Predictive maintenance applications for machine learning

201755 citationsJournal Article

Authors

Brad Cline · PTC (Canada)

Radu Stefan Niculescu · PTC (Canada)

Duane Huffman · PTC (Canada)

Bob Deckel · PTC (Canada)

Abstract

Machine Learning provides a complementary approach to maintenance planning by analyzing significant data sets of individual machine performance and environment variables, identifying failure signatures and profiles, and providing an actionable prediction of failure for individual parts.

Topics & Keywords

Industrial Vision Systems and Defect Detection Non-Destructive Testing Techniques Machine Fault Diagnosis Techniques

Publication Details

DOI: 10.1109/ram.2017.7889679

Field-Weighted Citation Impact: 4.22

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Predictive maintenance applications for machine learning

Authors

Abstract

Topics & Keywords

Publication Details