LOAD BALANCING: AN AUTOMATED LEARNING APPROACH
ISBN-13:
9789810221355
ISBN-10:
9810221355
Author:
Pankaj Mehra, Benjamin W Wah
Publication date:
1995
Publisher:
World Scientific Publishing Company
Format:
Hardcover
156 pages
FREE US shipping
Book details
ISBN-13:
9789810221355
ISBN-10:
9810221355
Author:
Pankaj Mehra, Benjamin W Wah
Publication date:
1995
Publisher:
World Scientific Publishing Company
Format:
Hardcover
156 pages
Summary
LOAD BALANCING: AN AUTOMATED LEARNING APPROACH (ISBN-13: 9789810221355 and ISBN-10: 9810221355), written by authors
Pankaj Mehra, Benjamin W Wah, was published by World Scientific Publishing Company in 1995.
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Description
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.
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