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Amarnath Muniyappa on Muck Rack

Amarnath Muniyappa

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Articles

Ensemble Deep Learning for Wear Particle Image Analysis

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By Ronit V. Shah, Naveen Venkatesh Sridharan, Tapan K. Mahanta, Amarnath Muniyappa
| MDPI
1. Introduction The integration of machine learning (ML) techniques offers the potential to revolutionize lubricant oil or wear particle image analysis, thus potentially contributing to lubrication interval decisions and enhancing equipment longevity and operational efficiency [1]. ML, a subset of artificial intelligence (AI), equips systems with the ability to autonomously learn from data and improve their performance over time [2].
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