The CPM with FFT DAQ System.

<div><p>In modern centrifugal pump machines (CPM), a data acquisition system encompassing software- hardware interfacing is essential for parameter recording. The quality of recorded data plays a crucial role and directly influences the data transformation phase in machine learning (ML)...

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Bibliographic Details
Main Author:	Gaurav Sandeep Dave (21519884) (author)
Other Authors:	Amar Pradeep Pandhare (21519887) (author), Atul Prabhakar Kulkarni (21519890) (author), Dhananjay Vasant Khankal (21519893) (author)
Published:	2025
Subjects:	Science Policy Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Chemical Sciences not elsewhere classified Information Systems not elsewhere classified sensor fusion technology model performance relies hypothesis testing validates derive actionable insights critical performance metrics applying appropriate methodologies operational efficiency based transform raw data innovative data techniques data &# 8217 facilitating predictive maintenance centrifugal pump optimization artificial intelligence models recorded data plays deep learning algorithms data transformation phase data recorded deep learning cpm based validated data data science data cleaning cpm data machine learning xlink "> valuable resource subsequent modeling parameter recording paper emphasizes minimizing downtime informed decision hardware interfacing feature engineering fe ), f1 score ensuring reliability directly influences depth analysis crucial role cpm ), ai models 180 seconds
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The CPM with FFT DAQ System.

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