An exploratory approach to spatial decision support

被引:14
|
作者
Jankowski, Piotr [1 ,2 ]
Fraley, Grant [1 ]
Pebesma, Edzer [3 ]
机构
[1] San Diego State Univ, Dept Geog, San Diego, CA 92182 USA
[2] Adam Mickiewicz Univ, Inst Geoecol & Geoinformat, Poznan, Poland
[3] Univ Munster, Inst Geoinformat, Munster, Germany
关键词
Spatial decision support systems; Spatial optimization; Multi-objective genetic algorithms; Multiple criteria decision analysis; GENETIC ALGORITHMS; MONITORING NETWORK; OPTIMIZATION; DESIGN; GIS; SOIL; REDUCTION; FRAMEWORK; SYSTEM; MODEL;
D O I
10.1016/j.compenvurbsys.2014.02.008
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The paper presents a decision support approach to solving problems characterized by spatially-explicit decision variables, multiple objectives, and preferences for ancillary decision criteria. The approach offers a three-step workflow, in which Pareto non-dominated solutions to a multi-objective decision problem are generated with a spatially adaptive genetic algorithm, objective value trade-offs are examined in an interactive graphics environment, and the selected solution alternatives are evaluated on the bases of ancillary multiple criteria. The three-step workflow is demonstrated on the example of a selection problem involving alternative configurations of sensors for radioactivity monitoring in a trans-border region including the state of Lower Saxony in Germany and the Netherlands. The presented approach promotes the search for diverse, non-dominated solution alternatives by coupling a fuzzy logic system with spatially adaptive genetic operators. The three-step workflow offers a comprehensive approach to spatial decision support starting with diverse option generation, through exploration of decision objective trade-offs, to multiple criteria evaluation of the selected non-dominated decision alternatives. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:101 / 113
页数:13
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