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ThingWorx (PTC) Case Studies Complex Discrete Manufacturing with ThingWorx Analytics

Complex Discrete Manufacturing with ThingWorx Analytics

ThingWorx (PTC)
Complex Discrete Manufacturing with ThingWorx Analytics
Complex Discrete Manufacturing with ThingWorx Analytics
Complex Discrete Manufacturing with ThingWorx Analytics
Complex Discrete Manufacturing with ThingWorx Analytics
Complex Discrete Manufacturing with ThingWorx Analytics
Equipment & Machinery
Discrete Manufacturing
Factory Operations Visibility & Intelligence

ABC faced two major issues when utilizing the data collected. One is the size, complexity, and disparity of the data collected would take lot of man-hours to process and evaluate. Two is real-time data cannot be put into use due to the nature of data science analysis.

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ABC Manufacturing operates 27 global manufacturing facilities, strategically located throughout the world, to provide direct support and services in close proximity to our international customers.

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ThingWorx Analytics is a learning technology that automates advanced and predictive analytics. The technology uses proprietary artificial intelligence and machine learning technology to automatically learn from data, discover patterns, build validated predictive models, and send information to virtually any type of application or technology.

 

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Facility Health Status, Humidity, Production Efficiency, Temperature
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IOT
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Cutting Edge (technology has been on the market for < 2 years)
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Data Aggregation - 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.

Remote Device Diagnostics - Real-time status reports enable maintenance personnel to remotely diagnose the status of a device.

Data Analytics - 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.

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