Multi-parameter Selection Curves for Machine-assisted Annual Layer Interpretations of the WAIS-Divide Core

机器辅助 WAIS-Divide 核心年层解释的多参数选择曲线

• 批准号: 1142164
• 负责人: Kenneth McGwire
• 金额: $ 5.04万
• 依托单位: Nevada System of Higher Education, Desert Research Institute
• 依托单位国家: 美国
• 项目类别: Standard Grant
• 财政年份: 2012
• 资助国家: 美国
• 起止时间: 2012-01-01 至 2013-03-31
• 项目状态: 已结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=1142164&HistoricalAwards=false
• 关键词: Multi; parameter; Selection; Curves; Machine

McGwire/1142164This award supports a project to extend a novel "selection curve" method that was developed to interpret annual layers in the West Antarctic Ice Sheet (WAIS) Divide ice core based on dielectric properties (DEP) to the analysis of ice core chemical measurements. The selection curve algorithm uses a spline curve whose shape selects successive annual peaks in plots of ice core parameters. Using 50 meters of manually interpreted calibration data, the selection curve method matched a manual interpretation throughout a 1200 m dataset to within 1% of the total count and 2% root-mean square error (RMSE). In this project the selection curve method will be enhanced to incorporate multiple chemical measurements derived from high-resolution continuous flow analysis (CFA) measurements of the WAIS Divide ice core and will include a number of indicators for the quality of annual peak selections. The intellectual merit of this project is that it will provide an objective, repeatable method for multi-parameter counting to support the development of the final WAIS Divide annually resolved timescale. This capability will improve the speed and end-to-end consistency of timescale development at WAIS Divide and in future studies. The ability to extract ice core information at sub-annual scales has the potential to greatly enrich the understanding of past climate regimes. This work will have broader impacts that benefit society because ice core science addresses critically important questions related to global warming, abrupt climate change, and biogeochemical cycling that will help to inform policy makers. By integrating an objective, repeatable multi-parameter counting tool into the final timescale development strategy at WAIS Divide, the proposed effort would reduce potential undue criticism of subjectivity in ice core interpretations and climate change science. The proposed analytical software will be made available to the broad community, improving scientific infrastructure, and could be used for non- ice core applications as well. This project does not require field-work in the Antarctic.

McGwire/1142164该奖项支持一个项目，该项目旨在扩展一种新的“选择曲线”方法，该方法用于解释西南极冰盖(WAIS)根据介电特性(DEP)划分冰芯的年层，并用于分析冰芯的化学测量。选择曲线算法使用一条样条曲线，其形状在冰芯参数曲线图中选择连续的年度峰值。使用50米人工解释的校准数据，选择曲线法将整个1200米数据集中的手动解释匹配到总计数的1%和2%的均方根误差(RMSE)内。在该项目中，选择曲线法将得到改进，以纳入WAIS冰芯的高分辨率连续流动分析(CFA)测量所得的多种化学测量结果，并将包括年度高峰选择质量的若干指标。该项目的智力优势在于，它将为多参数计数提供一种客观、可重复的方法，以支持最终的WAIS分年度分辨时间尺度的开发。这一能力将提高WAIS Divide和未来研究的时间尺度制定的速度和端到端的一致性。在次年度尺度上提取冰芯信息的能力有可能极大地丰富对过去气候制度的了解。这项工作将产生更广泛的影响，使社会受益，因为冰芯科学解决了与全球变暖、突然的气候变化和生物地球化学循环有关的关键问题，这将有助于为政策制定者提供信息。通过将客观、可重复的多参数计数工具纳入世界冰核研究所Divide的最终时间尺度发展战略，拟议的努力将减少对冰芯解释和气候变化科学中的主观性可能提出的不适当批评。拟议的分析软件将向广大社区提供，改善科学基础设施，并可用于非冰核应用。这个项目不需要在南极进行实地考察。