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This Volume discusses the underlying principles and analysis of the
different concepts associated with an emerging socio-inspired
optimization tool referred to as Cohort Intelligence (CI). CI
algorithms have been coded in Matlab and are freely available from
the link provided inside the book. The book demonstrates the
ability of CI methodology for solving combinatorial problems such
as Traveling Salesman Problem and Knapsack Problem in addition to
real world applications from the healthcare, inventory, supply
chain optimization and Cross-Border transportation. The inherent
ability of handling constraints based on probability distribution
is also revealed and proved using these problems.
This book aims to discuss the core and underlying principles and
analysis of the different constraint handling approaches. The main
emphasis of the book is on providing an enriched literature on
mathematical modelling of the test as well as real-world problems
with constraints, and further development of generalized constraint
handling techniques. These techniques may be incorporated in
suitable metaheuristics providing a solid optimized solution to the
problems and applications being addressed. The book comprises
original contributions with an aim to develop and discuss
generalized constraint handling approaches/techniques for the
metaheuristics and/or the applications being addressed. A variety
of novel as well as modified and hybridized techniques have been
discussed in the book. The conceptual as well as the mathematical
level in all the chapters is well within the grasp of the
scientists as well as the undergraduate and graduate students from
the engineering and computer science streams. The reader is
encouraged to have basic knowledge of probability and mathematical
analysis and optimization. The book also provides critical review
of the contemporary constraint handling approaches. The
contributions of the book may further help to explore new avenues
leading towards multidisciplinary research discussions. This book
is a complete reference for engineers, scientists, and students
studying/working in the optimization, artificial intelligence (AI),
or computational intelligence arena.
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