Knowledge-Driven Manufacturing Process Innovation: A Case Study on Problem Solving in Micro-Turbine Machining.

Micromachines (Basel)

Key Laboratory of Road Construction Technology and Equipment of MOE, School of Construction Machinery, Chang'an University, Xi'an 710064, China.

Published: November 2021

AI Article Synopsis

  • - Micromachining techniques are essential in industries like aerospace and automotive, but their complex, high-precision manufacturing often faces significant challenges in production efficiency.
  • - The paper proposes a comprehensive knowledge-based framework to help process planners enhance micromachining innovation, introducing a Machining Process Innovation Knowledge (MPIK) system that connects various knowledge resources.
  • - A case study on micro-turbine machining demonstrates how the MPIK-driven approach can effectively solve specific manufacturing problems and support innovation in machining processes.

Article Abstract

Micromachining techniques have been applied widely to many industrial sectors, including aerospace, automotive, and precision instruments. However, due to their high-precision machining requirements, and the knowledge-intensive characteristics of miniaturized parts, complex manufacturing process problems often hinder production. To solve these problems, a systematic scheme for structured micromachining process problem solving and an innovation support system is required. This paper presents a knowledge-based holistic framework that enables process planners to achieve micromachining innovation design. By analyzing innovation design procedures and available knowledge sources, an open multi-source Machining Process Innovation Knowledge (MPIK) acquisition paradigm is presented, including knowledge units and a knowledge network. Further, a MPIK network-driven structured process problem-solving and heuristic innovation design method was explored. Subsequently, a knowledge-driven heuristic design system for machining process innovation was integrated in the Computer-Aided Process Innovation (CAPI) platform. Finally, a case study involving specific process problem-solving and innovation scheme design for micro-turbine machining was studied to validate the proposed approach.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8625213PMC
http://dx.doi.org/10.3390/mi12111357DOI Listing

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