Research on Glass Classification Based on K-means Clustering and Decision Tree
DOI:
https://doi.org/10.54097/hset.v21i.3149Keywords:
Decision tree; K-means cluster analysis; A model for distinguishing the types of glass relicsAbstract
Ancient glass is very vulnerable to weather due to the influence of the burial environment, and its chemical composition proportion changes, which makes it impossible to correctly judge its category. In this paper, mathematical models are established based on decision tree and k-means clustering, respectively, to analyze the classification rules of high potassium glass and lead barium glass, and to find out the classification method for sub classification of the two types of glass. Finally, the mode of distinguishing the types of class cultural relics is established, which has guided significance for the identification of class cultural relics.
Downloads
References
Yang Yun, Song Qingyi, Yun Xinyu, Shi Wenqian, Shang Mengdan. Research on the extraction of knowledge points of glass relics based on Bilstm-CRF [J]. Journal of Shaanxi University of Science and Technology, 2022,40 (03): 179-184
Xue Lu Protection and Restoration of Glass Cultural Relics [C]//. Proceedings of the Seventh Annual Academic Conference of China Association for Cultural Relics Protection Technology, 2012: 89-92
Gan Fuxi. The Road of Glass and Jade -- Also on Sino foreign Cultural and Technical Exchanges of Silicate Cultural Relics before the Pre Qin Period [J]. Journal of Guangxi University for Nationalities (Natural Science Edition), 2009,15 (04): 6-17
http://www.mcm.edu.cn/html_cn/node/5267fe3e6a512bec793d71f2b2061497.html
Yu Qun, Huo Xiaodong, He Jian, Li Lin, Zhang Jianxin, Feng Yuyao. Prediction of the trend of power outage accidents in China's power grid based on Spearman correlation coefficient and system inertia [J]. Chinese Journal of Electrical Engineering: 1-12 [2022-09-24]
Li Meng, Bao Lei, Hu Yi, Cheng Song, Hu Xiaobo, Gao Ying. Implementation of online random number detection method based on chi square test [J]. Microelectronics, 2022,52 (03): 388-392
Qin Ruobing, Ma Hong. The trade and welfare effects of RCEP: a quantitative analysis based on a structural model [J]. Research on Quantitative Economy, Technical Economy, 2022,39 (09): 26-49
Zhang Qian, Yao Lu, Yu Jie. The value of decision tree model based on ultrasound signs in diagnosing breast space occupying lesions and differentiating tumor properties [J]. Chinese Journal of Cancer Clinical and Rehabilitation, 2022,29 (12): 1464-1467
Chen Wenshan, Qian Jun, Chen Yun, Zhao Tiantian. Application of decision tree model in the management of TCM treatment of anorectal surgery patients [J]. Journal of TCM Management, 2022,30 (16): 218-220
Pu Huizhong. Application of K-means clustering analysis algorithm in artificial intelligence+personalized learning system [J]. Intelligent Computer and Application, 2022,12 (08): 152-156
Downloads
Published
Issue
Section
License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
How to Cite
