使用毫米波干涉测量和卷积神经网络对电介质材料的冲击性能进行表征
Jérémi Mapas1, Alexandre Lefrançois1, Hervé Aubert2
1CEA-DAM, GRAMAT, BP80200, F-46500 Gramat, France.
Sensors (Basel, Switzerland)
|July 11, 2023
概括
一个神经网络通过毫米波干扰计改进了对介电材料的冲击波和粒子速度估计. 这种方法提供了更准确的结果,特别是对于短时间波形.
科学领域:
- 电磁学 电磁学 电磁学 电磁学
- 材料科学 材料科学 材料科学
- 波浪传播 波浪传播
背景情况:
- 冲击冲击在介电材料中产生波,改变它们的折射率.
- 毫米波干扰仪可以通过多普勒频率远程测量冲击参数.
- 对冲击现象的准确描述对于材料科学应用至关重要.
研究的目的:
- 应用神经网络方法来解决电磁反向问题.
- 为了提高冲击波面和粒子速度的估计准确度.
- 研究神经网络在短时间波形分析中的有效性.
主要方法:
- 使用卷积神经网络 (CNN) 进行数据分析.
- 使用毫米波干扰测量来捕获波形数据.
- 在特征多普勒频率上训练CNN从受冲击的材料.
主要成果:
- 神经网络方法提供了更准确的冲击波和粒子速度的估计.
- 该方法在短时间波形 (微秒) 上表现出特别高的有效性.
- 改进了对冲击冲击下的材料反应的遥感.
结论:
- 卷积神经网络为分析复杂的电磁反向问题提供了强大的工具.
- 这种技术可以在动态冲击条件下对材料进行远程表征.
- 该研究强调了人工智能在高速材料诊断中的潜力.
关键词:
卷积神经网络是一种卷积神经网络.计量学 计量学 计量学 计量学毫米波干涉测量 (mm-wave interferometry) 是一种使用毫米波干涉测量的方法.粒子速度的粒子速度.冲击的电容性 冲击的电容性冲击性质 冲击性能 冲击性质冲击折射率指数的冲击折射率指数是什么冲击速度 冲击速度更多相关视频
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