Research on Crop Planning Based on Data Mining and Genetic Algorithms
DOI: 10.23977/jeis.2024.090319 | Downloads: 10 | Views: 187
Author(s)
Shaosong Zhang 1, Yuhang Chen 1, Liping Du 1
Affiliation(s)
1 College of Science, North China University of Science and Technology, Tangshan, China
Corresponding Author
Liping DuABSTRACT
Data mining techniques can be employed to extract information that is not immediately apparent from large amounts of data, and to construct predictive models based on this extracted information. These models can then be used as a basis for decision-making. In order to expand the scope of its application, this paper combines data mining with genetic algorithms and orthogonal experiments and applies it to the optimization of planting decisions. In particular, this study initially gathered and structured data on planting conditions, crop sales, per-mu yields, planting costs, and selling prices in a village through data mining techniques and subsequently analyzed the intrinsic relationships between these variables. On this basis, this paper constructs a planning function with the goal of maximizing profits and uses genetic algorithms to solve optimization problems. Overall, this study has successfully applied data mining techniques to practical planting decision-making problems, which not only has strong practicality, but also provides a reference for solving other complex planning problems. In the future, further exploration of the integration of additional optimization algorithms into the data-driven decision-making analysis framework may yield more comprehensive solutions.
KEYWORDS
Data mining, linear programming, orthogonal experiment, genetic algorithmCITE THIS PAPER
Shaosong Zhang, Yuhang Chen, Liping Du, Research on Crop Planning Based on Data Mining and Genetic Algorithms. Journal of Electronics and Information Science (2024) Vol. 9: 142-152. DOI: http://dx.doi.org/10.23977/10.23977/jeis.2024.090319.
REFERENCES
[1] Li Bingmei, Jiang Fengxia. Greenhouse vegetable cultivation technology and the development trend of smart agriculture[J]. Agricultural Engineering Technology, 2023, 43(5): 24-25.
[2] Liu Yan, Wang Wei, Lu Yang, et al. Climatic suitability of the kale-radish-cabbage three-harvests-a-year scale planting model in northern Xianyang[J]. Journal of Agronomy, 2023, 13(4): 66.
[3] Zhang Hua, Long Cheng, Hu Siyang, et al. Topology verification of distribution networks based on hierarchical clustering method and Pearson's correlation coefficient[J]. Power System Protection and Control, 2021, 49(21): 88-96.
[4] Zhu Hainan, Wang Juanjuan, Chen Bingbing, et al. multi-objective planning of integrated electricity-gas energy system considering economy and carbon emission[J]. Journal of Shanghai Jiao Tong University, 2023, 57(4): 422.
[5] Huang Shuzao, Tian Junwei, Qiao Lu, et al. UAV path planning based on improved genetic algorithm[J]. Computer Applications, 2021, 41(2): 390.
[6] Xu Li, Liu Yunhua, Wang Qifu. Application of adaptive genetic algorithm to robot path planning[J]. Journal of Computer Engineering & Applications, 2020, 56(18).
[7] Vadhwani D , Thakor D .Prediction of extent of damage in vehicle during crash using improved XGBoost model[J].International journal of crashworthiness, 2023, 28(3/4):299-305.DOI:10.1080/13588265.2022.2075101.
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