Use of classification and regression tree (CART) analysis with chemical faecal indicators to determine sources of contamination

被引:21
作者
Gregor, J [1 ]
Garrett, N [1 ]
Gilpin, B [1 ]
Randall, C [1 ]
Saunders, D [1 ]
机构
[1] Inst Environm Sci & Res Ltd, Christchurch, New Zealand
关键词
chemical indicators; faecal effluent; classification and regression tree analysis; faecal stanols; fluorescent whitening agents;
D O I
10.1080/00288330.2002.9517095
中图分类号
S9 [水产、渔业];
学科分类号
0908 ;
摘要
Both human and non-human faecal contamination of environmental waters pose a risk to human health that can be reduced if the source can be identified and responsibility for mitigation accepted. Traditional microbiological indicators are rarely adequate for source identification but some chemical indicators offer promise. In this work, the similarities and differences of selected chemical profiles of different faecal effluent types have been modelled using classification and regression tree (CART) analysis. Human effluents can be distinguished from non-human effluents by the presence of fluorescent whitening agents, and the concentrations or ratios of concentrations of the faecal stanols coprostanol and 24-ethylcoprostanol can distinguish most of the non-human effluent types considered. To allow for the effect of variable dilution when effluents enter environmental waters, ratios of concentrations will be required to establish a model, and a model more complex than CART will be required to apportion multiple effluent-type contamination.
引用
收藏
页码:387 / 398
页数:12
相关论文
共 24 条
[1]  
ARANGO P, 1998, ANN C P, VC, P679
[2]  
Breiman L., 1993, CLASSIFICATION REGRE
[3]   STATISTICS IN MEDICINE - CALCULATING CONFIDENCE-INTERVALS FOR SOME NON-PARAMETRIC ANALYSES [J].
CAMPBELL, MJ ;
GARDNER, MJ .
BRITISH MEDICAL JOURNAL, 1988, 296 (6634) :1454-1456
[4]   FIELD-EVALUATION OF FLUORESCENT WHITENING AGENTS AND SODIUM TRIPOLYPHOSPHATE AS INDICATORS OF SEPTIC-TANK CONTAMINATION IN DOMESTIC WELLS [J].
CLOSE, ME ;
HODGSON, LR ;
TOD, G .
NEW ZEALAND JOURNAL OF MARINE AND FRESHWATER RESEARCH, 1989, 23 (04) :563-568
[5]   Use of repetitive DNA sequences and the PCR to differentiate Escherichia coli isolates from human and animal sources [J].
Dombek, PE ;
Johnson, LK ;
Zimmerley, ST ;
Sadowsky, MJ .
APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2000, 66 (06) :2572-2577
[6]   Animal and human faecal pollution in New Zealand rivers [J].
Donnison, AM ;
Ross, CM .
NEW ZEALAND JOURNAL OF MARINE AND FRESHWATER RESEARCH, 1999, 33 (01) :119-128
[7]   LONG-CHAIN ALKYLBENZENES AS MOLECULAR TRACERS OF DOMESTIC WASTES IN THE MARINE-ENVIRONMENT [J].
EGANHOUSE, RP ;
BLUMFIELD, DL ;
KAPLAN, IR .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 1983, 17 (09) :523-530
[9]   Combined analysis of bile acids and sterols/stanols from riverine particulates to assess sewage discharges and other fecal sources [J].
Elhmmali, MM ;
Roberts, DJ ;
Evershed, RP .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2000, 34 (01) :39-46
[10]   Bacterial indicator occurrence and the use of an F+ specific RNA coliphage assay to identify fecal sources in Homosassa Springs, Florida [J].
Griffin, DW ;
Stokes, R ;
Rose, JB ;
Paul, JH .
MICROBIAL ECOLOGY, 2000, 39 (01) :56-64