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 Computationally Intelligent CFD. Solving Potential, Viscous and Non-Newtonian Fluid Flow Problems Using Real-Coded Genetic Algorithms
Наименование:

Computationally Intelligent CFD. Solving Potential, Viscous and Non-Newtonian Fluid Flow Problems Using Real-Coded Genetic Algorithms

автор Raed B. издательство Книга по Требованию Книги
Cтраниц 224        мягкая обложка       
Аннотация:Specifically, a real-coded genetic algorithm, mimicking the natural evolution process, is used to minimize the residuals resulting from a finite difference discretization. In this work, the concept of evolutionary search is utilized as a versatile CFD solver. While most gradient-based methods can suffer from divergence or slow convergence, the evolutionary solver' s heuristic nature allows it to avoid solving the resulting systems of equations, thereby precluding many convergence difficulties and avoiding stiffness-related problems. Furthermore, these stochastic optimization techniques work around many stability issues in computational fluid dynamics. A number of new, unitary as well as binary, GA operators are proposed, explained and tested, along with the more traditional crossover and mutation operators. Also, new GA-customized refinement strategy and a GA-window approach are proposed which helps reduce time requirements. The GA is used to successfully solve problems involving a potential flow, a viscous flow via the Navier-Stokes equations, and a power-law non-Newtonian flow. The GA-solver is shown to be able to solve problems that the gradient-based method could not.
Автор: Raed B.
Издательство: Книга по Требованию
Год:2010
Цена:
3050 руб
Нет в наличии
Поиск: Computationally Intelligent CFD. Solving Potential, Viscous and Non-Newtonian Fluid Flow Problems Using Real-Coded Genetic Algorithms



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