Zhifen Zhang Guangrui Wen Wenjing Ren Zhang Multiple Sensing-Driven Feature Extraction and Defect Detection

Multiple Sensing-Driven Feature Extraction and Defect Detection

von Zhifen Zhang Guangrui Wen Wenjing Ren

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Beschreibung

This book reports the recent study results in applying online signals and artificial intelligence for welding and laser additive manufacturing (AM). It provides insights on the fundament of quality monitoring and intelligent defect detections for welding and laser AM using arc sound and plasma spectral signals collected during the manufacturing processes. Analyzing respectively from a global and local perspective establishes a knowledge base of features characterizing welding statuses. Researchers, scientists, and engineers in intelligent welding and laser AM can benefit from the book. As such, this book provides valuable knowledge, valuable methods, and practical algorithms that can be considered in real-time defect detection for welding and laser AM.

 


This book reports the recent study results in applying online signals and artificial intelligence for welding and laser additive manufacturing (AM). It provides insights on the fundament of quality monitoring and intelligent defect detections for welding and laser AM using arc sound and plasma spectral signals collected during the manufacturing processes. Analyzing respectively from a global and local perspective establishes a knowledge base of features characterizing welding statuses. Researchers, scientists, and engineers in intelligent welding and laser AM can benefit from the book. As such, this book provides valuable knowledge, valuable methods, and practical algorithms that can be considered in real-time defect detection for welding and laser AM.

 


Offers in-depth discussions on the applications of arc sound and optical spectroscopy in sensing and intelligent defect detections of welding and laser additive manufacturing Includes massive techniques for feature extraction and intelligent defect detects, which are from the latest generation of artificial intelligence Presents meaningful methodologies to develop in-situ quality monitoring and feedback control for welding and additive manufacturing

Autor*in

Zhifen Zhang

Themen in »Multiple Sensing-Driven Feature Extraction and Defect Detection«

Intelligent welding Arc welding Laser welding Quality monitoring Feature extraction Defect detection Machine learning Signal processing Laser Additive manufacturing

Stimmen zu »Multiple Sensing-Driven Feature Extraction and Defect Detection«

Details

ISBN: 9789819648085
Verlag: Springer Singapore
Erscheinung: 25.06.2025

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