Книга "Техники высокопроизводительных вычислений для моделирования сложных систем" посвящена моделированию и симуляции сложных систем в различных областях: финансах, экономике, биологии, астрономии и т.д. Авторы рассматривают различные технологии, начиная от распределенных вычислений до специализированного оборудования, которые разрабатываются для решения вычислительных задач, связанных с моделированием сложных систем. Цель книги - представить обзор современных технологий высокопроизводительных вычислений в контексте приложений моделирования сложных систем. Книга также направлена на выявление новых направлений исследований в этой области и создание платформы для обмена концепциями, идеями и потребностями между учеными, технологами и моделировщиками сложных систем. В книге уделяется внимание моделированию и симуляции естественных и искусственных сложных систем, а также распределенным вычислительным подходам, хотя также рассматриваются суперкомпьютеры и другие новые технологии.
Авторы: Вернер ДубицкиИздательство: Springer Science & Business MediaГод издания: 2010Страниц: 360.This book provides an introduction to large scale computing techniques use for complex system simulation. In recent years this approach has been adopted for simulations in diverse areas including finance and economic, biology as well as astronomical simulations. It discusses different types of computing that includes distributed computing and special hardware. You will learn how each concept works and why they are so important in advancing our current simulations.Author also talks about roles of computer science and systems engineering, provides methods to establish optimal solutions for available resources, performance and scalability.One of the chapters discusses natural complex systems around which lies a lot scientific research, such as the human body, climate and weather phenomenon. Here you would learn about new theory and models needed to simulate those systems.The second part of the book discusses man made systems, which already have complex heterogeneous architectures. This includes topics such interdisciplinary simulations involving multi physics phenomenons, coupled computer models and the analysis of big data.This book would be great for researchers and graduate students interested in large scale computer simulations, particularly those who need an overview of techniques, architecture and applications. New students and professionals in this area should find some useful basic knowledge.After reading this book, readers would gain a thorough understanding of large scale simulations and decision making potential problems, issues, obstacles and solutions involved with these types of operations and issues.
Электронная Книга «Large-Scale Computing Techniques for Complex System Simulations» написана автором Werner Dubitzky в году.
Минимальный возраст читателя: 0
Язык: Английский
ISBN: 9781118130476
Описание книги от Werner Dubitzky
Complex systems modeling and simulation approaches are being adopted in a growing number of sectors, including finance, economics, biology, astronomy, and many more. Technologies ranging from distributed computing to specialized hardware are explored and developed to address the computational requirements arising in complex systems simulations. The aim of this book is to present a representative overview of contemporary large-scale computing technologies in the context of complex systems simulations applications. The intention is to identify new research directions in this field and to provide a communications platform facilitating an exchange of concepts, ideas and needs between the scientists and technologist and complex system modelers. On the application side, the book focuses on modeling and simulation of natural and man-made complex systems. On the computing technology side, emphasis is placed on the distributed computing approaches, but supercomputing and other novel technologies are also considered.
