Computing With Words for Hierarchical Decision Making Applied to Evaluating a Weapon System

被引:149
作者
Wu, Dongrui [1 ]
Mendel, Jerry M. [1 ]
机构
[1] Univ So Calif, Inst Signal & Image Proc, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
关键词
Computing with words (CWWs); hierarchical decision making; interval type-2 fuzzy sets; linguistic weighted averages; missile-evaluation problem; novel weighted averages (NWAs); perceptual computing; FUZZY-WEIGHTED-AVERAGE; AGGREGATION OPERATORS; REPRESENTATION MODEL; SETS; CONTROLLERS; SELECTION; PARADIGM; ENTROPY; DESIGN;
D O I
10.1109/TFUZZ.2010.2043439
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The perceptual computer (Per-C) is an architecture that makes subjective judgments by computing with words (CWWs). This paper applies the Per-C to hierarchical decision making, which means decision making based on comparing the performance of competing alternatives, where each alternative is first evaluated based on hierarchical criteria and subcriteria, and then, these alternatives are compared to arrive at either a single winner or a subset of winners. What can make this challenging is that the inputs to the subcriteria and criteria can be numbers, intervals, type-1 fuzzy sets, or even words modeled by interval type-2 fuzzy sets. Novel weighted averages are proposed in this paper as a CWW engine in the Per-C to aggregate these diverse inputs. A missile-evaluation problem is used to illustrate it. The main advantages of our approaches are that diverse inputs can be aggregated, and uncertainties associated with these inputs can be preserved and are propagated into the final evaluation.
引用
收藏
页码:441 / 460
页数:20
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