Simulation Optimization Using Simulated Annealing: A Network-based Implementation and Study of CoolingSchedules

Sharma, Nitin

ISBN 10: 3639085957 ISBN 13: 9783639085952
Editorial: VDM Verlag, 2008
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Librería: Ria Christie Collections, Uxbridge, Reino Unido Calificación del vendedor: 5 de 5 estrellas Valoración 5 estrellas, Más información sobre las valoraciones de los vendedores

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Sinopsis:

Simulation optimization of complex systems with noisy parameter spaces can become computationally expensive on a single processor system. This book discusses construction of software for solving optimization problems by distributing the work load among several processors residing on a network. Open source repositories are used for the development of this software. The Simulated Annealing algorithm is used to search the parameter space for optimization. Application of the software to stochastic and deterministic problem scenarios is closely examined. Since the convergence of the simulated annealing algorithm depends on the choice of annealing parameters, different types of simple and elaborate cooling schedules are applied to problem instances and their impact on the quality of convergence is assessed.

Reseña del editor: Simulation optimization of complex systems with noisy parameter spaces can become computationally expensive on a single processor system. This book discusses construction of software for solving optimization problems by distributing the work load among several processors residing on a network. Open source repositories are used for the development of this software. The Simulated Annealing algorithm is used to search the parameter space for optimization. Application of the software to stochastic and deterministic problem scenarios is closely examined. Since the convergence of the simulated annealing algorithm depends on the choice of annealing parameters, different types of simple and elaborate cooling schedules are applied to problem instances and their impact on the quality of convergence is assessed.

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Título: Simulation Optimization Using Simulated ...
Editorial: VDM Verlag
Año de publicación: 2008
Encuadernación: Encuadernación de tapa blanda
Condición: New

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