Expert system modeling for land suitability based on fuzzy genetic for cereal commodities: Case study wetland paddy and corn

被引:0
|
作者
Insani, Fitri [1 ]
Sitanggang, Imas Sukaesih [1 ]
Marimin [2 ]
机构
[1] Department of Computer Science, Faculty of Natural Science and Mathematics, Bogor Agricultural University, Bogor,16680, Indonesia
[2] Department of Agroindustrial Technology, Faculty of Agricultural Technology, Bogor Agricultural University, Bogor,16680, Indonesia
关键词
Cereal - Cereal crop - Fuzzy - Genetic models - Land suitability - Numerical parameters - Soft computing methods - System modeling;
D O I
10.12928/telkomnika.v13i3.1735
中图分类号
学科分类号
摘要
Nowadays, threat of food shortages is happen in Indonesia. Most of crops that are consumed as main food are cereals commodities. Cereals cultivation often experiences some problems in determining whether land is suitable or not for the crops. Expert system can help researcher and practitioners to identify land suitability for cereal crops. In this research, an expert system model of land suitability for cereals crop was built. The model implemented soft computing methods to develop inference engine which combines fuzzy system and genetic algorithm. There are 16 parameters to define land suitability which consists of 12 numeric parameters and 4 categorical parameters. Two types of cereal crops that were used in this study namely wetland paddy and corn. Trapezoid membership function was used to represent fuzzy sets for numerical parameters. Genetic algorithm was used for tuning the membership function of fuzzy setfor land suitability which consists of very suitable (S1), quite suitable (S2), marginal suitable (S3) and not suitable (N). This expert system is able to choose land suitability classesfor cereals using the fuzzy genetic model with accuracy of 90% and85% for corn and wetland paddy respectively. © 2015 Universitas Ahmad Dahlan.
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页码:1047 / 1053
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