在SAFEM总磁强度测量中应用粒子群优化以纠正非对角误差
Changsheng Liu1,2, Shaoyou Kan2, Xiaotian Liu2
1State Key Laboratory of Deep Earth Exploration and Imaging, Jilin University, Changchun 130026, People's Republic of China.
The Review of scientific instruments
|September 5, 2025
概括
一种使用改进的粒子群优化 (IPSO) 算法的新校准方法准确地纠正了半空中频域电磁 (SAFEM) 总磁强度 (TMI) 测量中的错误.
科学领域:
- 地质学
- 电磁学
- 信号处理
背景情况:
- 半空中频域电磁 (SAFEM) 方法依赖于来自三轴感应磁传感器的总磁强度 (TMI).
- 非直角传感器错误导致TMI数据的不准确性,传统的校准方法对于感应磁力计来说是不够的.
研究的目的:
- 为SAFEM系统开发一种新的,高精度的校准方法,以解决三轴感应磁传感器中的非对角误差.
- 在校准过程中消除对外部物理参考场的需求.
主要方法:
- 开发了一种改进的粒子群优化 (IPSO) 算法,以建模和纠正非直角传感器错误.
- 制定了校准作为一个优化问题,最大限度地减少TMI的根平均平方误差 (RMSE).
- 通过模拟和物理实验与测量系统验证了IPSO方法.
主要成果:
- 模拟显示IPSO比标准的粒子群优化 (PSO) 提供了更高的融合精度和噪声免疫力.
- 物理实验显示TMI误差显著降低:最大绝对误差降低了82. 84%,RMSE降低了87. 64%.
- 该方法有效地校准了交流电流向量磁力计的多参数误差.
结论:
- 拟议的基于IPSO的校准方法为提高SAFEM系统TMI数据质量提供了强大而准确的解决方案.
- 这种技术对于使用SAFEM技术获得的地质勘探数据的可靠性至关重要.
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