Research on Cultivation Optimization Model in Northern China Based on Genetic Algorithm
DOI: 10.23977/agrfem.2025.080109 | Downloads: 9 | Views: 447
Author(s)
Wanhui Chen 1, Luoqin Xiang 2, Weixuan Zhang 3
Affiliation(s)
1 School of Control and Computer Engineering, North China Electric Power University, Beijing, 102206, China
2 School of Energy, Power and Mechanical Engineering, North China Electric Power University, Beijing, 102206, China
3 School of Water Resources and Hydroelectric Engineering, North China Electric Power University, Beijing, 102206, China
Corresponding Author
Wanhui ChenABSTRACT
North China has various terrains and complex farming conditions, including flat and dry land, terraced land, hillside land, watered land and other arable land types, which can be planted with annual or biannual crops. In this paper, based on the cultivation situation in a typical mountainous area in North China in 2023, taking into account the economic benefits, crop characteristics, management convenience and other factors, we use genetic algorithms and robust optimisation to initially establish a cultivation decision model to derive the optimal planting strategy of crops for the next seven years, and then further explore the substitutability between crops, as well as the correlation between the expected sales volume and the sales price by using the MAE and Spearman's correlation coefficient, The model is optimised by exploring the correlation between expected sales volume and sales price, and planting cost through MAE and Spearman correlation coefficient. The model is conducive to improving the utilisation efficiency of arable land, flexibly adjusting the planting strategy according to the market demand, and increasing economic income.
KEYWORDS
Genetic Algorithm, Robust Optimization, MAE, Spearman's Rank Correlation, Cultivation Decision ModelCITE THIS PAPER
Wanhui Chen, Luoqin Xiang, Weixuan Zhang, Research on Cultivation Optimization Model in Northern China Based on Genetic Algorithm. Agricultural & Forestry Economics and Management (2025) Vol. 8: 61-70. DOI: http://dx.doi.org/10.23977/agrfem.2025.080109.
REFERENCES
[1] Zhang Z, Zhang H, Liu X, et al. Dynamic change characteristics of comprehensive regionalization of natural resources in North China[J]. Geological Survey of China, 2021, 8(02): 92-99.
[2] De la Cruz V Y V, Cheng W, Tawaraya K. Yield gap between organic and conventional farming systems across climate types and sub-types: A meta-analysis[J]. Agricultural Systems, 2023, 211: 103732.
[3] Yang Q, Wu M, Al Mamun A, et al. Organic food production among Chinese urban botanists[J]. Humanities and Social Sciences Communications, 2024, 11(1): 1-14.
[4] Shah K K, Modi B, Pandey H P, et al. Diversified crop rotation: an approach for sustainable agriculture production[J]. Advances in Agriculture, 2021, 2021(1): 8924087.
[5] LING N, WANG Q, YANG X, et al. Control of Fusarium wilt of watermelon by nursery application of bio-organic fertilizer[J]. Journal of Plant Nutrition and Fertilizers, 2009, 15(5): 1136-1141.
[6] Shah F, Wu W. Soil and crop management strategies to ensure higher crop productivity within sustainable environments[J]. Sustainability, 2019, 11(5): 1485.
[7] Adamo T, Colizzi L, Dimauro G, et al. Crop planting layout optimization in sustainable agriculture: A constraint programming approach[J]. Computers and Electronics in Agriculture, 2024, 224: 109162.
[8] Li M, Zhang Z, Liu D, et al. Optimization of agricultural planting structure in irrigation areas of Heilongjiang province considering the constraints of water resource system resilience[J]. Journal of Cleaner Production, 2024, 434: 140329.
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