- 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
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。
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
United Arab Emirates - AI for Process Optimization in Manufacturing Operations
Qatar - AI for Process Optimization in Manufacturing Operations
Egypt - AI for Process Optimization in Manufacturing Operations
Saudi Arabia - AI for Process Optimization in Manufacturing Operations
South Africa - AI for Process Optimization in Manufacturing Operations
Brasil - AI for Process Optimization in Manufacturing Operations
Canada - AI for Process Optimization in Manufacturing Operations
中国 - AI for Process Optimization in Manufacturing Operations
香港 - AI for Process Optimization in Manufacturing Operations
澳門 - AI for Process Optimization in Manufacturing Operations
台灣 - AI for Process Optimization in Manufacturing Operations
USA - AI for Process Optimization in Manufacturing Operations
Österreich - AI for Process Optimization in Manufacturing Operations
Schweiz - AI for Process Optimization in Manufacturing Operations
Deutschland - AI for Process Optimization in Manufacturing Operations
Czech Republic - AI for Process Optimization in Manufacturing Operations
Denmark - AI for Process Optimization in Manufacturing Operations
Estonia - AI for Process Optimization in Manufacturing Operations
Finland - AI for Process Optimization in Manufacturing Operations
Greece - AI for Process Optimization in Manufacturing Operations
Magyarország - AI for Process Optimization in Manufacturing Operations
Ireland - AI for Process Optimization in Manufacturing Operations
Luxembourg - AI for Process Optimization in Manufacturing Operations
Latvia - AI for Process Optimization in Manufacturing Operations
España - AI for Process Optimization in Manufacturing Operations
Italia - AI for Process Optimization in Manufacturing Operations
Lithuania - AI for Process Optimization in Manufacturing Operations
Nederland - AI for Process Optimization in Manufacturing Operations
Norway - AI for Process Optimization in Manufacturing Operations
Portugal - AI for Process Optimization in Manufacturing Operations
România - AI for Process Optimization in Manufacturing Operations
Sverige - AI for Process Optimization in Manufacturing Operations
Türkiye - AI for Process Optimization in Manufacturing Operations
Malta - AI for Process Optimization in Manufacturing Operations
Belgique - AI for Process Optimization in Manufacturing Operations
France - AI for Process Optimization in Manufacturing Operations
日本 - AI for Process Optimization in Manufacturing Operations
Australia - AI for Process Optimization in Manufacturing Operations
Malaysia - AI for Process Optimization in Manufacturing Operations
New Zealand - AI for Process Optimization in Manufacturing Operations
Philippines - AI for Process Optimization in Manufacturing Operations
Singapore - AI for Process Optimization in Manufacturing Operations
Thailand - AI for Process Optimization in Manufacturing Operations
Vietnam - AI for Process Optimization in Manufacturing Operations
India - AI for Process Optimization in Manufacturing Operations
Argentina - AI for Process Optimization in Manufacturing Operations
Chile - AI for Process Optimization in Manufacturing Operations
Costa Rica - AI for Process Optimization in Manufacturing Operations
Ecuador - AI for Process Optimization in Manufacturing Operations
Guatemala - AI for Process Optimization in Manufacturing Operations
Colombia - AI for Process Optimization in Manufacturing Operations
México - AI for Process Optimization in Manufacturing Operations
Panama - AI for Process Optimization in Manufacturing Operations
Peru - AI for Process Optimization in Manufacturing Operations
Uruguay - AI for Process Optimization in Manufacturing Operations
Venezuela - AI for Process Optimization in Manufacturing Operations
Polska - AI for Process Optimization in Manufacturing Operations
United Kingdom - AI for Process Optimization in Manufacturing Operations
South Korea - AI for Process Optimization in Manufacturing Operations
Pakistan - AI for Process Optimization in Manufacturing Operations
Sri Lanka - AI for Process Optimization in Manufacturing Operations
Bulgaria - AI for Process Optimization in Manufacturing Operations
Bolivia - AI for Process Optimization in Manufacturing Operations
Indonesia - AI for Process Optimization in Manufacturing Operations
Kazakhstan - AI for Process Optimization in Manufacturing Operations
Moldova - AI for Process Optimization in Manufacturing Operations
Morocco - AI for Process Optimization in Manufacturing Operations
Tunisia - AI for Process Optimization in Manufacturing Operations
Kuwait - AI for Process Optimization in Manufacturing Operations
Oman - AI for Process Optimization in Manufacturing Operations
Slovakia - AI for Process Optimization in Manufacturing Operations
Kenya - AI for Process Optimization in Manufacturing Operations
Nigeria - AI for Process Optimization in Manufacturing Operations
Botswana - AI for Process Optimization in Manufacturing Operations
Slovenia - AI for Process Optimization in Manufacturing Operations
Croatia - AI for Process Optimization in Manufacturing Operations
Serbia - AI for Process Optimization in Manufacturing Operations
Bhutan - AI for Process Optimization in Manufacturing Operations
Nepal - AI for Process Optimization in Manufacturing Operations
Uzbekistan - AI for Process Optimization in Manufacturing Operations