Using machine learning to understand manufacturing control issues

B. L. Whitehall, B. Fulkerson, J. Hall, S. Lu
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Abstract

The authors describe how machine learning can be used to help departmental supervisors to operate a factory as an integrated system. The feasibility of predicting potential problems on the shop floor using symbolic machine learning and neural networks is demonstrated with simulated data of a single department, paint system, and final assembly line. Rules of operation implicit in the simulation model were identified by both methods.<>
使用机器学习来理解制造控制问题
作者描述了如何使用机器学习来帮助部门主管将工厂作为一个集成系统来运营。利用符号机器学习和神经网络预测车间潜在问题的可行性,通过单个部门、油漆系统和最终装配线的模拟数据进行了验证。两种方法都能识别出仿真模型中隐含的操作规则。
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