Evolutionary Hierarchical Multi-Criteria Metaheuristics for Scheduling in Large-Scale Grid Systems

Evolutionary Hierarchical Multi-Criteria Metaheuristics for Scheduling in Large-Scale Grid Systems

AngličtinaPevná vazbaTisk na objednávku
Kołodziej, Joanna
Springer, Berlin
EAN: 9783642289705
Tisk na objednávku
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Podrobné informace

One of the most challenging issues in modelling today's large-scale computational systems is to effectively manage highly parametrised distributed environments such as computational grids, clouds, ad hoc networks and P2P networks. Next-generation computational grids must

provide a wide range of services and high performance computing infrastructures. Various types of information and data processed in the large-scale dynamic grid environment may be incomplete, imprecise, and fragmented, which complicates the specification of proper evaluation criteria and which affects both the availability of resources and the final collective decisions of users. The complexity of grid architectures and grid management may also contribute towards higher energy consumption. All of these issues necessitate the development of intelligent resource management techniques, which are capable of capturing all of this complexity and optimising meaningful metrics for a wide range of grid applications.

 

This book covers hot topics in the design, administration and management of dynamic grid environments with a special emphasis on the preferences and autonomous decisions of system users, secure access to the processed data and services, and application of green technologies. It features advanced research related to scalable genetic-based heuristic approaches to grid scheduling, whereby new scheduling criteria, such as system reliability, security, and energy consumption are incorporated into a general scheduling model. This book may be a valuable reference for students, researchers, and practitioners who work on – or who are interested in joining -- interdisciplinary research efforts in the areas of distributed and evolutionary computation.

 

EAN 9783642289705
ISBN 3642289703
Typ produktu Pevná vazba
Vydavatel Springer, Berlin
Datum vydání 14. července 2012
Stránky 191
Jazyk English
Rozměry 235 x 155
Země Germany
Sekce Professional & Scholarly
Autoři Kołodziej, Joanna
Ilustrace XXVIII, 191 p. 44 illus.
Edice 2012 ed.
Série Studies in Computational Intelligence