Statistical analysis of wastewater treatment plant data

被引:4
作者
Bourget, Gulhan [1 ]
机构
[1] Calif State Univ Fullerton, Dept Math, 800 N State Coll, Fullerton, CA 92831 USA
来源
SN APPLIED SCIENCES | 2023年 / 5卷 / 05期
关键词
Linear mixed effects model; Pharmaceuticals and personal care products; Seasonal variation; Wastewater treatment plant; PHARMACEUTICAL RESIDUES; DRINKING-WATER; ENVIRONMENT; IRRIGATION; FATE; CONTAMINATION; POLLUTANTS; PRODUCTS; REMOVAL; SURFACE;
D O I
10.1007/s42452-023-05357-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, we propose to apply the linear mixed effects model (LMEM) for the first time in this discipline to evaluate wastewater treatment plant ( WWTP) data. Because the most widely used statistical analyses cannot handle data dependency, as well as fixed and random factors, a new approach was essential. We used the LMEM method to analyze three groups of 19 pharmaceuticals and personal care products (PPCPs) from a California municipal WWTP. We studied the relationships between five treatments, seasons, and three groups of PPCPs. The main contributions of this paper are to investigate three-way and two-way factor interactions and propose that the autoregressive lag 1, AR (1), is a suitable variance-covariance structure for data dependency. While the seasons did not affect the mean concentration levels for the treatments and groups (p = 0.2540), the mean concentration levels for the seasons differed by groups ( p < 0.0001) and the treatments (p = 0.0027).
引用
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页数:12
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共 40 条
[1]   Long-term temporal and spatial trends in eutrophication status of the Baltic Sea [J].
Andersen, Jesper H. ;
Carstensen, Jacob ;
Conley, Daniel J. ;
Dromph, Karsten ;
Fleming-Lehtinen, Vivi ;
Gustafsson, Bo G. ;
Josefson, Alf B. ;
Norkko, Alf ;
Villnas, Anna ;
Murray, Ciaran .
BIOLOGICAL REVIEWS, 2017, 92 (01) :135-149
[2]   Distribution of selected antiandrogens and pharmaceuticals in a highly impacted watershed [J].
Arlos, M. J. ;
Bragg, L. M. ;
Parker, W. J. ;
Servos, M. R. .
WATER RESEARCH, 2015, 72 :40-50
[3]   Fate and mass balance of contaminants of emerging concern during wastewater treatment determined using the fractionated approach [J].
Baalbaki, Zeina ;
Sultana, Tamanna ;
Maere, Thomas ;
Vanrolleghem, Peter A. ;
Metcalfe, Chris D. ;
Yargeau, Viviane .
SCIENCE OF THE TOTAL ENVIRONMENT, 2016, 573 :1147-1158
[4]   Analyzing 'visual world' eyetracking data using multilevel logistic regression [J].
Barr, Dale J. .
JOURNAL OF MEMORY AND LANGUAGE, 2008, 59 (04) :457-474
[5]   Contamination of the southern Baltic Sea waters by the residues of selected pharmaceuticals: Method development and field studies [J].
Borecka, Marta ;
Siedlewicz, Grzegorz ;
Halinski, Lukasz P. ;
Sikora, Kinga ;
Pazdro, Ksenia ;
Stepnowski, Piotr ;
Bialk-Bielinska, Anna .
MARINE POLLUTION BULLETIN, 2015, 94 (1-2) :62-71
[6]   Moving Toward an Agenda on Ocean Health and Human Health in Europe [J].
Borja, Angel ;
White, Mathew P. ;
Berdalet, Elisa ;
Bock, Nikolaj ;
Eatock, Claire ;
Kristensen, Peter ;
Leonard, Anne ;
Lloret, Josep ;
Pahl, Sabine ;
Parga, Mariluz ;
Prieto, Julia Vera ;
Wuijts, Susanne ;
Fleming, Lora E. .
FRONTIERS IN MARINE SCIENCE, 2020, 7
[7]   A global perspective on mercury cycling in the ocean [J].
Bowman, Katlin L. ;
Lamborg, Carl H. ;
Agather, Alison M. .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 710
[8]   Pharmaceuticals and Personal Care Products in the Environment: What Are the Big Questions? [J].
Boxall, Alistair B. A. ;
Rudd, Murray A. ;
Brooks, Bryan W. ;
Caldwell, Daniel J. ;
Choi, Kyungho ;
Hickmann, Silke ;
Innes, Elizabeth ;
Ostapyk, Kim ;
Staveley, Jane P. ;
Verslycke, Tim ;
Ankley, Gerald T. ;
Beazley, Karen F. ;
Belanger, Scott E. ;
Berninger, Jason P. ;
Carriquiriborde, Pedro ;
Coors, Anja ;
DeLeo, Paul C. ;
Dyer, Scott D. ;
Ericson, Jon F. ;
Gagne, Francois ;
Giesy, John P. ;
Gouin, Todd ;
Hallstrom, Lars ;
Karlsson, Maja V. ;
Larsson, D. G. Joakim ;
Lazorchak, James M. ;
Mastrocco, Frank ;
McLaughlin, Alison ;
McMaster, Mark E. ;
Meyerhoff, Roger D. ;
Moore, Roberta ;
Parrott, Joanne L. ;
Snape, Jason R. ;
Murray-Smith, Richard ;
Servos, Mark R. ;
Sibley, Paul K. ;
Straub, Juerg Oliver ;
Szabo, Nora D. ;
Topp, Edward ;
Tetreault, Gerald R. ;
Trudeau, Vance L. ;
Van Der Kraak, Glen .
ENVIRONMENTAL HEALTH PERSPECTIVES, 2012, 120 (09) :1221-1229
[9]   The NORMAN Network and its activities on emerging environmental substances with a focus on effect-directed analysis of complex environmental contamination [J].
Brack, Werner ;
Dulio, Valeria ;
Slobodnik, Jaroslav .
Environmental Sciences Europe, 2012, 24 (01)
[10]   Determination of pharmaceutical residues in drinking water in Poland using a new SPE-GC-MS(SIM) method based on Speedisk extraction disks and DIMETRIS derivatization [J].
Caban, Magda ;
Lis, Ewa ;
Kumirska, Jolanta ;
Stepnowski, Piotr .
SCIENCE OF THE TOTAL ENVIRONMENT, 2015, 538 :402-411