在恶劣天气中使用改进的YOLOv8进行绝缘体缺陷检测
Jia Li1, Yanjie Wu1, Shaojun Zhu1
1School of Information and Control Engineering, Jilin University of Chemical Technology, Jilin, China.
PloS one
|September 25, 2025
概括
本研究介绍了YOLOv8-SSF,这是一个改进的算法,用于检测电力系统中绝缘体缺陷. 改进后的模型大大减少了错误检测和遗漏错误,提高了电力系统的可靠性.
科学领域:
- 电气工程 电气工程
- 计算机视觉 计算机视觉
- 人工智能的人工智能
背景情况:
- 绝缘体是电力系统的关键组件.
- 恶劣的天气导致绝缘体错误检测,泄漏和低精度.
- 现有的方法难以准确检测缺陷.
研究的目的:
- 开发一个先进的绝缘体缺陷检测算法.
- 为了提高检测准确度和减少在恶劣天气条件下的错误.
- 提高电力传输基础设施的可靠性.
主要方法:
- 拟议的YOLOv8-SSF算法集成SimAM注意力机制用于特征聚焦.
- 集成的SPDConv层用于增强小目标特征提取.
- 利用Focal_EIOU损失功能来提高检测和定位的准确性.
主要成果:
- 降低了传输导体缺陷的错误检测和遗漏率.
- 在数据集中实现了87.2%的平均平均准确性 (mAP@0.5).
- 在检测性能方面展示了全面的同时改进.
结论:
- YOLOv8-SSF有效地解决了绝缘体缺陷检测的挑战.
- 该算法提高了电力系统的安全性和运营效率.
- 拟议的方法为现实世界的应用提供了一个强大的解决方案.
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