Weighted Regression for Water Quality Evaluation in Tidal Waters
Akaike's Information Criterion for weighted quantile regression
Simulate a response variable time series using all functions
Create annual aggregations of WRTDS output
Chlorophyll axis label
Get trend for a single time period
Create a grid of half-window widths to evaluate
Create decimal time from time vector
Plot model response to salinity or flow as a lineplot for all months
Add date columns and fill missing values in the interpolation grids
Fill the predonobs
attribute
Plot the fitted results for a tidal object by month
Plot the fitted results for a tidal object
Get weights for regression
Quantile regression goodness of fit
Get colors for plots
Plot variable response to salinity/flow as a gridded surface for all m...
Kendall seasonal trend test
Kendall trend test
Simulate a discharge time series
Simulate random errors from a time series
Simulate a water quality time series
Fit weighted regression and get predicted/normalized response variable
Plot number of observations in a WRTDS interpolation grid
Plot observed response variable and salinity/flow data
Plot combined predicted and normalized results from a tidal object
Get salinity/flow normalized WRTDS predictions from interpolation grid...
Get WRTDS predictions from interpolation grids
Get the scale parameters for predicted values
Sample a daily time series at a set frequency
Plot seasonal trends across all years
Plot seasonal model response by years
Plot time slices within a tidal object
Create a tidal class object
Create a tidalmean class object
Find the optimal half-window width combination
Evaluate half-window width combinations
Find the optimal half-window width combination
Get WRTDS prediction grid
Use k-fold cross-validation to evaluate WRTDS model fit
Get WRTDS performance metrics
Get WRTDS residuals
Get WRTDS trends
Get WRTDS trends using seasonal Kendall tests
Plot the weights for an observation
An adaptation for estuaries (tidal waters) of weighted regression on time, discharge, and season to evaluate trends in water quality time series. Please see Beck and Hagy (2015) <doi:10.1007/s10666-015-9452-8> for details.