Load Balancing: An Automated Learning Approach - Couverture rigide

Mehra, Pankaj; Wah, Benjamin W

Couverture rigide

ISBN 10 : 9810221355 ISBN 13 : 9789810221355

Editeur : World Scientific Publishing Co Pte Ltd, 1995

Synopsis

This book presents a system that learns new load indices and tunes the parameters of given migration policies. The key component is a dynamic workload generator that allows off-line measurement of task-completion times under a wide variety of precisely controlled loading conditions. The workload data collected are used for training comparator neural networks, a novel architecture for learning to compare functions of time series and for generating a load index to be used by the load balancing strategy. Finally, the load-index traces generated by the comparator networks are used in a population-based learning system for tuning the parameters of a given load-balancing policy. Together, the system constitutes an automated strategy-learning system for performance-driven improvement of existing load-balancing software.

Détails de l'édition

• Éditeur: World Scientific Publishing Co Pte Ltd
• Date d'édition: 1995
• Langue: anglais
• ISBN 10: 9810221355
• ISBN 13: 9789810221355
• Reliure: Relié
• Nombre de pages: 156
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible