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Signals, Instrumentation, Control, And Machine Learning: An Integrative Introduction
Signals, Instrumentation, Control, And Machine Learning: An Integrative Introduction
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- More about Signals, Instrumentation, Control, And Machine Learning: An Integrative Introduction
Format: Hardback
Length: 844 pages
Publication date: 15 May 2022
Publisher: World Scientific Publishing Co Pte Ltd
This book is a groundbreaking and exceptionally effective approach to introducing signal processing, instrumentation, diagnostics, filtering, control, system integration, and machine learning. It presents an interactive industrial-grade software testbed called the Mold Oscillator, which captures distortion induced by beam resonance and serves as a virtual lab for generating input-output data records that unravel complex system behavior, enhance signal processing, modeling, and simulation background, and test controller designs. All topics are presented in a visually rich and mathematically well-supported format, without being overly analytical. By incorporating the software testbed into homework and project assignments, the narrative guides readers in a step-by-step manner towards finding the mold oscillator disturbance removal solution currently used in actual steel production, while covering key signal processing, control, system integration, and machine learning concepts. The presentation has undergone extensive class-testing and refinement over six years of use in a required engineering course at the University of Illinois at Urbana-Champaign.
ISBN-13: 9789811251863
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