Course Code: digitaltwins
Duration: 21 hours
Prerequisites:
  • 对系统建模或工业运作的理解
  • 具备Python或类似程式语言的经验
  • 熟悉数据整合概念

受众

  • 数位转型领导者
  • 工厂IT人员
  • 数据架构师
Overview:

数位孪生是物理系统的虚拟复制品,通过即时数据和AI驱动的智能进行增强。

这门由讲师指导的培训(线上或线下)面向中级专业人士,旨在使用即时数据和基于AI的洞察来构建、部署和优化数位孪生模型。

在培训结束时,参与者将能够:

  • 理解数位孪生的架构和组件。
  • 使用模拟工具来建模复杂的系统和环境。
  • 将即时数据流集成到虚拟模型中。
  • 应用AI技术进行预测行为和异常检测。

课程形式

  • 互动式讲座和讨论。
  • 大量练习和实践。
  • 在实时实验室环境中进行实践操作。

课程定制选项

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

数位孪生简介

  • 数位孪生的概念与演进
  • 在制造、能源和物流中的应用案例
  • 数位孪生的架构与生命周期

系统建模与模拟

  • 使用Simulink进行动态系统建模
  • 基于物理与数据驱动的建模
  • 使用Unity进行系统视觉化

即时Data Integration

  • 使用MQTT和OPC-UA进行连线
  • 使用Node-RED进行数据串流
  • 将感测器和机器数据导入孪生体

数位孪生中的AI与Machine Learning

  • 整合AI模型进行预测与优化
  • 使用TensorFlow或PyTorch处理即时数据
  • 基于模拟输出训练模型

视觉化与仪表板

  • 设计用于孪生体监控的使用者介面
  • 3D与2D视觉化选项
  • 具即时洞察的自定义仪表板

案例研究:构建数位孪生原型

  • 端到端的制造资产孪生体设计
  • 数据整合与机器学习设置
  • 在模拟环境中部署与测试

维护与扩展数位孪生

  • 生命周期管理与更新
  • 互操作性与标准
  • 扩展至多个资产或流程

总结与下一步

Sites Published:

United Arab Emirates - Building Digital Twins with AI and Real-Time Data

Qatar - Building Digital Twins with AI and Real-Time Data

Egypt - Building Digital Twins with AI and Real-Time Data

Saudi Arabia - Building Digital Twins with AI and Real-Time Data

South Africa - Building Digital Twins with AI and Real-Time Data

Brasil - Building Digital Twins with AI and Real-Time Data

Canada - Building Digital Twins with AI and Real-Time Data

中国 - Building Digital Twins with AI and Real-Time Data

香港 - Building Digital Twins with AI and Real-Time Data

澳門 - Building Digital Twins with AI and Real-Time Data

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USA - Building Digital Twins with AI and Real-Time Data

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Morocco - Building Digital Twins with AI and Real-Time Data

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Nepal - Building Digital Twins with AI and Real-Time Data

Uzbekistan - Building Digital Twins with AI and Real-Time Data