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Beautiful forms and compositions are not made by chance: Exploring the efficacy of portable X-ray fluorescence to sort and source English lead glazed ceramics.

机译:绝非偶然地制作出精美的形式和成分:探索便携式X射线荧光技术对英国铅釉陶瓷进行分类和采购的功效。

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摘要

Advances in portable X-ray fluorescence (pXRF) technology have made it a viable option for the non-destructive exploration of the underlying chemical composition of ceramic artifacts for the purposes of classification. However, because the literature regarding the use of this instrument on historic artifacts is limited, it is necessary to begin with a broad scale exploratory assessment that might act as a jumping off point for future studies on this topic. Toward that end, this research uses a collection of British and Continental European ceramics ranging from 1650-1920, owned and curated by the Chipstone Foundation in Fox Point, WI, to explore the efficacy of using pXRF to sort and source those materials. The chemical patterns in the data are tested against the known provenance of these artifacts which has been pre-determined by ceramic experts and material culture analysts.;Of the 102 samples that have been tested, primary focus is given to items crafted in London and Staffordshire which account for the largest portion of artifacts in the dataset. Principle component analysis is used to better understand the underlying structure of the entire dataset to ultimately reduce the number of chemical variables to those that best distinguish each group. Using those particular chemical variables, a separate dataset of London and Staffordshire mean intensity readings is subjected to factor analysis which resulted in two components being identified. The calculated factor scores are incorporated into a binary logistic regression model to determine if the samples can be correctly sorted into their pre-established provenance categories. A second model that incorporates the year of production is also presented which shows an improved ability to classify those samples. These results are ultimately situated within the historic context of the pottery making industry in England which was highly influenced by the Industrial Revolution and developments in ceramic technology.
机译:便携式X射线荧光(pXRF)技术的进步,使其成为用于分类的陶瓷工件基本化学组成的无损探查的可行选择。但是,由于有关在历史文物上使用此仪器的文献有限,因此有必要从大规模的探索性评估入手,这可能是将来对该主题进行研究的起点。为此,本研究使用了威斯康星州Fox Point的Chipstone基金会拥有和策划的一系列1650-1920年英国和欧洲大陆陶瓷,以探索使用pXRF进行分类和采购这些材料的功效。数据中的化学模式根据陶瓷专家和材料文化分析师预先确定的这些人工痕迹的已知来测试。在已测试的102个样本中,主要重点是在伦敦和斯塔福德郡制作的物品。占数据集中工件最大部分。主成分分析用于更好地了解整个数据集的基础结构,从而最终将化学变量的数量减少到最能区分每个组的化学变量。使用这些特定的化学变量,对伦敦和斯塔福德郡平均强度读数的单独数据集进行因子分析,从而确定了两个成分。计算出的因子得分被合并到二元逻辑回归模型中,以确定是否可以将样本正确地分类到其预先确定的出处类别中。还提出了包含生产年份的第二个模型,该模型显示出对这些样品进行分类的增强功能。这些结果最终都位于英国制陶业的历史背景下,该行业受到工业革命和陶瓷技术发展的极大影响。

著录项

  • 作者

    Sarich, Steven J.;

  • 作者单位

    Michigan Technological University.;

  • 授予单位 Michigan Technological University.;
  • 学科 Archaeology.;European history.;Art history.;Materials science.
  • 学位 M.S.
  • 年度 2015
  • 页码 109 p.
  • 总页数 109
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:53:01

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