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DMAIC 4.0——用工业4.0技术革新精益六西格玛方法论

DMAIC 4.0 - innovating the Lean Six Sigma methodology with Industry 4.0 technologies

Production Planning and Control · 2025
被引 25 · 同刊同年前 1%
ABS 3

中文导读

本研究通过设计科学研究,将工业4.0技术融入DMAIC框架,开发并验证了包含42项任务的DMAIC 4.0框架及实施路线图,为制造业企业提升流程创新水平提供了实证支持。

Abstract

This study employs Design Science Research to integrate I4.0 technologies into the DMAIC (Define, Measure, Analyse, Improve, Control) framework, resulting in the development and evaluation of a novel DMAIC 4.0 framework and a practical roadmap. The research journey unfolds in three phases: Problem Identification, Solution Design, and Evaluation. Initially, expert interviews revealed significant limitations in current LSS practices and highlighted opportunities to leverage modern technologies. The second phase focused on designing an innovative framework. The final phase involved rigorous evaluation through action research and a Delphi study, refining the framework into a practical implementation roadmap. The DMAIC 4.0 framework includes 42 DMAIC tasks enhanced by I4.0 technologies. As the first empirically validated DMAIC 4.0 framework in academic literature, it stands out for its novelty, comprehensiveness, and detailed approach. The validation process through action research and a Delphi study demonstrated its effectiveness and applicability across various industries. The integration of DMAIC and I4.0 provides a rich set of tools, paving the way for future research to expand and validate the framework or transform it into an audit tool for organizations to assess their degree of innovation.

精益六西格玛工业4.0制造工程过程管理数据挖掘