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Lifecycle-aware knowledge graphs with human-in-the-loop agentic retrieval for automotive manufacturing

delete2026-08-11
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OA
AI
C
Chao Yang
Y
Ying Liu *
H
Hao Dong
P
Peixing Zhang
J
Jinzhi Lu
B
Bing Zhu
R
Risto Ojala
K
Kari Tammi
DOI:10.1016/j.aei.2026.105122delete
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Abstract

Abstract

En 中文
• Lifecycle-aware graph schema unifies cross-domain automotive data. • Complexity-adaptive decomposition enables complex multi-hop graph reasoning. • Human-in-the-loop agentic framework ensures deterministic graph queries.
Keywords:
Automotive manufacturing
Knowledge graph
Large language models
Human-in-the-loop
Agentic retrieval
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Advanced Engineering Informatics cover
Advanced Engineering Informatics
IF:
9.9
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1.7W

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A
aalto university
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E
eth zürich
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B
Beihang University
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J
Jilin University
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