Signals, Instrumentation, Control, and Machine Learning: An Integrative Introduction
暫譯: 信號、儀器、控制與機器學習:綜合入門
Bentsman, Joseph
- 出版商: World Scientific Pub
- 出版日期: 2022-07-08
- 售價: $7,490
- 貴賓價: 9.5 折 $7,116
- 語言: 英文
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 981125186X
- ISBN-13: 9789811251863
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相關分類:
Machine Learning
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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)
本書源自一種獨特且高效的方法,旨在介紹信號處理、儀器、診斷、過濾、控制、系統整合及機器學習。它展示了工業級互動軟體測試平台——模具振盪器,該平台捕捉由束共振引起的失真,並將此測試平台作為虛擬實驗室,生成輸入-輸出數據記錄,以揭示複雜系統行為,增強信號處理、建模和模擬背景,並測試控制器設計。所有主題均以視覺豐富且數學支持良好,但不會在分析上過於繁重的格式呈現。通過將軟體測試平台納入作業和專案任務,敘述以易於跟隨的逐步方式引導讀者尋找當前在實際鋼鐵生產中使用的模具振盪器擾動去除解決方案,同時涵蓋關鍵的信號處理、控制、系統整合及機器學習概念。該內容經過廣泛的課堂測試和精煉,並在伊利諾伊大學香檳分校的必修工程課程中使用了六年。