Benchmarking Multiple Methods for the Spectral Analysis of Seafloor Morphology

IF 3.3 2区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS
B. Bauer, I. Grevemeyer, L. Rüpke, P. Huybers, A. Dannowski, M. Riedel, M. Frank, K. Hoernle, C. Langmuir, H. Kopp
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Abstract

The influence of glacial sea-level changes on the quasi-periodic spacing of abyssal hills has remained controversial for over a decade. Spectral analyses of seafloor morphology have yielded contrasting conclusions regarding whether periodicities associated with orbital Milankovitch forcing are recorded in abyssal hill spacing, raising questions about the sensitivity of results to methodological choices. An important component of spectral analysis is prewhitening, or methods by which to mitigate the effects of the strong red background spectrum, characteristic of seafloor bathymetry. Various methods can have first-order implications for the inferred significance of spectral peaks. Here we benchmark four approaches for analyzing bathymetric spectra to detect periodicities in seafloor morphology. Through synthetic testing, we confirm that spectral analysis is better performed using a multitaper approach relative to other standard approaches and that a leveled spectrum can be derived by either prewhitening with an autoregressive and moving-average model or by leveling with a von Kármán model. Application of the different methods to previously published and newly analyzed bathymetric data sets shows that methodological choices substantially influence the inferred significance of spectral peaks, even when similar spectral features are present. Our results provide practical guidance for selecting appropriate spectral methods and bathymetric data sets when testing hypotheses linking glacial/interglacial sea-level variations to seafloor morphology and establish a methodological framework for future investigations of periodic signals in oceanic crustal accretion.

海底形态光谱分析的多种方法基准
十多年来,冰川海平面变化对深海丘陵准周期间距的影响一直存在争议。海底形态的光谱分析得出了关于与轨道米兰科维奇强迫相关的周期性是否记录在深山间距上的截然不同的结论,提出了关于结果对方法选择的敏感性的问题。光谱分析的一个重要组成部分是预白化,即减轻强红色背景光谱影响的方法,这是海底测深的特点。各种方法可以对光谱峰的推断意义具有一阶含义。在这里,我们对四种分析水深光谱的方法进行了基准测试,以检测海底形态的周期性。通过综合测试,我们证实,相对于其他标准方法,使用多渐变方法可以更好地进行光谱分析,并且可以通过使用自回归和移动平均模型进行预白化或使用von Kármán模型进行调平来获得水平光谱。将不同的方法应用于以前发表的和新分析的水深数据集表明,即使存在相似的光谱特征,方法的选择也会极大地影响光谱峰的推断意义。我们的研究结果为在测试冰川/间冰期海平面变化与海底形态联系的假设时选择合适的光谱方法和测深数据集提供了实用指导,并为未来海洋地壳增生周期信号的研究建立了方法框架。
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来源期刊
Geochemistry Geophysics Geosystems
Geochemistry Geophysics Geosystems 地学-地球化学与地球物理
CiteScore
5.90
自引率
11.40%
发文量
252
审稿时长
1 months
期刊介绍: Geochemistry, Geophysics, Geosystems (G3) publishes research papers on Earth and planetary processes with a focus on understanding the Earth as a system. Observational, experimental, and theoretical investigations of the solid Earth, hydrosphere, atmosphere, biosphere, and solar system at all spatial and temporal scales are welcome. Articles should be of broad interest, and interdisciplinary approaches are encouraged. Areas of interest for this peer-reviewed journal include, but are not limited to: The physics and chemistry of the Earth, including its structure, composition, physical properties, dynamics, and evolution Principles and applications of geochemical proxies to studies of Earth history The physical properties, composition, and temporal evolution of the Earth''s major reservoirs and the coupling between them The dynamics of geochemical and biogeochemical cycles at all spatial and temporal scales Physical and cosmochemical constraints on the composition, origin, and evolution of the Earth and other terrestrial planets The chemistry and physics of solar system materials that are relevant to the formation, evolution, and current state of the Earth and the planets Advances in modeling, observation, and experimentation that are of widespread interest in the geosciences.
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