一个带有膜分裂和溶解规则的细胞P系统,用于大豆叶病的识别
Hongping Song1, Yourui Huang2,3, Tao Han4
1Anhui University of Science and Technology, Huainan, 232001, China. shp7420@163.com.
Plant methods
|March 19, 2025
概括
一个新的DDC-P系统使用高效的特征注意力和自适应膜控制,准确地识别大豆叶病. 该系统提供高精度和小型模型尺寸,非常适合农业边缘设备部署.
科学领域:
- 农业科学 农业科学
- 计算机科学 计算机科学
- 生物技术是生物技术.
背景情况:
- 准确识别大豆叶病对作物产量和管理至关重要.
- 现有的方法可能缺乏效率或适应现实世界农业环境的适应性.
研究的目的:
- 开发和评估一种新的DDC-P系统,以快速准确地识别大豆叶病.
- 增强疾病特定信息提取,同时尽量减少环境干扰.
主要方法:
- 提出了一个带有膜分裂和溶解规则的细胞P系统 (DDC-P系统).
- 集成的高效特征注意力 (EFA) 和砂玻璃结构与高效特征注意力 (SGEFA) 模块.
- 在SGEFA结构中使用模糊控制器进行自适应膜管理.
主要成果:
- 在自制数据集上实现了98.43%的识别率和0.9874的F1得分.
- 在公开数据集上获得了94.40%的准确性和0.9425的F1得分.
- 展示了小型模型大小 (1.41 MB) 和快速边缘设备识别 (0.042857 秒, 23.3 FPS).
结论:
- DDC-P系统表现出卓越的识别精度和概括能力.
- 该系统的效率和小尺寸使其适合边缘设备部署.
- 这种方法为农业实践中的大豆叶病管理提供了革命性的解决方案.
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