Sinha Namrata Ieee Access Link 2021

: Once authors approve the proofs, the final fully formatted version permanently replaces the Early Access copy under the same DOI link. 2. Dissecting IEEE Access Metadata

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While specific details about Namrata Sinha's publications in IEEE Access are not provided here, researchers like her often focus on cutting-edge areas such as artificial intelligence, machine learning, cybersecurity, and the Internet of Things (IoT). These areas are crucial in driving innovation and addressing complex challenges in our increasingly interconnected world. sinha namrata ieee access link

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: The journal has a competitive acceptance rate of approximately 27% . These areas are crucial in driving innovation and

Introduction draft: Electric motors are a fundamental component of modern industrial systems, driving pumps, compressors, conveyors, and manufacturing equipment. Unplanned motor failures lead to costly downtime, reduced productivity, and safety risks. Early and accurate fault detection enables predictive maintenance strategies that reduce life-cycle costs and improve operational reliability. Traditional condition monitoring techniques rely on manual feature engineering from vibration or current signals, combined with classical classifiers such as support vector machines (SVMs) or decision trees. While effective in controlled settings, these methods often fail to generalize across different machines, loads, and noise conditions because handcrafted features may not capture complex fault signatures.

You can find the most recent publications by searching for "Namrata Sinha" on the IEEE Xplore Digital Library.