离子选择性电极阵列在农业中的分类技术:一篇综述
Jiawei Zhai1,2,3, Shuhao Duan1,3, Bin Luo1,3
1Intelligent Equipment Research Center, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China. wangxd@nercita.org.cn.
Analytical methods : advancing methods and applications
|November 15, 2024
概括
离子选择性电极阵列为农业提供先进的分类. 本次审查涵盖数据收集,机器学习算法以及作物,土壤和产品分类中的应用,推动农业创新.
科学领域:
- 农业科学 农业科学
- 分析化学 分析化学
- 传感器技术 传感器技术
背景情况:
- 农业需要精确的产品分类和条件.
- 离子选择性电极 (ISE) 阵列为不同的农业物质产生独特的信号.
- 现有的方法缺乏针对不同农业需求的全面分类策略.
研究的目的:
- 审查使用ISE数组在农业中的分类技术.
- 用ISE数据探索各种机器学习算法的应用.
- 确定ISE阵列技术在农业中的未来挑战和机遇.
主要方法:
- 总结ISE数组的数据样本采集方法.
- 讨论分类算法,包括机器学习,人工神经网络,极端学习机器和深度学习.
- 分析ISE和农业应用相关领域的研究.
主要成果:
- ISE阵列为农产品分类提供独特的信号.
- 机器学习和深度学习显示了分析ISE数据的潜力.
- 申请范围包括作物/牲畜状况,土壤和产品质量/类型分类.
结论:
- 与先进算法相结合的ISE数组可以显著提高农业分类.
- 解决传感器和算法挑战对于更广泛的采用至关重要.
- 这项工作促进了ISE分类技术在农业中的整合.
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