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

	Complex Discrete Manufacturing with ThingWorx Analytics ThingWorx (PTC)

Complex Discrete Manufacturing with ThingWorx Analytics

ThingWorx (PTC)

Technology Category	Analytics & Modeling - Machine Learning Analytics & Modeling - Predictive Analytics
Challenge	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. Read More
About Customer	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. Read More
Customer Name	Undisclosed Read More
Solution	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. Read More Log in to view content
Data Collected	Facility Health Status, Humidity, Production Efficiency, Temperature Read More Log in to view content
Contents

Technology Category

Analytics & Modeling - Machine Learning

Analytics & Modeling - Predictive Analytics

Challenge

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.

About Customer

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.

Customer Name

Undisclosed

Solution

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.

Data Collected

Facility Health Status, Humidity, Production Efficiency, Temperature

Impact #1	[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.
Impact #2	[Efficiency Improvement - Maintenance] Real-time status reports enable maintenance personnel to remotely diagnose the status of a device.
Impact #3	[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.

Impact #1

[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.

Impact #2

[Efficiency Improvement - Maintenance]
Real-time status reports enable maintenance personnel to remotely diagnose the status of a device.

Impact #3

[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.

Benefit #1	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.

Benefit #1

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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Overview

Complex Discrete Manufacturing with ThingWorx Analytics

Operational Impact

Quantitative Benefit