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Numerical correlation of speleothem stable isotope records using a genetic algorithm

机译:利用遗传算法对麻竹稳定同位素记录进行数值相关

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摘要

The correlation of geological records is commonly based on subjective and arbitrary interpretation by a researcher. Geological data are usually collected as a series on a depth scale, and then chronologies of the profiles are constructed. The correlation of geological records based on matching quality indicators requires an efficient method of searching for the best position. GenCorr is a software based on a genetic algorithm, for correlation of records with or without accompanying chronological control. Where their age information is available, points on both records may be moved in the range limited by the age uncertainties. GenCorr has been developed by the authors in Borland RAD Studio 2007 environment. The authors tested the impact of matched record length, noise level, sampling resolution, or additional linear components and hiatuses on the correlation results using artificial test data. Finally, the genetic algorithm was applied to stable isotope records obtained from two stalagmites collected from the Demianova Cave System (Low Tatras, Slovakia). The results show that the genetic algorithm correlation method is similar to that used in pattern recognition by the human eye without prior knowledge of the ages. The genetic algorithm is able to correlate in multidimensional space and is free from human biases, but we accept that there are also occasions where additional expert opinion may be also important. GenCorr can be run on every PC with MS Windows operating system, the package was not tested in Mac environment. GenCorr is available as a freeware from the authors. For downloading, please contact: dzeq@twarda.pan.pl. (C) 2016 Elsevier B.V. All rights reserved.
机译:地质记录的相关性通常基于研究者的主观和任意解释。地质数据通常是在深度范围内按系列收集的,然后构造剖面的时间顺序。基于匹配质量指标的地质记录的相关性需要一种寻找最佳位置的有效方法。 GenCorr是基于遗传算法的软件,用于在有或没有随时间顺序控制的情况下对记录进行关联。如果有年龄信息,则两条记录中的点都可以在不受年龄不确定性限制的范围内移动。 GenCorr由作者在Borland RAD Studio 2007环境中开发。作者使用人工测试数据测试了匹配的记录长度,噪声水平,采样分辨率或其他线性成分和中断对相关结果的影响。最后,将遗传算法应用于从Demianova洞穴系统(Low Tatras,斯洛伐克)收集的两个石笋获得的稳定同位素记录。结果表明,遗传算法的关联方法与人眼识别模式相似,没有年龄的先验知识。遗传算法能够在多维空间中建立关联,并且没有人为偏差,但是我们接受在某些情况下,其他专家的意见可能也很重要。 GenCorr可以在装有MS Windows操作系统的每台PC上运行,该软件包尚未在Mac环境中进行测试。作者可以免费获得GenCorr。要进行下载,请联系:dzeq@twarda.pan.pl。 (C)2016 Elsevier B.V.保留所有权利。

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