Computational Intelligence in Expensive Optimization Problems (Adaptation, Learning, and Optimization)

Computational Intelligence in Expensive Optimization Problems (Adaptation, Learning, and Optimization)

Yoel Tenne

In sleek technology and engineering, laboratory experiments are changed by means of excessive constancy and computationally pricey simulations. utilizing such simulations reduces charges and shortens improvement instances yet introduces new demanding situations to layout optimization method. Examples of such demanding situations comprise constrained computational source for simulation runs, complex reaction floor of the simulation inputs-outputs, and etc.

Under such problems, classical optimization and research equipment may well practice poorly. This motivates the appliance of computational intelligence equipment resembling evolutionary algorithms, neural networks and fuzzy good judgment, which frequently practice good in such settings. this can be the 1st publication to introduce the rising box of computational intelligence in pricey optimization difficulties. issues coated contain: committed implementations of evolutionary algorithms, neural networks and fuzzy common sense. aid of high-priced reviews (modelling, variable-fidelity, health inheritance), frameworks for optimization (model administration, complexity keep an eye on, version selection), parallelization of algorithms (implementation matters on clusters, grids, parallel machines), incorporation of specialist structures and human-system interface, unmarried and multiobjective algorithms, information mining and statistical research, research of real-world situations (such as multidisciplinary layout optimization).

The edited ebook presents either theoretical remedies and real-world insights received by way of event, all contributed through best researchers within the respective fields. As such, it's a entire reference for researchers, practitioners, and advanced-level scholars drawn to either the idea and perform of utilizing computational intelligence for dear optimization problems.

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