Composition Analysis and Identification of Ancient Glass Products

Authors

  • Kaijie Zhang
  • Ziwen Wang
  • Shaochen Yan

DOI:

https://doi.org/10.54097/hset.v39i.6630

Keywords:

Glass Composition Identification; Neural Network Algorithm; Random Forest Algorithm; K-Means Clustering Algorithm.

Abstract

During the weathering process of ancient glass, due to the large amount of exchange between the internal elements and the environmental elements, the composition ratio of the glass changes, which affects the correct judgment of its category. In this paper, statistical analysis and classification of known data are carried out, and K-means algorithm of random forest and unsupervised learning is adopted to analyze and identify the components of glass products, and reasonable prediction is made for unknown types of glass products.

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References

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Published

01-04-2023

How to Cite

Zhang, K., Wang, Z., & Yan, S. (2023). Composition Analysis and Identification of Ancient Glass Products. Highlights in Science, Engineering and Technology, 39, 695-701. https://doi.org/10.54097/hset.v39i.6630