Numerical Modelling and Optimization in Advanced Manufacturing Processes

This book discusses advanced manufacturing processes using numerical modeling and nature-inspired optimization methods,with a focus on non-conventional machining,nano-finishing,precision casting,porous biofabrication,three-dimensional printing,and micro-/nanoscale modeling. It also emphasizes the practical implications of empirical, analytical, and numerical models for predicting output responses, particularly using finite element methods (FEMs) for designing complex engineering products.

Format: Hardback
Length: 168 pages
Publication date: 27 May 2022
Publisher: Springer International Publishing AG

This comprehensive book delves into diverse numerical modeling and nature-inspired optimization techniques, offering a profound understanding of advanced manufacturing processes. It specifically focuses on applications in non-conventional machining, nano-finishing, precision casting, porous biofabrication, three-dimensional printing, and micro-/nanoscale modeling. The book encompasses practical insights into empirical, analytical, and numerical models, enabling the prediction of crucial output responses. Moreover, it emphasizes the significance of finite element methods (FEMs) in comprehending the design, performance, and behaviors of novel, highly complex engineering products under simulated processing conditions. By presenting a wealth of information and practical applications, this book serves as a valuable resource for researchers, engineers, and practitioners in the field of advanced manufacturing.

Introduction:
The field of advanced manufacturing has witnessed significant advancements in recent years, driven by technological innovations and the demand for higher productivity. In this context, numerical modeling and nature-inspired optimization methods have emerged as powerful tools for understanding and improving manufacturing processes. This book aims to provide a comprehensive exploration of these methodologies, with a particular emphasis on their applications in non-conventional machining, nano-finishing, precision casting, porous biofabrication, three-dimensional printing, and micro-/nanoscale modeling.
Numerical Modeling:
Numerical modeling involves the use of mathematical models to simulate the behavior of manufacturing processes. These models can be based on various physical principles, such as fluid dynamics, heat transfer, solid mechanics, and chemical reactions. By leveraging numerical modeling, researchers can gain insights into the complex interactions between process variables, such as cutting speed, feed rate, tool geometry, and material properties, and their impact on the final product quality. Numerical modeling techniques include finite element analysis (FEA), computational fluid dynamics (CFD), and molecular dynamics (MD), among others.
Nature-Inspired Optimization:
Nature-inspired optimization methods draw inspiration from natural systems and processes to solve complex optimization problems. These methods aim to find the optimal solution to a given problem by leveraging the principles of evolution, genetics, and biological processes. Nature-inspired optimization techniques include genetic algorithms (GA), particle swarm optimization (PSO), ant colony optimization (ACO), and simulated annealing (SA), among others.
Applications in Non-Conventional Machining:
Non-conventional machining techniques, such as additive manufacturing (AM), have gained significant attention in recent years due to their ability to produce complex shapes and geometries with high precision and efficiency. This book explores the use of numerical modeling and nature-inspired optimization methods in non-conventional machining processes, such as 3D printing, laser machining, and EDM. By understanding the process characteristics and optimizing the design parameters, researchers can improve the quality, efficiency, and cost-effectiveness of non-conventional machining processes.
Nano-Finishing:
Nano-finishing is a process that involves the manipulation of materials at the nanoscale level to improve their surface properties and performance. This book discusses the use of numerical modeling and nature-inspired optimization methods in nano-finishing processes, such as nanoscale abrasive machining, nanocoating, and nanolithography. By understanding the micro-/nanoscale interactions between the tool and the material, researchers can develop novel nano-finishing techniques that enhance the surface roughness, hardness, and wear resistance of materials.
Precision Casting:
Precision casting is a process that involves the production of high-quality metal parts through the use of molds. This book explores the use of numerical modeling and nature-inspired optimization methods in precision casting processes, such as investment casting, die casting, and sand casting. By understanding the flow dynamics and heat transfer in the casting process, researchers can optimize the design of molds and casting processes to improve the dimensional accuracy, surface quality, and mechanical properties of cast parts.
Porous Biofabrication:
Porous biofabrication is a process that involves the production of biomaterials with controlled porosity and structure. This book discusses the use of numerical modeling and nature-inspired optimization methods in porous biofabrication processes, such as 3D bioprinting, scaffold fabrication, and tissue engineering. By understanding the micro-/nanoscale interactions between cells and biomaterials, researchers can develop novel porous biofabrication techniques that promote tissue growth, wound healing, and drug delivery.
Three-Dimensional Printing:
Three-dimensional printing (3D printing) is a process that involves the layering of materials to produce three-dimensional objects. This book explores the use of numerical modeling and nature-inspired optimization methods in 3D printing processes, such as material selection, printing parameters, and post-processing. By understanding the micro-/nanoscale interactions between the printed layers, researchers can optimize the design of 3D printed objects and improve their mechanical properties, surface quality, and durability.
Micro-/Nanoscale Modeling:
Micro-/nanoscale modeling involves the simulation of materials and processes at the micro-/nanoscale level. This book discusses the use of numerical modeling and nature-inspired optimization methods in micro-/nanoscale modeling processes, such as molecular dynamics (MD), continuum mechanics, and quantum mechanics. By understanding the micro-/nanoscale behavior of materials, researchers can develop novel micro-/nanoscale devices and materials that have applications in various fields, such as electronics, energy, and medicine.
Conclusion:
In conclusion, this book presents a comprehensive exploration of numerical modeling and nature-inspired optimization methods in advanced manufacturing processes. It highlights the importance of these methodologies in understanding and improving manufacturing processes, particularly in non-conventional machining, nano-finishing, precision casting, porous biofabrication, three-dimensional printing, and micro-/nanoscale modeling. By presenting practical insights and applications, this book serves as a valuable resource for researchers, engineers, and practitioners in the field of advanced manufacturing.

Weight: 442g
Dimension: 235 x 155 (mm)
ISBN-13: 9783031043000
Edition number: 1st ed. 2022