基于数据驱动的离散制造行业经验知识库标准化实践研究

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Abstract： Discrete manufacturing enterprises often face knowledge and experience fragmentation，insuficient experience transfer，and high reuse costs.This paper proposes a standardization-oriented approach to build a digital experience knowledge base，therebyreconstructing corporate knowledge inheritance.The core methodology involves developing enterprise standards tounify knowledge clasificationand management processes; integrating information systems such as QMS，MES，and PLM to embed and interconnect knowledge across the entire “R&D-productionoperation-learning”value chain;and leveraging AI for deep integration and intelligent services.Thiscase breaks down organizational knowledge barriers，enables eficient experiencereuseand preventive management，anddelivers notable benefits—including a 35% improvement in production effciency， a 33% reduction in R&D cycle， and a product qualification rate above 99.95% . The case provides a replicable methodology and practical path for standardization construction in discrete manufacturing enterprises，establishes a benchmark forknowledge-experience management in the digital transformationofsmalland medium-sizedenterprisesin China，andhasbeenrecognizedbytheMinistryof Industryand Information TechnologyasaNational Model CaseofIntegrationof the DigitalandReal Economy. Keywords： standardization of experience knowledge base; discrete manufacturing; digital transformation

0引言

2021—2025年，我国重点支持专精特新“小巨人”企业发展，积极推进中小企业走专业化、精细化、特色化、新颖化高质量发展之路，专精特新政策显著提升了“小巨人”企业创新质量[-2]。（剩余7000字）