Research on the Analysis and Identification Model of Ancient Glass Composition Based on SVM Algorithm

Zhi Tan; Luyang Wang; Shuai Cao; Haipeng Xu; Jiacheng Xu

doi:10.54097/hset.v41i.6844

Authors

Zhi Tan
Luyang Wang
Shuai Cao
Haipeng Xu
Jiacheng Xu

DOI:

https://doi.org/10.54097/hset.v41i.6844

Keywords:

SVM, glass composition, classification study.

Abstract

In this paper, for the problem of classification and identification of ancient glass objects, a prediction model based on mean processing of monitoring point data, a classification model of cultural relics, and a chemical composition analysis and identification model are established by means of chi-square test and spectral clustering, and the SVM algorithm is used to study the classification and identification methods of cultural relics.

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References

Li Mo. Preparation of Fionce Products and Research on Lead-Barium Glass in the Warring States, Qin and Han Period [D]. Beijing: Beijing University of Chemical Technology, 2014: 81-82.

Guan Shanming. Ancient Chinese Glass [M]. Hong Kong: Chinese University of Hong Kong Heritage Museum, 2001: 8-11.

Wu Zongdao, Zhou Fuzheng, Shi Meiguang. A preliminary study on the microscopic morphology and composition of several ancient glasses and their weathering [J]. Journal of Electron Microscopy. 1986, 4: 65-75.

Jiang Qiyuan, Xie Jinsing, Ye Jun. Mathematical models [M]. 5th edition. Higher Education Press,2018.

Shoukui Si, Zhaoliang Sun. Mathematical modeling algorithms and applications [M]. 2nd edition. National Defense Industry Press, 2019.

Gan Fu Xi, Cheng Huan Sheng, Li Qing Hui. The origin of ancient Chinese glass--the earliest ancient glass research in China [J]. Chinese Science. 2007(3): 382-391.

Wang Jie, Li Mo, Ma Qinglin, Zhang Zhiguo, Zhang Meifang, Wang Julin. A study on the weathering of an octagonal lead-barium glassware of the Warring States period [J]. Glass and Enamel, 2014, 42(2): 6-13.

Li Qinghui, Gan Fuxi, Gu Donghong. Several issues on the study of ancient Chinese glass [J]. Studies in the History of Natural Sciences, 2007, 26(2): 234-247.

Wang, Chengxian, Tao, Ying. Weathering of silicate glasses [J]. Journal of Silicates, 2003(1): 78-85.

Chen Chunhuang. Development of a new intelligent garbage classification system based on TensorFlow [J]. Modern Industrial Economics and Informatization, 2021, 11(12): 45-46+49.