Advanced Signal Processing

Decomposition, Entropy, and Machine Learning

von Yuning Zhang, Chenxin Yang, Peng Luo, Heng Zhang

83 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

This brief explores advanced signal processing techniques, focusing on signal decomposition, entropy analysis, and machine learning, with applications in energy-related fields such as hydroturbines, wind turbines, and power grids. It provides a detailed overview of methods for signal denoising and pattern recognition, covering techniques like wavelet transform, empirical mode decomposition, permutation entropy, and deep learning models. Through real-world engineering case studies, the book demonstrates how these methods enhance data analysis, improve fault detection, and optimize system performance, making it a valuable resource for researchers, engineers, and students in signal processing and mechanical engineering.

• Reihe: SpringerBriefs in Energy
• ISBN: 9783032118530
• Sprache: Englisch
• Erscheinungsdatum: 14.01.2026
• Genre: Technik/Elektronik, Elektrotechnik, Nachrichtentechnik
• Verlag: Springer International Publishing