Title
Nonlinear Regression And Arima Models For Precipitation Chemistry In East Central Florida From 1978 To 1997
Keywords
Acid rain; ARIMA models; Nonlinear models; Trends; Wet deposition
Abstract
Continuous monitoring of precipitation in East Central Florida has occurred since 1978 at a sampling site located on the University of Central Florida (UCF) campus. Monthly volume-weighted average (VWA) concentration for several major analytes that are present in precipitation samples was calculated from samples collected daily. Monthly VWA concentration and wet deposition of H +, NH4+, Ca2+, Mg2+, NO3-, Cl- and SO42- were evaluated by a nonlinear regression (NLR) model that considered 10-year data (from 1978 to 1987) and 20-year data (from 1978 to 1997). Little change in the NLR parameter estimates was indicated among the 10-year and 20-year evaluations except for general decreases in the predicted trends from the 10-year to the 20-year fits. Box-Jenkins autoregressive integrated moving average (ARIMA) models with linear trend were considered as an alternative to the NLR models for these data. The NLR and ARIMA model forecasts for 1998 were compared to the actual 1998 data. For monthly VWA concentration values, the two models gave similar results. For the wet deposition values, the ARIMA models performed considerably better. © 2004 Elsevier Ltd. All rights reserved.
Publication Date
1-1-2005
Publication Title
Environmental Pollution
Volume
135
Issue
3 SPEC. ISS.
Number of Pages
371-379
Document Type
Article; Proceedings Paper
Personal Identifier
scopus
DOI Link
https://doi.org/10.1016/j.envpol.2004.11.010
Copyright Status
Unknown
Socpus ID
14744279546 (Scopus)
Source API URL
https://api.elsevier.com/content/abstract/scopus_id/14744279546
STARS Citation
Nickerson, David M. and Madsen, Brooks C., "Nonlinear Regression And Arima Models For Precipitation Chemistry In East Central Florida From 1978 To 1997" (2005). Scopus Export 2000s. 4735.
https://stars.library.ucf.edu/scopus2000/4735