shdSeries2014

The 2014 time series of PM2.5 concentrations of Shandong province, with missing approach.

datasets

The approach of constrained spatiotemporal mixed models is to make reliable estimation of air pollutant concentrations at high spatiotemporal
resolution (Li, L., Zhang, J., Meng, X., Fang, Y., Ge, Y., Wang, J., Wang, C., Wu, J., Kan, H. (2018) <doi.org/10.1016/j.rse.2018.09.001>;
Li, L., Lurmann, F., Habre, R., Urman, R., Rappaport, E., Ritz, B., Chen, J., Gilliland, F., Wu, J., (2017) <doi:10.1021/acs.est.7b01864>).
This package is an extensive tool for this modeling approach with support of block Kriging (Goovaerts, P. (1997) <http://www.gbv.de/dms/goettingen/229148123.pdf>)
and uses the PM2.5 modeling as examples. It provides the following functionality:
(1) Extraction of covariates from the satellite images such as GeoTiff and NC4 raster;
(2) Generation of temporal basis functions to simulate the seasonal trends in the study regions;
(3) Generation of the regional monthly or yearly means of air pollutant concentration;
(4) Generation of Thiessen polygons and spatial effect modeling;
(5) Ensemble modeling for spatiotemporal mixed models, supporting multi-core parallel computing;
(6) Integrated predictions with or without weights of the model's performance, supporting multi-core parallel computing;
(7) Constrained optimization to interpolate the missing values;
(8) Generation of the grid surfaces of air pollutant concentration estimates at high resolution;
(9) Block Kriging for regional mean estimation at multiple scales.

Lianfa Li

sptemExp

Constrained Spatiotemporal Mixed Models for Exposure Estimation

shdSeries2014 function

DataFrame<dl class="dl-horizontal">
<dt>siteid</dt><dd>site id for monitoring station</dd>
<dt>date</dt><dd>monitoring date</dd>
<dt>obs</dt><dd>average over the hourly observed values or imputed value by SVD</dd>
#'
</dl>

Format

The 2014 time series of PM2.5 concentrations of Shandong province,  with missing approach. — shdSeries2014

DataFrame<dl class='dl-horizontal'>
<dt>siteid</dt><dd>site id for monitoring station</dd>
<dt>date</dt><dd>monitoring date</dd>
<dt>obs</dt><dd>average over the hourly observed values or imputed value by SVD</dd>
#'
</dl>

shdSeries2014: The 2014 time series of PM2.5 concentrations of Shandong province, with missing approach.

Description

Usage

Arguments

Format

Examples