Design and implementation of Elasticsearch-based intelligent search for home shopping platform

Shengming Zhang; Zhihong Pan; Jinhong Chen; Jinghao Zhou; Weinan Wang; Donglin Wu; Shenyin Wan; Kangdong Chen

doi:10.1117/12.2685777

15 August 2023 Design and implementation of Elasticsearch-based intelligent search for home shopping platform

Shengming Zhang, Zhihong Pan, Jinhong Chen, Jinghao Zhou, Weinan Wang, Donglin Wu, Shenyin Wan, Kangdong Chen

Proceedings Volume 12719, Second International Conference on Electronic Information Technology (EIT 2023); 127191T (2023) https://doi.org/10.1117/12.2685777
Event: Second International Conference on Electronic Information Technology (EIT 2023), 2023, Wuhan, China

Abstract

The search function of shopping software is essential, and good recommendations can increase the user's desire to buy. The fuzzy search and image similarity search proposed in this paper is a new retrieval method built on Elasticsearch, which can speed up the search and improve the retrieval's correctness. Its support for various complex texts dramatically facilitates the development of this project. This search type is used in home shopping software to improve the user's comfort significantly. The text is developed and designed based on the Golang language, whose high concurrency and excellent library functions help implement the functionality extensively. The user side is presented as a WeChat applet, which lowers the threshold of use and increases the dependency of users. With Elasticsearch's support for multiple languages and its unique vector search and text embedding features, the system can train models such as Contrastive Language-Image Pretraining (CLIP) and Natural Language Processing (NLP) on different images and languages, improving the search's accuracy. For the model generated by the training, vector search is performed to achieve the purpose of the search, and finally, the search results are returned to the front-end applet page for exhibition.

Citation Download Citation

Shengming Zhang, Zhihong Pan, Jinhong Chen, Jinghao Zhou, Weinan Wang, Donglin Wu, Shenyin Wan, and Kangdong Chen "Design and implementation of Elasticsearch-based intelligent search for home shopping platform", Proc. SPIE 12719, Second International Conference on Electronic Information Technology (EIT 2023), 127191T (15 August 2023); https://doi.org/10.1117/12.2685777

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KEYWORDS

Elasticity

Education and training

Data processing

Fuzzy logic

Design and modelling

Image storage

Databases

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