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Advances in Intelligent Modelling and Simulation

Artificial Intelligence-Based Models and Techniques in Scalable Computing
Buch | Hardcover
XXIV, 384 Seiten
2012
Springer Berlin (Verlag)
978-3-642-30153-7 (ISBN)
CHF 224,65 inkl. MwSt
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This book offers new ideas, theories, models, technologies, system architectures and applications in intelligent scalable systems, exploring such Artificial Intelligence-based techniques as fuzzy logic, neural networks, evolutionary, and memetic algorithms.

One of the most challenging issues in today's large-scale computational modeling and design is to effectively manage the complex distributed environments, such as computational clouds, grids, ad hoc, and P2P networks operating under various types of users with evolving relationships fraught with uncertainties. In this context, the IT resources and services usually belong to different owners (institutions, enterprises, or individuals) and are managed by different administrators. Moreover, uncertainties are presented to the system at hand in various forms of information that are incomplete, imprecise, fragmentary, or overloading, which hinders in the full and precise resolve of the evaluation criteria, subsequencing and selection, and the assignment scores. Intelligent scalable systems enable the flexible routing and charging, advanced user interactions and the aggregation and sharing of geographically-distributed resources in modern large-scale systems.

This book presents new ideas, theories, models, technologies, system architectures and implementation of applications in intelligent scalable computing systems. In 15 chapters, several important Artificial Intelligence-based techniques, such as fuzzy logic, neural networks, evolutionary, and memetic algorithms are studied and implemented. All of those technologies have formed the foundation for the intelligent scalable computing that we know of today. We believe that this book will serve as a reference for students, researchers, and industry practitioners working or interested in joining interdisciplinary research in the areas of intelligent decision systems using emergentdistributed computing paradigms. It will also allow newcomers (students and researchers alike) to grasp key issues and potential solutions on the selected topics.

This book presents new ideas, theories, models, technologies, system architectures and implementation of applications in intelligent scalable computing systems. In 15 chapters, several important Artificial Intelligence-based techniques, such as fuzzy logic, neural networks, evolutionary, and memetic algorithms are studied and implemented. All of those technologies have formed the foundation for the intelligent scalable computing that we know of today. We believe that this book will serve as a reference for students, researchers, and industry practitioners working or interested in joining interdisciplinary research in the areas of intelligent decision systems using emergent distributed computing paradigms. It will also allow newcomers (students and researchers alike) to grasp key issues and potential solutions on the selected topics.

Erscheint lt. Verlag 12.7.2012
Reihe/Serie Studies in Computational Intelligence
Zusatzinfo XXIV, 384 p.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Gewicht 748 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik
Schlagworte Artificial Intelligence • Computational Intelligence • meta-heuristics • Modellierung • Modelling • Scalable Computation • Simulation
ISBN-10 3-642-30153-3 / 3642301533
ISBN-13 978-3-642-30153-7 / 9783642301537
Zustand Neuware
Informationen gemäß Produktsicherheitsverordnung (GPSR)
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