黑龙江科学2024,Vol.15Issue(24) :102-105.

古代玻璃文物鉴别和分类问题的统计分析

Statistical Analysis of the Identification and Classification of Ancient Glass Cultural Relics

彭丽红 王颖梁 唐玥 雷亿辉
黑龙江科学2024,Vol.15Issue(24) :102-105.

古代玻璃文物鉴别和分类问题的统计分析

Statistical Analysis of the Identification and Classification of Ancient Glass Cultural Relics

彭丽红 1王颖梁 1唐玥 1雷亿辉1
扫码查看

作者信息

  • 1. 吉首大学数学与统计学院,湖南吉首 416000
  • 折叠

摘要

古代玻璃文物由于存放时间过长,其化学成分必然发生变化,甚至导致原貌无法辨认,因此运用科学的统计方法进行分析和鉴别具有重要的意义.以54件玻璃文物为研究对象,选取其化学成分含量、纹饰和颜色等指标,运用卡方独立性检验来探讨影响玻璃文物表面风化的因素,发现文物的表面风化与其玻璃类型的相关性较强,而与纹饰、颜色的相关性弱.为精确判断文物类别,提出了一种基于学习向量量化(LVQ)网络的玻璃文物鉴别方法,利用系统聚类法对两类玻璃进行亚分类,将高钾玻璃分为高硅类高钾玻璃、高钾类高钾玻璃及高钙类高钾玻璃,将铅钡玻璃分为高硅类铅钡玻璃和高铅类铅钡玻璃.

Abstract

The storage duration of ancient glass cultural relics is too long storage,their chemical composition will inevitably change,and even the original appearance can not be identified,so it is of great significance to use scientific statistical methods to analyze and identify their composition.54 glass cultural relics are taken as the research objects.The chemical composition content,ornamentation and color of the glass cultural relics are selected.And the Chi-square independence test is used to explore the influencing factors of the surface weathering of glass cultural relics.It is found that the surface weathering of cultural relics has a strong correlation with the type of glass,but a weak correlation with the decoration and color.Then,in order to accurately judge the category of cultural relics,a method for identifying glass cultural relics based on Learning Vector Quantization(LVQ)network is proposed.Finally,the systematic clustering method is used to subclassify the two types of glasses,and the high-potassium glasses are divided into high-silicon high-potassium glasses,high-potassium high-potassium glasses and high-calcium high-potassium glasses.The lead barium glass is divided into high-silicon lead-barium glass and high-lead-type lead-barium glass.

关键词

独立性检验/LVQ网络/系统聚类法/玻璃文物

Key words

Independence test/LVQ network/Systematic clustering/Glass relics

引用本文复制引用

出版年

2024
黑龙江科学
黑龙江省科学院

黑龙江科学

影响因子:1.014
ISSN:1674-8646
段落导航相关论文