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Metaheuristic Computation: A Performance Perspective (Hardcover, 1st ed. 2021)
Loot Price: R2,607
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Metaheuristic Computation: A Performance Perspective (Hardcover, 1st ed. 2021)
Series: Intelligent Systems Reference Library, 195
Expected to ship within 12 - 17 working days
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This book is primarily intended for undergraduate and postgraduate
students of Science, Electrical Engineering, or Computational
Mathematics. Metaheuristic search methods are so numerous and
varied in terms of design and potential applications; however, for
such an abundant family of optimization techniques, there seems to
be a question which needs to be answered: Which part of the design
in a metaheuristic algorithm contributes more to its better
performance? Several works that compare the performance among
metaheuristic approaches have been reported in the literature.
Nevertheless, they suffer from one of the following limitations:
(A)Their conclusions are based on the performance of popular
evolutionary approaches over a set of synthetic functions with
exact solutions and well-known behaviors, without considering the
application context or including recent developments. (B) Their
conclusions consider only the comparison of their final results
which cannot evaluate the nature of a good or bad balance between
exploration and exploitation. The objective of this book is to
compare the performance of various metaheuristic techniques when
they are faced with complex optimization problems extracted from
different engineering domains. The material has been compiled from
a teaching perspective.
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