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Analyzing paleomagnetic data: To anchor or not to anchor?

机译:分析古磁数据:锚定与否?

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Paleomagnetic directions provide the basis for use of paleomagnetism in chronological and tectonic reconstructions and for constraining past geomagnetic field behavior over a variety of timescales. Crucial to paleomagnetic analysis is the separation and quantification of a characteristic remanent magnetization (ChRM), which relates to a process of interest, from other remanence components. Principal component analysis (PCA) of stepwise demagnetization data is employed routinely in these situations to estimate magnetic remanence directions and their uncertainties. A given ChRM is often assumed to trend toward the origin of a vector demagnetization diagram and prevailing data analysis frameworks allow remanence directions to be estimated based on PCA fits that are forced to pass through the origin of such diagrams, a process referred to as "anchoring." While this approach is adopted commonly, little attention has been paid to the effects of anchoring and the influence it has on both estimated remanence directions and their associated uncertainties. In almost all cases, anchoring produces an artificially low uncertainty estimation compared to an unanchored fit. Bayesian model selection demonstrates that the effects of anchoring cannot typically be justified from a statistical standpoint. We present an alternative to anchoring that constrains the best fit remanence direction to pass through the origin of a vector demagnetization diagram without unreasonably distorting the representation of the demagnetization data.
机译:古磁方向为在时间序列和构造重建中使用古磁性学以及在各种时间尺度上约束过去的地磁场行为提供了基础。古磁分析的关键是将剩余磁化强度(ChRM)与感兴趣的过程相关的磁化强度与其他剩磁成分分离和量化。在这些情况下,通常采用逐步退磁数据的主成分分析(PCA)来估计剩磁方向及其不确定性。通常假定给定的ChRM趋向于矢量退磁图的起点,并且流行的数据分析框架允许根据被迫穿过此类图的起点的PCA拟合来估计剩磁方向。 。”虽然通常采用这种方法,但很少关注锚固的影响及其对估计剩磁方向及其相关不确定性的影响。在几乎所有情况下,与未锚定拟合相比,锚定都会产生人为的低不确定性估计。贝叶斯模型的选择表明,从统计学的角度来看,通常无法证明锚定的效果是合理的。我们提出了一种替代锚定的方法,该方法可以约束最佳拟合剩磁方向以通过矢量退磁图的原点,而不会不合理地扭曲退磁数据的表示。

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