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Evolutionary computing in advanced manufacturing
1 online resource (xxi, 329 pages) : illustrations
This cutting-edge book covers emerging, evolutionary and nature inspired optimization techniques in the field of advanced manufacturing. The complexity of real life advanced manufacturing problems often cannot be solved by traditional engineering or computational methods. Hence, in recent years researchers and practitioners have proposed and developed new strands of advanced, intelligent techniques and methodologies. Evolutionary computing approaches are introduced in the context of a wide range of manufacturing activities, and through the examination of practical problems and their solutions, readers will gain confidence to apply these powerful computing solutions. The initial chapters introduce and discuss the well established evolutionary algorithm, to help readers to understand the basic building blocks and steps required to successfully implement their own solutions to real life advanced manufacturing problems. In the later chapters, modified and improved versions of evolutionary algorithms are discussed. The book concludes with appendices which provide general descriptions of several evolutionary algorithms.
Front Matter -- Production Planning Using Genetic Algorithm / SK Kumar, MK Tiwari -- Process Planning through Ant Colony Optimization / Puneet Bhardwaj, MK Tiwari -- Introducing a Hybrid Genetic Algorithm for Integration of Set Up and Process Planning / SH Chung, FTS Chan -- Design for Supply Chain with Product Development Issues Using Cellular Particle Swarm Optimization (CPSO) Technique / Vikas Kumar, FTS Chan -- Genetic Algorithms with Chromosome Differentiation (GACD) Based Approach for Process Plan Selection Problems / Nishikant Mishra, Vikas Kumar -- Operation Allocation in Flexible Manufacturing System Using Immune Algorithm / Mayank K Pandey -- Tool Selection in FMS A Hybrid SA-Tabu Algorithm Based Approach / Nitesh Khilwani, J A Harding, Nishikant Mishra -- Integrating AGVs and Production Planning with Memetic Particle Swarm Optimization / Sri Krishna Kumar, MK Tiwari, J Harding -- Simulation-Based Aircraft Assembly Planning Using a Self-Guided Ant Colony Algorithm / Sai Srinivas Nageshwaraniyer, Nurcin Celik, Young-Jun Son, Roberto Lu -- Applications of Evolutionary Computing to Additive Manufacturing / Candice Majewski -- Multiple Fault Diagnosis Using Psycho-Clonal Algorithms / Nagesh Shukla, PKS Prakash -- Platform Formation Under Stochastic Demand / D Ben-Arieh, AM Choubey -- A Hybrid Particle Swarm and Ant Colony Optimizer for Multi-attribute Partnership Selection in Virtual Enterprises / SH Niu, SK Ong, AYC Nee -- Index -- Also of Interest.
edited by Manoj Tiwari and Jenny A. Harding.
Includes bibliographical references and index.
Salem, Mass. : Scrivener ; Hoboken, N.J. : Wiley, ©2011