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Artefacts in Marine Digital Terrain Models: A Multiscale Analysis of Their Impact on the Derivation of Terrain Attributes

机译:海洋数字地形模型中的人工制品:它们对地形属性派生的影响的多尺度分析

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Data acquisition artefacts are commonly found in multibeam bathymetric data, but their effects on mapping methodologies using geographic information system techniques have not been widely explored. Artefacts have been extensively studied in terrestrial settings, but their study in a marine context has currently been limited to engineering and surveying technology development in order to reduce their amplitude during data collection and postprocessing. Knowledge on how they propagate to further analyses like environmental characterization or terrain analysis is scant. The goal of this paper is to describe the contribution of different types of artefacts to marine terrain attributes at multiple scales. Using multibeam bathymetric data from German Bank, off Nova Scotia (Canada), digital bathymetric models (DBMs) were computed at five different spatial resolutions. Ten different amplitudes of heave, pitch, roll, and time artefacts were artificially introduced to generate altered DBMs. Then, six terrain attributes were derived from each of the reference and altered DBMs. Relationships between the amplitude of artefacts and the statistical and spatial distributions of: 1) altered bathymetry and terrain attributes surfaces and 2) errors caused by the artefacts were modeled. Spatial similarity between altered and reference surfaces was also assessed. Results indicate that most artefacts impact spatial similarity and that pitch and roll significantly impact the statistical distribution of DBMs and terrain attributes while time and heave artefacts have a more subtle impact. Results also confirm the relationship between spatial data quality and spatial scale, as finer-scale data were impacted by artefacts to a greater degree than broader-scale data.
机译:数据采集​​伪像通常在多波束测深数据中发现,但尚未广泛探索它们对使用地理信息系统技术的制图方法的影响。在陆地环境中对文物进行了广泛的研究,但是目前在海洋环境中进行文物研究仅限于工程和测量技术的发展,以减小数据收集和后处理过程中的振幅。关于它们如何传播到诸如环境特征或地形分析之类的进一步分析的知识很少。本文的目的是描述多种尺度上不同类型的人工制品对海洋地形属性的贡献。使用来自新斯科舍省(加拿大)德意志银行的多波束测深数据,以五种不同的空间分辨率计算了数字测深模型(DBM)。人工引入了十种不同幅度的起伏,俯仰,侧倾和时间伪像,以生成变化的DBM。然后,从每个参考DBM和更改后的DBM中得出六个地形属性。伪影的振幅与以下统计和空间分布之间的关系:1)更改了测深和地形属性表面,以及2)伪影造成的误差。还评估了更改后的曲面与参考曲面之间的空间相似性。结果表明,大多数文物会影响空间相似性,并且俯仰和横滚会显着影响DBM和地形属性的统计分布,而时间和起伏文物会产生更细微的影响。结果也证实了空间数据质量与空间尺度之间的关系,因为较小尺度的数据受伪影的影响要比较大尺度的数据更大。

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