Lessons from Deploying Predictive Analytics on Manufacturing Shop Floor

Alex Romriell, R. Niculescu, David Kessler, Tracey Kroll
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Abstract

Machine Learning techniques have been successfully deployed to provide advanced warning that certain errors are going to occur on a set of automated fiber placement (AFP) machines manufacturing high tech plane parts. This allows proactive actions to be taken to prevent unnecessary downtime and increase machine throughput.
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在制造车间部署预测分析的经验教训
机器学习技术已经成功地应用于制造高科技飞机零件的一组自动纤维放置(AFP)机器上,以提供某些错误即将发生的提前警告。这允许采取主动行动,以防止不必要的停机时间和提高机器吞吐量。
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