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Book Cover
E-book
Author Shastri, Apoorva

Title Socio-inspired optimization methods for advanced manufacturing processes / Apoorva Shastri, Aniket Nargundkar, Anand J. Kulkarni
Published Singapore : Springer, [2021]

Copies

Description 1 online resource (134 pages)
Series Springer Series in Advanced Manufacturing
Springer series in advanced manufacturing.
Contents Intro -- Preface -- Contents -- 1 Introduction to Advanced Manufacturing Processes and Optimization Methodologies -- 1.1 Advanced Manufacturing Processes -- 1.2 Need for Modelling and Optimization of Advanced Manufacturing Processes -- 1.3 Electrical Discharge Machining (EDM) -- 1.4 Abrasive Water Jet Machining (AWJM) -- 1.5 Tool Based Micro-machining Processes -- 1.6 Summary -- References -- 2 A Brief Review of Socio-inspired Metaheuristics -- 2.1 Algorithms Based on Socio-Political Ideologies -- 2.2 Algorithms Based on Competitive Behavior in Sports
2.3 Algorithms Based on Societal Competition in the Colonization -- 2.4 Algorithms Based on Social and Cultural Interaction -- References -- 3 Multi Cohort Intelligence Algorithm -- 3.1 Introduction -- 3.2 Procedure of Multi-CI Algorithm -- 3.2.1 Illustration of Multi-CI Algorithm -- 3.3 Result Analysis of Multi-CI -- 3.3.1 Control Parameters and Stopping Criteria -- 3.3.2 Statistical Analysis -- 3.4 Summary -- References -- 4 Optimization of Electric Discharge Machining (EDM) -- 4.1 Introduction -- 4.2 Problem Formulation -- 4.3 Numerical Results and Discussion -- 4.4 Summary -- References
5 Optimization of Abrasive Water Jet Machining (AWJM) -- 5.1 Introduction -- 5.2 Problem Formulation -- 5.3 Numerical Results and Discussion -- 5.4 Summary -- References -- 6 Optimization of Micro Milling Process -- 6.1 Introduction -- 6.2 Problem Formulation -- 6.3 Numerical Results and Discussion -- 6.4 Summary -- References -- 7 Optimization of Micro Drilling Process -- 7.1 Introduction -- 7.2 Problem Formulation -- 7.3 Numerical Results and Discussion -- 7.4 Summary -- References -- 8 Optimization of Micro Drilling of CFRP Composites for Aerospace Applications -- 8.1 Introduction
8.2 Cutting Force Minimization Problem Formulation -- 8.3 Numerical Results and Discussion -- 8.4 Summary -- References -- 9 Optimization of Micro-turning Process -- 9.1 Introduction -- 9.2 Problem Formulation -- 9.3 Numerical Results and Discussion -- 9.4 Summary -- References -- Appendix
Summary This book discusses comprehensively the advanced manufacturing processes, including illustrative examples of the processes, mathematical modeling, and the need to optimize associated parameter problems. In addition, it describes in detail the cohort intelligence methodology and its variants along with illustrations, to help readers gain a better understanding of the framework. The theoretical and statistical rigor is validated by comparing the solutions with evolutionary algorithms, simulation annealing, response surface methodology, the firefly algorithm, and experimental work. Lastly, the book critically reviews several socio-inspired optimization methods
Bibliography Includes bibliographical references
Notes Print version record
Subject Manufacturing processes -- Mathematical models
Manufacturing processes -- Computer simulation
Artificial intelligence.
Optimization.
Production engineering.
Computers -- Intelligence (AI) & Semantics.
Technology & Engineering -- Engineering (General)
Mathematics -- Applied.
Technology & Engineering -- Manufacturing.
Manufacturing processes -- Computer simulation
Manufacturing processes -- Mathematical models
Form Electronic book
Author Nargundkar, Aniket
Kulkarni, Anand Jayant.
ISBN 9789811577970
9811577978