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Advances in Intelligent Modelling and Simulation

Artificial Intelligence-Based Models and Techniques in Scalable Computing

  • Joanna Kołodziej
  • Samee Ullah Khan
  • Tadeusz Burczy´nski

Part of the Studies in Computational Intelligence book series (SCI, volume 422)

Table of contents

  1. Front Matter
    Pages 1-22
  2. Future Generation Fuzzy Systems

  3. Parallel and Multiobjective Evo-Based Techniques and Architectures in Large-Scale Global Optimization

    1. Front Matter
      Pages 43-43
    2. A. M. Mora, P. A. Castillo, M. G. Arenas, P. García-Sánchez, J. L. J. Laredo, J. J. Merelo
      Pages 45-66
    3. Lidia Araujo Miranda, Marcos Fagundes Caetano, Luiza Jaques, Jan Mendonca Correa, Alba Cristina Magalhaes Alves de Melo, Jacir Luiz Bordim
      Pages 67-87
    4. P. A. Castillo, P. García-Sánchez, M. G. Arenas, J. L. Bernier, J. J. Merelo
      Pages 89-111
    5. M. G. Arenas, G. Romero, A. M. Mora, P. A. Castillo, J. J. Merelo
      Pages 113-134
  4. Nature-Inspired Solutions for Intelligent Networking

    1. Front Matter
      Pages 135-135
    2. Stephen Gundry, Jianmin Zou, Elkin Urrea, Cem Safak Sahin, Janusz Kusyk, M. Umit Uyar
      Pages 155-183
    3. Kei Ohnishi, Mario Köppen, Kaori Yoshida, Yuji Oie
      Pages 185-213
    4. Ciprian Dobre, Florin Pop, Valentin Cristea
      Pages 235-267
  5. Economic and Biological Approaches

    1. Front Matter
      Pages 269-269
    2. Dhruv Gairola, Siang Yew Chong
      Pages 271-293
    3. Tobias Warden, Janusz Wojtusiak, Otthein Herzog
      Pages 295-325
    4. C. Jacob, S. von Mammen, T. Davison, A. Sarraf-Shirazi, V. Sarpe, A. Esmaeili et al.
      Pages 327-349
    5. Paul Eric Dossou, Paweł Pawlewski, Philip Mitchell
      Pages 351-380
  6. Back Matter
    Pages 0--1

About this book

Introduction

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 emergent distributed computing paradigms. It will also allow newcomers (students and researchers alike) to grasp key issues and potential solutions on the selected topics.

Keywords

Artificial Intelligence Computational Intelligence Meta-heuristics Modelling Scalable Computation

Editors and affiliations

  • Joanna Kołodziej
    • 1
  • Samee Ullah Khan
    • 2
  • Tadeusz Burczy´nski
    • 3
  1. 1.Institute of Computer ScienceCracow University of TechnologyCracowPoland
  2. 2., Department of Electrical and ComputerNorth Dakota State UniversityFargoUSA
  3. 3.Department of Computer ScienceCracow University of TechnologyCracowPoland

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-30154-4
  • Copyright Information Springer-Verlag Berlin Heidelberg 2012
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Engineering
  • Print ISBN 978-3-642-30153-7
  • Online ISBN 978-3-642-30154-4
  • Series Print ISSN 1860-949X
  • Series Online ISSN 1860-9503
  • Buy this book on publisher's site