在微重力条件下,在球形中测量推进剂质量,使用电容板阵列和机器学习
Shah M Chowdhury1, Matthew A Charleston2, Qussai M Marashdeh2
1ElectroScience Laboratory, Department of Electrical and Computer Engineering, The Ohio State University, Columbus, OH 43212, USA.
Sensors (Basel, Switzerland)
|October 28, 2023
概括
在微重力中准确测量推进剂质量是很困难的. 机器学习方法显著优于估计燃料含量的传统方法,即使燃料的形状和位置各不相同.
科学领域:
- 航空航天工程 航空航天工程
- 应用物理 应用物理
- 传感器技术 传感器技术
背景情况:
- 在微重力中测量推进剂质量对于航天器任务至关重要.
- 不可预测的燃料污水和形状变化使传统的测量方法复杂化.
- 电容传感器看起来很有希望,但需要对燃料体动态进行详细分析.
研究的目的:
- 为了研究各种推进剂填充类型和位置对电容传感器精度的影响.
- 为了比较曲线拟合和机器学习方法的性能,用于推进剂测量.
- 确定用于微重力中精确估计燃料含量的最有效方法.
主要方法:
- 模拟和分析电容传感器对环状,核心环状和分层推进剂填充的响应.
- 评估用于推进剂质量估计的多个曲线拟合算法.
- 实施和测试基于机器学习的燃料计量模型.
主要成果:
- 推进剂的位置和形状显著影响电容传感器读数.
- 曲线适配方法在不同的燃料配置中显示了精度的限制.
- 机器学习方法在估计推进剂质量方面表现出卓越的表现.
结论:
- 机器学习为在微重力下推进剂质量测量提供了强大的解决方案.
- 精确的燃料估计是可以实现的,尽管复杂的燃料体动力学.
- 这项研究为长期航天和轨道作业推进了关键技术.
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