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JKSPE : Journal of the Korean Society for Precision Engineering

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스마트 유지보수를 위한 문서 계층 구조 추출과 로컬 LLM 다단계 변환을 활용한 정비교범의 S1000D 모듈화

엄주명1orcid , 안영우2, 이승욱3, 허선웅3, 서영탁3

S1000D Modularization of Legacy Maintenance Manuals Using Stylebased Hierarchy Extraction and Multi-step Transformation with a Local LLM

Jumyung Um1orcid , Youngwoo An2, Seung Uk Lee3, Seon Ung Heo3, Yeong Tak Seo3
JKSPE 2026;43(6):551-557. Published online: June 1, 2026
1경희대학교 산업경영공학과
2경희대학교 실감AX융합학과
3한화시스템즈

1Department of Industrial & Management System Engineering, Kyung Hee University
2Department of XR-AI Convergence, Kyung Hee University
3Hanwha systems
Corresponding author:  Jumyung Um, Tel: +82-31-201-5443, 
Email: jayum@khu.ac.kr
Received: 7 April 2026   • Revised: 17 April 2026   • Accepted: 7 May 2026
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As smart factories evolve, maintenance manuals need to be transformed from static documents into machine-readable and reusable digital assets. However, many legacy manuals are still in unstructured formats, such as Hangul word-processor files, which complicates their updating, reusability, and adaptability to changing product configurations. This paper presents a framework for converting these legacy manuals into S1000D-based documents. It combines style-based hierarchy extraction with rule-guided multi-step transformation using a local large language model (LLM). First, the style information within the Korean documents is analyzed to identify the hierarchical structure of the manual and extract content at various document levels. Next, this extracted content is converted into S1000D XML modules through the local LLM, utilizing category-specific rule files, XML tag definitions, and example templates. To enhance structural consistency and minimize errors, different prompts and rule sets are applied based on the document hierarchy level.A case study involving a maintenance manual for a high-angle limit switch module demonstrates that the proposed method can maintain document structure while generating reusable S1000D-style outputs from legacy technical documents. This approach lays a practical foundation for creating continuously updatable and context-reconfigurable maintenance guidance in smart manufacturing environments.

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S1000D Modularization of Legacy Maintenance Manuals Using Stylebased Hierarchy Extraction and Multi-step Transformation with a Local LLM
J. Korean Soc. Precis. Eng.. 2026;43(6):551-557.   Published online June 1, 2026
Download Citation

Download a citation file in RIS format that can be imported by all major citation management software, including EndNote, ProCite, RefWorks, and Reference Manager.

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S1000D Modularization of Legacy Maintenance Manuals Using Stylebased Hierarchy Extraction and Multi-step Transformation with a Local LLM
J. Korean Soc. Precis. Eng.. 2026;43(6):551-557.   Published online June 1, 2026
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