A study on the classification of ancient glassware based on K-means clustering algorithm
DOI:
https://doi.org/10.54097/hset.v22i.3391Keywords:
K-means, Cluster analysis, Glass classification.Abstract
In this paper, a mathematical model based on cluster analysis is developed for the composition of ancient glass products, and the classification rules of high potassium glass and lead-barium glass as well as the method of subclassing them are given. In this paper, scatter plots were used to screen out the chemical constituents in high potassium and lead-barium glasses that varied considerably at different sampling points. The contents of these chemical components were systematically clustered separately and the aggregation coefficient line graphs were plotted to obtain the number of classes of clusters. The K-means algorithm was then used to obtain a classification of high potassium glass into three categories using alumina content and lead-barium glass into two categories using barium oxide content. Finally, the model was subjected to reasonableness and sensitivity analysis, and the results showed that the sensitivity of the model was low.
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Chi, Shengchao, Zhang, Zhenyuan. Statistical and predictive analysis of drainage water quality characteristics of drainage tunnels based on normal test[J]. Northern Transportation,2021(02):88-91+94.
Huang Y. Research on the application of distance discrimination method in the classification of highway tunnel surrounding rock[J]. Resource Information and Engineering,2019,34(06):47-49.
PENG Xiaofeng, ZHANG Xuan, PENG Yan, HUANG Shunli, LIU Suhua, Aniyer Hailili, LI Rong. Screening of new quality lines of medium-length staple land cotton based on systematic clustering method[J]. Cotton Science,2022,44(04):26-32.
Liang Zhengyou,Wang Lu,Li Xuanang,Yang Feng. Multi-view point cloud alignment based on K-means ++[J]. Computers and Modernization,2022(02): 97-101.
Yu Qun, Huo Xiaodong, He Jian, Li Lin, Zhang Jianxin, Feng Yuyao. Trend prediction of power grid outage in China based on Spearman's correlation coefficient and system inertia[J/OL]. Chinese Journal of Electrical Engineering:1-12.
Yan Shaoqiang,Liu Weidong,Yang Ping,Wu Fengxuan,Yan Zhe. A variety of cluster sparrow search algorithms based on K-means clustering [J]. Journal of Beijing University of Aeronautics and Astronautics:1-13.
Zhang Yukun. Research on customer segmentation of e-commerce students based on K-Means cluster analysis[J]. Mall Modernization,2022, (08):33-35.
Wu B., Yu D.. Deep convolutional neural network-based classification and detection of mobile phone glass cover surface defects[J]. Software Engineering,2021,24(12):6-10.
Zhang Jian, Hao Nannan. Gemological classification and identification of meteorite glass[J]. Shandong Chemical Industry,2021,50(17):160-161.
Liu Z. X., Deng P. F., Pan S. H., Luo W. D., Zhang Shilin, Li Tao Ming. Classification and research status of fire resistant glass [J]. Guangzhou Chemical Industry,2021,49(15):16-18.
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