Using Bayesian networks to model watershed management decisions: an East Canyon Creek case study

被引:60
作者
Ames, DP [1 ]
Neilson, BT
Stevens, DK
Lall, U
机构
[1] Idaho State Univ, Dept Geosci, Pocatello, ID 83209 USA
[2] Utah State Univ, Utah Water Res Lab, Logan, UT 84322 USA
[3] Columbia Univ, Dept Earth & Environm Engn, New York, NY 10027 USA
关键词
Bayesian networks; water quality modeling; watershed decision support;
D O I
10.2166/hydro.2005.0023
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
An approach to developing and using Bayesian networks to model watershed management decisions is presented with a case study application to phosphorus management in the East USA. The Bayesian network analysis includes a graphical Canyon watershed in Northern Utah, model of the key variables in the system and conditional and marginal probability distributions derived from a variety of data and information sources. The resulting model is used to 1) estimate the probability of meeting legal water quality requirements for phosphorus in East Canyon Creek under several management scenarios and 2) estimate the probability of increased recreational use of East Canyon Reservoir and subsequent revenue under these scenarios.
引用
收藏
页码:267 / 282
页数:16
相关论文
共 19 条
[1]  
BORSUK ME, 2000, SUMMARY DESCRIPTION
[2]  
Brown L.C., 1987, Report No. EPA/600/3-87/007
[3]  
Cheng J., 1997, P AI STAT 97, P83
[4]  
Cooke R., 1991, EXPERTS UNCERTAINTY
[5]  
GLOVER T, 2000, E CANYON REPORT PROJ
[6]  
HAAS TC, 1998, MODELING WATERBODY E
[7]   Bayesian networks for data mining [J].
Heckerman, D .
DATA MINING AND KNOWLEDGE DISCOVERY, 1997, 1 (01) :79-119
[8]  
Jensen FV., 1996, INTRO BAYESIAN NETWO INTRO BAYESIAN NETWO
[9]  
JUDD HL, 1999, E CANYON RESERVOIR D
[10]  
Kuikka Sakari, 1997, Boreal Environment Research, V2, P109