Course Code: aipomo
Duration: 21 hours
Prerequisites:
  • 了解制造流程或运营管理
  • 具备数据分析或基于Excel的报告经验
  • 对编程或脚本有基本了解

受众

  • 流程工程师
  • 工厂主管
  • Lean六西格玛专业人员
Overview:

AI 用于流程优化是将机器学习和数据分析应用于提升制造运营的效率、品质和产能。

这项由讲师指导的培训(线上或线下)针对希望应用 AI 技术来简化运营、减少停机时间并支持持续改进计划的中级制造专业人员。

培训结束时,参与者将能够:

  • 理解与制造优化相关的 AI 概念。
  • 收集并准备生产数据以进行分析。
  • 应用机器学习模型来识别瓶颈并预测故障。
  • 可视化并解释结果,以支持数据驱动的决策。

课程形式

  • 互动式讲座与讨论。
  • 大量练习与实践。
  • 在实时实验室环境中进行动手实作。

课程定制选项

  • 如需为此课程请求定制培训,请联系我们安排。
Course Outline:

制造业中的AI简介

  • 智能制造与工业4.0的趋势
  • AI在运营中的用例概述
  • 关键绩效指标和KPI

数据收集与准备

  • 制造业数据来源(传感器、PLC、MES)
  • 清洗与格式化时间序列数据
  • 使用Pandas和Jupyter进行预处理

描述性与诊断性分析

  • 数据探索与可视化
  • 相关性分析与根本原因识别
  • 使用Power BI创建自定义仪表板

Machine Learning用于流程优化

  • 监督学习与无监督学习
  • 聚类用于模式发现
  • 回归与分类用于预测

AI用于预测性维护与质量

  • 异常检测与预测性警报
  • 故障预测模型
  • 通过模型洞察提升产品质量

实时分析与反馈循环

  • 流数据与实时处理
  • 与SCADA/MES系统集成
  • 用于自动流程调整的反馈

案例研究与顶点项目

  • 实际数据集的动手分析
  • 设计与验证优化模型
  • AI驱动改进计划的最终展示

总结与下一步

Sites Published:

United Arab Emirates - AI for Process Optimization in Manufacturing Operations

Qatar - AI for Process Optimization in Manufacturing Operations

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