Pattern classification using tabu search to identify the spatial distribution of groundwater pumping

被引:22
作者
Tung, CP [1 ]
Chou, CA [1 ]
机构
[1] Natl Taiwan Univ, Taipei 10617, Taiwan
关键词
spatial analysis; Tabu search; simulation; optimization; MODFLOW;
D O I
10.1007/s10040-004-0344-2
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Pattern classification and Tabu Search are integrated to optimize the zonation and associated average groundwater pumping rates. A simulated problem analogous to the Choushui Creek Alluvial in Janghauh county of Taiwan is used to examine the proposed method. Three problems are tested including (1) optimizing zonation patterns with known pumping rates and number of zones, (2) optimizing pumping rates and zonation patterns with a predetermined number of zones, and (3) optimizing all pumping rates, number of zones, and zonation. The results indicate that the proposed method successfully identifies spatial patterns of groundwater pumping for all three cases. However, some initial zonations result only in local optimums. Thus, using more than one initial zonation to increase search diversification is recommended. Application to different problems such as the spatial distribution of hydraulic conductivity values and area weighting of rainfall stations, is encouraged.
引用
收藏
页码:488 / 496
页数:9
相关论文
共 19 条
[1]  
[Anonymous], 1996, PATTERN CLASSIFICATI
[2]  
[Anonymous], 1997, TABU SEARCH
[4]   OPTIMAL GROUNDWATER-MANAGEMENT .1. SIMULATED ANNEALING [J].
DOUGHERTY, DE ;
MARRYOTT, RA .
WATER RESOURCES RESEARCH, 1991, 27 (10) :2493-2508
[5]  
Glover F., 1990, ORSA Journal on Computing, V2, P4, DOI [10.1287/ijoc.1.3.190, 10.1287/ijoc.2.1.4]
[6]  
Glover F., 1993, Annals of Operations Research, V41, P3
[7]  
HOLLAND JH, 1975, ADAPTATION NATURAL A
[8]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680
[9]  
MCDONALD MG, 1998, 06A1 US GEOL SURV
[10]   GENETIC ALGORITHM SOLUTION OF GROUNDWATER-MANAGEMENT MODELS [J].
MCKINNEY, DC ;
LIN, MD .
WATER RESOURCES RESEARCH, 1994, 30 (06) :1897-1906