Signals, Instrumentation, Control, and Machine Learning: An Integrative Introduction

Bentsman, Joseph

  • 出版商: World Scientific Pub
  • 出版日期: 2022-07-08
  • 售價: $7,410
  • 貴賓價: 9.5$7,040
  • 語言: 英文
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 981125186X
  • ISBN-13: 9789811251863
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

This book stems from a unique and a highly effective approach to introducing signal processing, instrumentation, diagnostics, filtering, control, system integration, and machine learning.It presents the interactive industrial grade software testbed of mold oscillator that captures the distortion induced by beam resonance and uses this testbed as a virtual lab to generate input-output data records that permit unravelling complex system behavior, enhancing signal processing, modeling, and simulation background, and testing controller designs.All topics are presented in a visually rich and mathematically well supported, but not analytically overburdened format. By incorporating software testbed into homework and project assignments, the narrative guides a reader in an easily followed step-by-step fashion towards finding the mold oscillator disturbance removal solution currently used in the actual steel production, while covering the key signal processing, control, system integration, and machine learning concepts.The presentation is extensively class-tested and refined though the six-year usage of the book material in a required engineering course at the University of Illinois at Urbana-Champaign.

商品描述(中文翻譯)

這本書源於一種獨特且高效的方法,介紹了信號處理、儀器、診斷、濾波、控制、系統整合和機器學習。它呈現了模具振子的互動式工業級軟體測試平台,該平台捕捉了光束共振引起的失真,並將此測試平台用作虛擬實驗室,生成允許解開複雜系統行為、增強信號處理、建模和模擬背景以及測試控制器設計的輸入-輸出數據記錄。所有主題以視覺豐富且數學支持良好的方式呈現,但不會過於理論負擔。通過將軟體測試平台納入家庭作業和專案任務中,本書引導讀者以易於跟隨的逐步方式尋找目前在實際鋼鐵生產中使用的模具振子干擾去除解決方案,同時涵蓋了關鍵的信號處理、控制、系統整合和機器學習概念。該書的呈現方式經過廣泛的班級測試和改進,並在伊利諾伊大學厄巴納-香檳分校的一門必修工程課程中使用了六年。