A multi-source information fusion method for seismic impact analysis of cultural relics based on knowledge graph

Lin He; Mengting Gong; Huiying Qu; Xiaofei Yang

doi:10.1117/12.3008798

27 October 2023 A multi-source information fusion method for seismic impact analysis of cultural relics based on knowledge graph

Lin He, Mengting Gong, Huiying Qu, Xiaofei Yang

Author Affiliations +

Proceedings Volume 12922, Third International Conference on Electronics, Electrical and Information Engineering (ICEEIE 2023); 129222F (2023) https://doi.org/10.1117/12.3008798
Event: The Third International Conference on Electronics, Electrical and Information Engineering (ICEEIE 2023), 2023, Xiamen, China

Abstract

Earthquakes are a major threat to the conservation of cultural relics, and how to accurately assess the impact of earthquakes on cultural relics in collections has become an important issue in the field of conservation. Traditional methods for assessing the seismic damage of cultural relics are mostly based on experimental data or structural dynamics theory, which cannot truly reflect the seismic damage of cultural relics. This paper proposes a method for analyzing the impact of seismic damage to cultural relics based on the fusion of multi-source information. Firstly, this paper is oriented to the real earthquake damage historical data of cultural relics using two-way long and short-term memory network to obtain the characteristics of the earthquake damage data and using convolutional neural network to obtain the local characteristics of the data, and then using classifiers to obtain the entities and relationships contained in the earthquake damage data. Secondly, based on the obtained dataset, through multi-source information fusion and correlation analysis among the data, the seismic impact dataset of the collection can be used for the research of seismic impact analysis of the collection. Finally, relying on the knowledge of seismic impact of cultural relics, we construct a mapping of seismic impact factors of cultural relics in the collection. This provides data support and basis for subsequent research on the quantification of the impact of seismic damage to cultural relics in collections and research on the risk assessment model for seismic damage to cultural relics in collections.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

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Lin He, Mengting Gong, Huiying Qu, and Xiaofei Yang "A multi-source information fusion method for seismic impact analysis of cultural relics based on knowledge graph", Proc. SPIE 12922, Third International Conference on Electronics, Electrical and Information Engineering (ICEEIE 2023), 129222F (27 October 2023); https://doi.org/10.1117/12.3008798

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KEYWORDS

Earthquakes

Analytical research

Cultural studies

Information fusion

Feature extraction

Data modeling

Data storage

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