模拟农民在采用农业生态实践时的行为,在油农林系统中使用人工智能工具
D S J C Gbemavo1,2, J Laly1,2, V N Adjahossou2
1Biostatistics and Modelling Unit (UBM)/Laboratory of Genetics, Biotechnology and Applied Botany (GEBBA)/ National School of Biosciences and Applied Biotechnology (ENSBBA), National University of Sciences, Technologies, Engineering and Mathematics (UNSTIM Abomey), BP 14 Dassa Zounmé, Dassa Zounmé, Benin.
Heliyon
|December 11, 2024
概括
机器学习模型确定了在羊皮系统中采用农业生态实践的关键因素. 农民 农民 是一个农民.
科学领域:
- 农业科学 农业科学
- 机器学习 机器学习
- 农业林业系统农业林业系统
背景情况:
- 芝麻农林系统对于西非的生计和粮食安全至关重要.
- 采用可持续的农业生态实践对于加强这些系统至关重要.
- 了解采用驱动器对于有效干预至关重要.
研究的目的:
- 评估机器学习算法在识别农业生态实践采用的重要特征方面的性能.
- 为了比较四种机器学习模型:天真贝叶斯,神经网络,支持向量机器和包装决策树.
- 确定影响采用特定实践的关键社会经济和人口因素.
主要方法:
- 数据来自贝宁北部两个地区的272名农民.
- 我们使用了四种机器学习算法,并使用精度,平衡精度,回忆和AUC进行了比较.
- 进行了特征重要性分析,以确定采用的重要预测因素.
主要成果:
- 天真贝叶斯模型在预测动物停车和生物农药采用方面表现出色.
- 支持向量机器对于文化协会,改良种子和有机肥料来说是优越的.
- 农民的原产地区,主要职业,交通工具,族群,村庄,年龄阶级和农场资产被确定为重要特征.
结论:
- 机器学习有效地识别了影响农业生态实践在shea系统中采用的关键因素.
- 建议针对性培训和支持,考虑区域和人口因素,以促进可持续实践.
- 提高采用率可以有助于可持续开发雪资源,并提高粮食安全.
相关概念视频
01:26Modeling in Therapy
48
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
48
02:16Light Acquisition
8.4K
In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
8.4K