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kolodziej joanna - evolutionary hierarchical multi-criteria metaheuristics for scheduling in large-scale grid systems
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Evolutionary Hierarchical Multi-Criteria Metaheuristics for Scheduling in Large-Scale Grid Systems




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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 07/2012
Edizione: 2012





Trama

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 ofdistributed and evolutionary computation.

 





Sommario

Scheduling Problems in Grid Computing.- Multi-Level Genetic-Based Hierarchical Grid Schedulers.- Security-Driven Scheduling Model for Computational Grid using Multi-level Genetic Meta-heuristics.- Genetic Solutions to Green Scheduling in Computational Grids.










Altre Informazioni

ISBN:

9783642289705

Condizione: Nuovo
Collana: Studies in Computational Intelligence
Dimensioni: 235 x 155 mm
Formato: Copertina rigida
Illustration Notes:XXVIII, 191 p. 44 illus.
Pagine Arabe: 191
Pagine Romane: xxviii


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