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This book presents machine learning as a set of pre-requisites,
co-requisites, and post-requisites, focusing on mathematical
concepts and engineering applications in advanced welding and
cutting processes. It describes a number of advanced welding and
cutting processes and then assesses the parametrical
interdependencies of two entities, namely the data analysis and
data visualization techniques, which form the core of machine
learning. Subsequently, it discusses supervised learning,
highlighting Python libraries such as NumPy, Pandas and Scikit
Learn programming. It also includes case studies that employ
machine learning for manufacturing processes in the engineering
domain. The book not only provides beginners with an introduction
to machine learning for applied sciences, enabling them to address
global competitiveness and work on real-time technical challenges,
it is also a valuable resource for scholars with domain knowledge.
This book presents machine learning as a set of pre-requisites,
co-requisites, and post-requisites, focusing on mathematical
concepts and engineering applications in advanced welding and
cutting processes. It describes a number of advanced welding and
cutting processes and then assesses the parametrical
interdependencies of two entities, namely the data analysis and
data visualization techniques, which form the core of machine
learning. Subsequently, it discusses supervised learning,
highlighting Python libraries such as NumPy, Pandas and Scikit
Learn programming. It also includes case studies that employ
machine learning for manufacturing processes in the engineering
domain. The book not only provides beginners with an introduction
to machine learning for applied sciences, enabling them to address
global competitiveness and work on real-time technical challenges,
it is also a valuable resource for scholars with domain knowledge.
This book presents the fundamentals of arc phenomena, various arc
welding power sources, their control strategies, welding data
acquisition, and welding optimization. In addition, it discusses a
broad range of electrical concepts in welding, including power
source characteristics, associated parameters, arc welding power
source classification, control strategies, data acquisitions
techniques, as well as optimization methods. It also offers advice
on how to minimize the flaws and improve the efficacy and
performance of welds, as well as insights into the mechanical
behavior expressed in terms of electromagnetic phenomena, which is
rarely addressed. The book provides a comprehensive review of
interdisciplinary concepts, offering researchers a wide selection
of strategies, parameters, and sequences of operations to choose
from.
This book presents the fundamentals of arc phenomena, various arc
welding power sources, their control strategies, welding data
acquisition, and welding optimization. In addition, it discusses a
broad range of electrical concepts in welding, including power
source characteristics, associated parameters, arc welding power
source classification, control strategies, data acquisitions
techniques, as well as optimization methods. It also offers advice
on how to minimize the flaws and improve the efficacy and
performance of welds, as well as insights into the mechanical
behavior expressed in terms of electromagnetic phenomena, which is
rarely addressed. The book provides a comprehensive review of
interdisciplinary concepts, offering researchers a wide selection
of strategies, parameters, and sequences of operations to choose
from.
This book offers a systematic overview of polymer joining and
highlights the experimental and numerical work currently being
pursued to devise possible strategies to overcome the technical
issues. It also covers the fundamentals of polymers, the
corresponding joining processes and related technologies. A chapter
on the extrapolation of finite element analysis (FEA) for
forecasting the deformation and temperature distribution during
polymer joining is also included. Given its breadth of coverage,
the book will be of great interest to researchers, engineers and
practitioners whose work involves polymers.
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