基于支向量机的混凝土振动状态的图像识别和参数分析
Shuai Wang1, Aixun Wang2, Xudong Fu3
1Wuhan University; Wuhan Construction Engineering Group Co. Ltd.; 356797825@qq.com.
Journal of visualized experiments : JoVE
|January 22, 2024
概括
这项研究表明,定向梯度直方图和支向量机 (SVM) 技术可以准确地识别混凝土的振动状态. 优化参数在混凝土振动分析中实现了100%的识别准确性.
科学领域:
- 材料科学 材料科学 材料科学
- 土木工程 土木工程是指土木工程.
- 计算机视觉 计算机视觉
背景情况:
- 监测混凝土的完整性对于结构安全至关重要.
- 由于复杂的特征提取,在振动下评估混凝土具有挑战性.
研究的目的:
- 评估使用定向梯度直方图和SVM用于混凝土振动状态识别的可行性.
- 分析方向梯度直方图参数对识别精度的影响.
主要方法:
- 使用定向梯度直方图谱技术从具体图像中提取特征.
- 使用支向量机 (SVM) 模型对振动状态进行分类.
- 对识别准确度的参数灵敏度 (块大小,统计间隔,二元化值) 的分析.
主要成果:
- 定向梯度直方图-SVM技术可用于混凝土振动状态识别.
- 识别精度对方向梯度直方图参数敏感,具有最佳范围.
- 通过优化参数和高分辨率图像 (1024x1024像素) 实现了100%的识别精度.
结论:
- 拟议的方法为非破坏性混凝土状况监测提供了一种可行的方法.
- 参数优化是最大限度地提高定向梯度直方图-SVM技术的性能的关键.
- 这种技术有可能在结构健康监测中得到实际应用.
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