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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Rajendra S. Chaudhari

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Open access Jul 2026

Comparative Analysis of Time, Frequency, and Wavelet Features for Tool Condition Monitoring Using Machine Learning under Cross-Tool Validation

A systematic benchmarking analysis comparing time-domain, frequency-domain, wavelet-based, and hybrid feature sets for tool wear classification using the standard PHM 2010 Data Challenge dataset reveals two critical pitfalls for practical TCM design: feature selection techniques fail to improve accuracy, and standard s...

Neha Pradyumna Bora, Rajendra S. Chaudhari, Bhavana A. Khivsara et al. · 0 citations

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