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There used to be a problem with cigarette packaging in the tobacco industry, and an important factor is auxiliary materials. Such request signal-based methods entail a lot of time and manual effort resulting in disruptions and hence affecting the continuous production. This paper outlines enhancing an Auxiliary Material Early Request System with a real-time monitoring and early warning system in addition to an Automated Guided Vehicle System for efficient and automatic replenishing of the auxiliary materials. The system comprises four core modules: Real-Time Monitoring and Early warning, Automatic call System, Scheduling of AGV, and Real-Time Database. Due to such technological advancements as the Isolation Forest for anomaly detection and LSTM for consumption forecast, this system greatly increases efficiency, decreases labor input, and increases the productivity of cigarette packaging lines.

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Early Request System for Auxiliary Materials in Linked Feeding for Tobacco Packaging Units

  • 会议论文

  • 出版模式：

    开放获取

  • 发表日期：

    2026年

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  • Qi Xu,
  • Jie Li,
  • Meng Shu,
  • Haibin Yao,
  • Chengting Zhang,
  • Guorui Li,
  • Long Chen,
  • Haihua Lu,
  • Weilin Cao

摘要

There used to be a problem with cigarette packaging in the tobacco industry, and an important factor is auxiliary materials. Such request signal-based methods entail a lot of time and manual effort resulting in disruptions and hence affecting the continuous production. This paper outlines enhancing an Auxiliary Material Early Request System with a real-time monitoring and early warning system in addition to an Automated Guided Vehicle System for efficient and automatic replenishing of the auxiliary materials. The system comprises four core modules: Real-Time Monitoring and Early warning, Automatic call System, Scheduling of AGV, and Real-Time Database. Due to such technological advancements as the Isolation Forest for anomaly detection and LSTM for consumption forecast, this system greatly increases efficiency, decreases labor input, and increases the productivity of cigarette packaging lines.