Research on The Classification Models of Ancient Chinese Glass Based on K-means Clustering Algorithm
DOI:
https://doi.org/10.54097/hset.v62i.10447Keywords:
K-means, Glass Classification, Subcategories.Abstract
Ancient Chinese glass is mainly potassium glass and lead-barium glass. Based on the main chemical composition of potassium glass and lead-barium glass, a K-means clustering algorithm was used to establish classification coefficients to classify glass types at one level, with the classification condition being whether the classification coefficient ε was greater than 5/16, with greater than being potassium glass and less than being lead-barium glass. a clustering algorithm with a K value of 2 was then used to classify the same type of glass into subclasses, with potassium glass being classified as whether it contained Na2O and lead-barium glass being classified as the BaO content is greater than 20% and smaller.
Downloads
References
Di Jin, Zhang Wenli, Du Ying Pursuing the "Colorful Light" spanning thousands of years [N] Science and Technology Daily, 2021-09-03 (008).
Liu Yanyan. A Study on the Modeling Language of Boshan Coloured Glaze from the Perspective of Traditional Crafts [D]. Shandong Academy of Arts, 2022.
Zeng Weisheng. Looking at Ancient Chinese and Western Glassware and Its Cultural Differences from the Unearthed Glass of the Han Dynasty [J]. Journal of Gemology and Gemology (Chinese and English), 2022-24 (06): 84-92. DOI: 10.15964/j.cnki.027jgg.2022.06.008
Gan Fuxi. The origin and development of ancient Chinese glass [J]. Nature Journal, 2006 (04): 187-193+184.
Hongjiao Ma, Julian Henderson, Jianfeng Cui, Kunlong Chen, Glassmaking of the Qing Dynasty: A Review, New Data, and New Insights,
Advances in Archaeomaterials, Volume 1, Issue 1,2020, Pages 27-35, ISSN 2667-1360,
https://doi.org/10.1016/j.aia.2020.11.001.
Fu Xiufeng, Gan Fuxi. Research on the composition of a batch of ancient glass in southern and southwestern China based on multivariate statistical analysis [J]. Cultural Relics Protection and Archaeological Science, 2006, (04): 6-13.
Dong Junqing. Restudy on the origin and development of ancient Chinese glass technology [D]. Shanghai: University of the Chinese Academy of Sciences, 2020.
Cheng Junzhao, Xu Min, Feng Lei, Liu Hongyin, Li Chen, Guo Zuogang. Evaluation of power supply reliability level of distribution network based on GRA-Kmeans++ algorithm. [J/OL]. China Southern Power Grid Technology:1-9[2023-03-06].
Zeng Jianbang, Zhang Yueya, Zhang Zhuang, Shan Fengwu, Shen Zuying, Liu Xing. Fault identification method of electric vehicle power battery voltage inconsistency based on dynamic k-value K-means++clustering [J]. China Science: Technical Science, 2023,53 (01): 28-40
Zhang Yuqin, Liang Li, Zhang Jianliang, Feng Xiangdong. Big data clustering method based on improved K-means++and DBSCAN [J]. Foreign electronic measurement technology, 2022,41(09):40-46.
Chang Hongwei. A k-means based internal rating model for customer credit [J]. Information Systems Engineering, 2023 (03): 32-36.
Lu Jiajia. A Classification Model for Ancient Glass Based on Integrated Feature Selection and Random Forest [J/OL]. Journal of Silicate: 1-6 [2023-03-28]. DOI: 10.14062/j.issn.0454-5648.20220790.
Downloads
Published
Issue
Section
License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
