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Updated: Jan 13, 2026

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在注射成型中使用基于LSTM的时间序列模型监测聚合物融稳定性

Pedro Costa1, Sílvio Priem Mendes1,2, Paulo Loureiro1,2

  • 1School of Technology and Management, Polytechnic University of Leiria, 2411-901 Leiria, Portugal.

Polymers
|January 10, 2026
PubMed
概括

本研究引入了使用长短期记忆 (LSTM) 模型的数据驱动框架,用于在注塑中早期检测聚合物融不稳定性. 该系统在缺陷出现之前就能识别工艺漂移,从而能够主动调整并减少废弃物.

关键词:
这是LSTM的LSTM.数据驱动的解决方案缺陷预测 缺陷预测注塑成型是指注射成型的产品.实际生产数据实际生产数据

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