Apoorva Shastri Aniket Nargundkar Anand J. Kulkarni Shastri Socio-Inspired Optimization Methods for Advanced Manufacturing Processes

Socio-Inspired Optimization Methods for Advanced Manufacturing Processes

von Apoorva Shastri Aniket Nargundkar Anand J. Kulkarni

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Beschreibung

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. 


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. 


Discusses several advanced manufacturing processes along with mathematical formulations, and includes numerous illustrations Offers solutions to the complex parameter optimization of these advanced manufacturing processes using several variants of AI-based, socio-cultural inspired methodology, referred to as cohort intelligence Explains variants of the cohort intelligence method and their mathematical formulation, and presents illustrative examples Describes the solutions using over 50 experimentally achieved plots, figures, and illustrations, along with over 25 tables

Autor*in

Apoorva Shastri

Themen in »Socio-Inspired Optimization Methods for Advanced Manufacturing Processes«

Micro Machining Electric Discharge Machining Socio-Inspired Optimization Cohort Intelligence Artificial Intelligence Optimization Algorithms Genetic Algorithms Abrasive Water Jet Machining (AWJM) Micro Drilling Socio-Inspired Metaheuristics

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Details

ISBN: 9789811577970
Verlag: Springer Singapore
Erscheinung: 11.08.2020

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