Empowering knowledge graphs with hybrid retrieval-augmented generation for the intelligent mix scheme of mass concrete

To achieve precise multi-objective mix design of dam concrete-targeting strength, durability, and crack resistance-this study proposes a Dam Concrete Mix Proportioning intelligent generation System (DCMPS) based on a Retrieval-Augmented Generation (RAG) framework. Firstly, a total of 1723 mix propor...

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Bibliografiske detaljer

Principais autores:	Yuqing Shang, Zhijiang Ke, Peng Lin, Qianhui Ren, Wenshan Zhang, Xiongwu Wang, Xiaotao Li, Fuyuan Gong, Shiqi Wang, Baofa Wang, Zhengkui Xu, Minglun Sun, Shunli Tan
Format:	Artigo
Sprog:	Inglês
Udgivet:	Elsevier 2025-12-01
Serier:	Case Studies in Construction Materials
Fag:	Mixture design Knowledge graph Large language model Retrieval-augmented generation Semantic retrieval
Online adgang:	http://www.sciencedirect.com/science/article/pii/S2214509525007776
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