwr</em> performs a local weighted regression (LWR) of
-time series in order to estimate missing values and identify outliers.
-For each input map, an output map with the suffix <em>suffix</em>
-(default: _lwr) is created.
+<em>r.series.lwr</em> performs a local weighted regression (LWR,
+Cleveland and Devlin 1988) of time series in order to estimate missing
+values and identify outliers. For each input map, an output map with
+the suffix <em>suffix</em> (default: _lwr) is created.
<p>
For each observation in the time series, the (in time) neighboring
values are used to estimate a polynomial function that best fits the
observations. The values are weighted according to their distance (in
time) to the current observation. Values that are farther away in time
-get lower weights. The main difference among weights lies in how strongly
-the current observation is emphasized with respect to its temporal
-neighbors. See this dedicated
+get lower weights. The main difference among the different
+<b>weight</b> funtions lies in how strongly the current observation is
+emphasized with respect to its temporal neighbors. See this dedicated
<a href="https://en.wikipedia.org/wiki/Kernel_(statistics)#Kernel_functions_in_common_use">wiki</a>
for further details.
@@ -112,7 +112,7 @@
<h2>EXAMPLES</h2>
We use a time series of the Chlorophyll-a concentration product from
-MODIS Aqua (spatial resolution 4.6 km and temporal resolution 8 days)
+MODIS Aqua (spatial resolution 5.6 km and temporal resolution 8 days)
to exemplify different parameter settings in r.series.lwr. In all
cases, we set <em>-i</em> flag to avoid extrapolations. We will first
execute the module to interpolate all existant gaps (default
@@ -230,7 +230,13 @@
<i>Comparison of an original Chlorophyll-a map and a reconstructed map (dod=6).</i>
</div>
+<h2>REFERENCES</h2>
+Cleveland, William S.; Devlin, Susan J. (1988). <i>Locally-Weighted
+Regression: An Approach to Regression Analysis by Local Fitting</i>,
+<b>Journal of the American Statistical Association</b>, 83 (403), 596-610,
+doi:<a href="http://dx.doi.org/10.2307/2289282">10.2307/2289282</a>
+
<h2>SEE ALSO</h2>
<em><a href="r.series.html">r.series</a></em>,
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