Multi-Objective Decision Support for Irrigation Systems Based on Skyline Query

被引:0
作者
Loh, Chee-Hoe [1 ]
Chen, Yi-Chung [2 ]
Su, Chwen-Tzeng [1 ]
Lin, Sheng-Hao [3 ]
机构
[1] Natl Yunlin Univ Sci & Technol, Dept Ind Engn & Management, Touliu 64002, Yunlin County, Taiwan
[2] Natl Chung Hsing Univ, Dept Comp Sci & Engn, Taichung 40227, Taiwan
[3] Automot Res & Testing Ctr, Lukang 50544, Changhua County, Taiwan
来源
APPLIED SCIENCES-BASEL | 2024年 / 14卷 / 03期
关键词
multi-objective allocation method; water allocation; genetic algorithm; skyline query; GENETIC ALGORITHM; MANAGEMENT; EFFICIENT; RANKING;
D O I
10.3390/app14031189
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The steady increase in droughts worldwide has compelled many researchers to focus on water allocation. Multi-objective decision support for irrigation systems is a popular topic due to its relevance to the national economy and food supply. However, the majority of researchers have relied on conventional top-k designs for their decision support systems despite their limitations with regard to multi-objective systems. Thus, we propose applying a skyline query to the problem. As the input and output formats of skyline queries differ significantly from those of existing systems, we developed a new genetic algorithm and objective ranking. Qualitative and quantitative experiments using real-world data from Taiwan's largest irrigated region demonstrate the effectiveness of the proposed approach.
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页数:29
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