Load Balancing Using Time Series Analysis for Soft Real Time Systems with Statistically Periodic Loads - Tapa blanda

Hailperin, Max

 
9781288916290: Load Balancing Using Time Series Analysis for Soft Real Time Systems with Statistically Periodic Loads
Tapa blanda
ISBN 10: 1288916299 ISBN 13: 9781288916290
Editorial: BiblioScholar, 2013

Sinopsis

This thesis provides design and analysis of techniques for global load balancing on ensemble architectures running soft-real-time object-oriented applications with statistically periodic loads. It focuses on estimating the instantaneous average load over all the processing elements. The major contribution is the use of explicit stochastic process models for both the loading and the averaging itself. These models are exploited via statistical time-series analysis and Bayesian inference to provide improved average load estimates, and thus to facilitate global load balancing. This thesis explains the distributed algorithms used and provides some optimality results. It also describes the algorithms' implementation and gives performance results from simulation. These results show that our techniques allow more accurate estimation of the global system load ing, resulting in fewer object migration than local methods. Our method is shown to provide superior performance, relative not only to static load-balancing schemes but also to many adaptive methods.

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Reseña del editor

This thesis provides design and analysis of techniques for global load balancing on ensemble architectures running soft-real-time object-oriented applications with statistically periodic loads. It focuses on estimating the instantaneous average load over all the processing elements. The major contribution is the use of explicit stochastic process models for both the loading and the averaging itself. These models are exploited via statistical time-series analysis and Bayesian inference to provide improved average load estimates, and thus to facilitate global load balancing. This thesis explains the distributed algorithms used and provides some optimality results. It also describes the algorithms' implementation and gives performance results from simulation. These results show that our techniques allow more accurate estimation of the global system load ing, resulting in fewer object migration than local methods. Our method is shown to provide superior performance, relative not only to static load-balancing schemes but also to many adaptive methods.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
BiblioScholar
Año de publicación
2013
Idioma
Inglés
ISBN 10 
1288916299
ISBN 13 
9781288916290
Encuadernación
Tapa blanda
Número de páginas
150
Contacto del fabricante
no disponible
Persona responsable
no disponible

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9781025154275: Load Balancing Using Time Series Analysis for Soft Real Time Systems With Statistically Periodic Loads

Edición Destacada

ISBN 10:  1025154274 ISBN 13:  9781025154275
Editorial: Hutson Street Press, 2025
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