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MODERN TUNNELLING TECHNOLOGY 2023, Vol. 60 Issue (1) :66-75    DOI:
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Design and Development of the Shield Construction Assistant Decision-making System Based on the Knowledge Graph
(1. SILC Business School, Shanghai University, Shanghai 201800; 2. SHU-SUCG Research Center of Building Industrialization,Shanghai University, Shanghai 200072; 3. Shanghai Tunnel Engineering Co., Ltd., Shanghai 200232)
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Abstract The literatures and case reports of shield construction are utilized to design a shield construction assistant decision-making system based on the knowledge graph for the purpose of guiding engineering and technical personnel to make shield construction decisions. On the basis that a standard lexicon of shield construction is created, the knowledge graph ontology architecture of shield construction is proposed. The Chinese word segmentation model method combining BiLSTM and rules is employed to semi-automatically extract engineering case knowledge derived from papers and special reports and construct the extensible shield construction knowledge graphs. On this basis, a recommended algorithm for shield construction decision making is designed and developed according to the subgraph similarity characteristics of knowledge graph node weights to offer solutions and reference schemes for actual problems encountered during shield tunnel construction and ensure successful construction.
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HU Min1
2 HU Xingchen1
2 SONG Yun3 QIANG Pei3
Keywords： Shield construction   Recommendation   Knowledge graph   Assistant decision making   Ontology     
Abstract： The literatures and case reports of shield construction are utilized to design a shield construction assistant decision-making system based on the knowledge graph for the purpose of guiding engineering and technical personnel to make shield construction decisions. On the basis that a standard lexicon of shield construction is created, the knowledge graph ontology architecture of shield construction is proposed. The Chinese word segmentation model method combining BiLSTM and rules is employed to semi-automatically extract engineering case knowledge derived from papers and special reports and construct the extensible shield construction knowledge graphs. On this basis, a recommended algorithm for shield construction decision making is designed and developed according to the subgraph similarity characteristics of knowledge graph node weights to offer solutions and reference schemes for actual problems encountered during shield tunnel construction and ensure successful construction.
Keywords： Shield construction,   Recommendation,   Knowledge graph,   Assistant decision making,   Ontology     
Cite this article:   
HU Min1, 2 HU Xingchen1, 2 SONG Yun3 QIANG Pei3 .Design and Development of the Shield Construction Assistant Decision-making System Based on the Knowledge Graph[J]  MODERN TUNNELLING TECHNOLOGY, 2023,V60(1): 66-75
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