Advanced Signal Processing: Decomposition, Entropy, and Machine Learning
暫譯: 進階信號處理：分解、熵與機器學習

Zhang, Yuning, Yang, Chenxin, Luo, Peng

Advanced Signal Processing: Decomposition, Entropy, and Machine Learning
  • 出版商: Springer
  • 出版日期: 2026-01-03
  • 售價: $2,470
  • 貴賓價: 9.5 折 $2,347
  • 語言: 英文
  • 頁數: 83
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3032118530
  • ISBN-13: 9783032118530
  • 相關分類: Machine Learning

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

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.

商品描述(中文翻譯)

這本簡介探討了先進的信號處理技術，重點在於信號分解、熵分析和機器學習，並應用於與能源相關的領域，如水輪機、風力發電機和電力網。它提供了信號去噪和模式識別方法的詳細概述，涵蓋了小波變換（wavelet transform）、經驗模態分解（empirical mode decomposition）、排列熵（permutation entropy）和深度學習模型（deep learning models）等技術。通過真實的工程案例研究，本書展示了這些方法如何增強數據分析、改善故障檢測和優化系統性能，使其成為信號處理和機械工程領域研究人員、工程師和學生的寶貴資源。

作者簡介

Yuning Zhang is mainly engaged in the research of fault diagnosis, intelligent operation and maintenance of hydropower units, big data analysis, and health status management of wind turbines. He has published over 100 journal papers as leading author or corresponding author and 2 Springer briefs. He serves as an editorial board member of the IET Renewable Power Generation and the Journal of Hydrodynamics. He has hosted 3 conferences as chairman and delivered 27 invited talks.

Chenxin Yang research is mainly focused on signal analysis of pump turbines and wind turbines. He has published 5 journal papers. He has received the first prize of Science and Technology Innovation from the China Electricity Council in 2024.

Peng Luo conducts research on electricity production and renewable energy. He has participated in and completed 15 research projects. He has delivered 37 patents. He has received many awards from State Grid Corporation of China, China Enterprise Confederation, Gansu Province, etc.

Heng Zhang is mainly engaged in the research of signal analysis of energy systems. As a first/corresponding author, he has published more than 50 SCI research papers. He has received many prizes from the China Petrochemical Association and the Science and Technology Award of the National Film Industry Association. One of his papers was selected as an excellent paper by the China Society of Electrical Engineering.

作者簡介(中文翻譯)

張宇寧主要從事水電機組的故障診斷、智能運行與維護、大數據分析以及風力發電機的健康狀態管理研究。他作為第一作者或通訊作者發表了超過100篇期刊論文及2本Springer簡報。他擔任IET可再生能源發電期刊和《水動力學期刊》的編輯委員會成員。他主持過3場會議並擔任主席，並發表了27場邀請演講。

楊晨鑫的研究主要集中在泵水輪機和風力發電機的信號分析上。他已發表5篇期刊論文。2024年，他獲得中國電力協會的科技創新一等獎。

羅鵬從事電力生產和可再生能源的研究。他參與並完成了15個研究項目，並獲得37項專利。他曾獲得來自中國國家電網公司、中國企業聯合會、甘肅省等多個獎項。

張恒主要從事能源系統的信號分析研究。作為第一作者/通訊作者，他已發表超過50篇SCI研究論文。他曾獲得中國石化協會和國家電影產業協會的多個獎項。其中一篇論文被中國電機工程學會評選為優秀論文。

類似商品