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This SpringerBrief bridges the gap between the areas of simulation
studies on the one hand, and optimization with natural computing on
the other. Since natural computing methods have been applied with
great success in several application areas, a review concerning
potential benefits and pitfalls for simulation studies is merited.
The brief presents such an overview and combines it with an
introduction to natural computing and selected major approaches, as
well as with a concise treatment of general simulation-based
optimization. As such, it is the first review which covers both the
methodological background and recent application cases. The brief
is intended to serve two purposes: First, it can be used to gain
more information concerning natural computing, its major dialects,
and their usage for simulation studies. It also covers the areas of
multi-objective optimization and neuroevolution. While the latter
is only seldom mentioned in connection with simulation studies, it
is a powerful potential technique. Second, the reader is provided
with an overview of several areas of simulation-based optimization
which range from logistic problems to engineering tasks.
Additionally, the brief focuses on the usage of surrogate and
meta-models. The brief presents recent application examples.
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