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Big Data Analytics for Industry 4.0 Predictive Manufacturing

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Big Data Analytics for Industry 4.0 Predictive Manufacturing

Under Industry 4.0, big data analytics is useful in predictive manufacturing and is a major theme for industrial technology development. To assist manufacturers in maintaining a competitive edge in operational management control and in improving their production efficiency and yield rates, ITRI has developed a big data analytics solution with integrated ensemble learning capability. An advanced machine learning algorithm analyzes process data collected from production systems to provide early warning for anomalies and system failures and to predict product quality. An accuracy of up to 100% and false alarm rates of less than 6.58% have been achieved in the prediction of next-run failure of components along the line. The algorithm also achieves 100% accuracy and 3.51% false alarm rate in predicting the quality (Go/No Go) of the workpiece next in line. This intelligent solution for the manufacturing sector can nurture information service providers’ capacities in big data analytics. It is also suitable for the epitaxial process and a wide range of semiconductor and machining applications.

Big Data Analytics for Industry 4.0 Predictive Manufacturing
Big Data Analytics for Industry 4.0 Predictive Manufacturing