改进了适应性规范化,用于模拟过渡电磁的回火逆转
Xiang Tang1, Shangbin Liu2,3, Xiaofei Nian4
1Guangxi Communications Design Group Co., Ltd., Nanning, China.
Scientific reports
|March 4, 2024
概括
这项研究引入了一种改进的适应性规范化方法,用于使用非常快的模拟化 (VFSA) 的地球物理逆转. 新的方法动态平衡数据的拟合和稳定条款,增强融合,减少对暂时电磁 (TEM) 数据反转中的初始参数的敏感性.
科学领域:
- 地质物理学 地质物理学
- 计算科学 计算科学
- 数据科学数据科学数据科学
背景情况:
- 地质物理逆转问题往往是错误的,需要规范化技术.
- 适应性规范化方法在代过程中自动更新参数,简化选择,特别是在线性反转中.
- 由于随机搜索方向和术语变化的挑战,很少有研究在随机优化算法中探索适应性规范化.
研究的目的:
- 开发一种改进的适应性规范化方法,用于地质物理逆转中的随机优化.
- 为了解决应用适应性规范化在像非常快的模拟化 (VFSA) 这样的算法中的困难.
- 为了增强暂时电磁 (TEM) 数据的反转.
主要方法:
- 提出了一种改进的自适应规范化方法,考虑目标函数中数据拟合和稳定术语的贡献.
- 该方法动态调整这些项,在反转过程中实现平衡.
- 该技术在非常快的模拟回火 (VFSA) 算法中应用,用于短暂电磁 (TEM) 数据反转.
主要成果:
- 数字实验证明了反转过程的加速趋同.
- 反转结果显示对初始规范化参数的灵敏度最小.
- 该方法有效地平衡了目标函数中的数据拟合和稳定条款.
结论:
- 拟议的自适应规范化方法增强了TEM数据的VFSA反转.
- 该技术提高了对初始参数选择的收速度和稳定性.
- 对现场数据的成功应用显示出与钻井数据的良好一致,验证了其实际实用性.
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