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Home > Computing and Information Technology > Computer science > Artificial intelligence > Machine learning > Learning in Automated Manufacturing: A Local Search Approach(Production and Logistics)
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Learning in Automated Manufacturing: A Local Search Approach(Production and Logistics)

Learning in Automated Manufacturing: A Local Search Approach(Production and Logistics)


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About the Book

The central purpose of this book is to acquaint the reader especially with the cases of local-search-based learning, as well as to introduce methods of contraint-based reasoning, both with respect to their use in automated manufacturing. Attention is restricted to job-shop scheduling, as well as to one-machine scheduling with sequence-dependent setup times. Additionally, some design and planning issues in flexible manufacturing systems are considered. General-purpose search methods - which in particular include methods from local search, such as simulated annealing, tabu search and genetic algorithms - are the basic ingredients of the proposed intelligent knowledge-based local decision rules in order to introduce problem-specific knowledge.

Table of Contents:
I. Local Search and Extensions.- 1. Introduction — Local Search.- 2. Infamous Scheduling Problems.- 3. Simulated Annealing.- 4. Tabu Search.- 5. Genetic Algorithms.- II. The Traveling Salesman Problem.- 1. Introduction and Survey.- 2. Effective Genetic Local Search.- 3. Bounded Genetic Local Search.- 4. Variable Depth Search Based Learning.- III. Job Shop Scheduling.- 1. Introduction — Conventional and New Solution Techniques.- 2. Evolution Based Learning.- 3. Learning by Constraint Propagation.- 4. Decomposition Based Learning.- IV. Flexible Manufacturing Systems.- 1. Clustering in Cellular Manufacturing.- 2. Factory Layout Planning.- 3. Workload Balancing.- Epilogue.- References.


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Product Details
  • ISBN-13: 9783790807929
  • Publisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
  • Publisher Imprint: Physica-Verlag GmbH & Co
  • Height: 235 mm
  • No of Pages: 257
  • Series Title: Production and Logistics
  • Width: 155 mm
  • ISBN-10: 3790807923
  • Publisher Date: 30 Aug 1994
  • Binding: Paperback
  • Language: English
  • Returnable: Y
  • Sub Title: A Local Search Approach


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Learning in Automated Manufacturing: A Local Search Approach(Production and Logistics)
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