Complex Discrete Manufacturing with ThingWorx Analytics

• 分析与建模 - 机器学习
• 分析与建模 - 预测分析

ABC 在利用收集到的数据时面临两个主要问题。一是所收集数据的规模、复杂性和差异性需要大量工时来处理和评估。二是由于数据科学分析的性质，实时数据无法投入使用。

ThingWorx Analytics 是一种自动执行高级预测分析的学习技术。该技术使用专有的人工智能和机器学习技术自动从数据中学习、发现模式、构建经过验证的预测模型，并将信息发送到几乎任何类型的应用程序或技术。

• [Efficiency Improvement - Maintenance]
  Cloud solutions enable aggregation of 'big data' to automatically detect patterns, anomalies, and flag machines for maintenance before downtime, manufacturing errors, or yield faults occurred.
• [Efficiency Improvement - Maintenance]
  Real-time status reports enable maintenance personnel to remotely diagnose the status of a device.
• [Data Management - Data Analysis]
  Data Mining, prognostics, diagnostics, and embedded intelligence are used to make ABB's production line smarter so that they can meet their customer's needs.

• ThingWorx Analytics was able to quickly analyze billions of points of information to determine that a particular failure pattern occurred when product line 2 was running operation 4467ANX when the ambient temperature was between 77 degree celsius and 79 degree celsius.