Estimation of water quality by UV/Vis spectrometry in the framework of treated wastewater reuse

被引:35
作者
Carre, Erwan [1 ,2 ]
Perot, Jean [1 ]
Jauzein, Vincent [1 ]
Lin, Liming [2 ]
Lopez-Ferber, Miguel [2 ]
机构
[1] SAUR, 1 Rue Antoine Lavoisier, F-78280 Guyancourt, France
[2] Ecole Mines Ales, Lab Genie Environm Ind, 6 Ave Clavieres, F-30319 Ales, France
关键词
COD; nitrate; online monitoring; TSS; turbidity; wastewater reclamation; OPTICAL METHODS; UV; TSS; COD; CHEMOMETRICS; SPECTROSCOPY; CALIBRATION; REGRESSION; RESOURCES; MODELS;
D O I
10.2166/wst.2017.096
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The aim of this study is to investigate the potential of ultraviolet/visible (UV/Vis) spectrometry as a complementary method for routine monitoring of reclaimed water production. Robustness of the models and compliance of their sensitivity with current quality limits are investigated. The following indicators are studied: total suspended solids (TSS), turbidity, chemical oxygen demand (COD) and nitrate. Partial least squares regression (PLSR) is used to find linear correlations between absorbances and indicators of interest. Artificial samples are made by simulating a sludge leak on the wastewater treatment plant and added to the original dataset, then divided into calibration and prediction datasets. The models are built on the calibration set, and then tested on the prediction set. The best models are developed with: PLSR for COD (R-pred(2) = 0.80), TSS (R-pred(2) = 0.86) and turbidity (R-pred(2) = 0.96), and with a simple linear regression from absorbance at 208 nm (R-pred(2) = 0.95) for nitrate concentration. The input of artificial data significantly enhances the robustness of the models. The sensitivity of the UV/Vis spectrometry monitoring system developed is compatible with quality requirements of reclaimed water production processes.
引用
收藏
页码:633 / 641
页数:9
相关论文
共 25 条
[1]  
AFNOR, 2005, 872 AFNOR NF EN
[2]  
Alcalde Sanz L., 2014, WATER REUSE EUROPE R
[3]   Wastewater suspended solids study by optical methods [J].
Azema, N ;
Pouet, MF ;
Berho, C ;
Thomas, O .
COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS, 2002, 204 (1-3) :131-140
[4]   Study of UV-vis responses of mineral suspensions in water [J].
Berho, C ;
Pouet, MF ;
Bayle, S ;
Azema, N ;
Thomas, O .
COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS, 2004, 248 (1-3) :9-16
[5]  
ISO, 2015, 160754 ISO
[6]   Feasibility of on-line measurement of sewage components using the UV absorbance and the neural network [J].
Jeong, Hyeong-Seok ;
Lee, Sang-Hyung ;
Shin, Hang-Sik .
ENVIRONMENTAL MONITORING AND ASSESSMENT, 2007, 133 (1-3) :15-24
[7]  
JORF, 2014, J OFFICIEL REPUBLIQU, V153, P11059
[8]   A comparison of methods for analysing regression models with both spectral and designed variables [J].
Jorgensen, K ;
Segtnan, V ;
Thyholt, K ;
Næs, T .
JOURNAL OF CHEMOMETRICS, 2004, 18 (10) :451-464
[9]   Microbial Contamination Detection in Water Resources: Interest of Current Optical Methods, Trends and Needs in the Context of Climate Change [J].
Jung, Aude-Valerie ;
Le Cann, Pierre ;
Roig, Benoit ;
Thomas, Olivier ;
Baures, Estelle ;
Thomas, Marie-Florence .
INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2014, 11 (04) :4292-4310
[10]   DETERMINATION OF NITRATE IN MUNICIPAL WASTE-WATER BY UV SPECTROSCOPY [J].
KARLSSON, M ;
KARLBERG, B ;
OLSSON, RJO .
ANALYTICA CHIMICA ACTA, 1995, 312 (01) :107-113