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  • Textbook
  • © 2014

Modeling and Simulation

An Application-Oriented Introduction

  • Covering a wide range of modeling-driven domains: decisions, traffic, dynamical systems, physics
  • Motivated by concrete relevant scenarios, but not application-bound
  • Looking at modeling and simulation as a general methodology for science and engineering fed by mathematics and informatics
  • Includes supplementary material: sn.pub/extras

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Table of contents (16 chapters)

  1. Front Matter

    Pages i-xiv
  2. Introduction

    • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
    Pages 1-15
  3. Required Tools in Short

    • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
    Pages 17-83
  4. Gaming—Deciding—Planning: A Warm-up for Modeling

    1. Front Matter

      Pages 85-86
    2. Game Theory

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 87-98
    3. Group Decision Making

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 99-110
    4. Scheduling

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 111-129
    5. Wiener Processes

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 131-143
  5. Traffic on Highways and Data Highways: Once Through the Simulation Pipeline

    1. Front Matter

      Pages 145-147
    2. Macroscopic Simulation of Road Traffic

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 149-170
    3. Microscopic Simulation of Road Traffic

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 171-201
    4. Stochastic Traffic Simulation

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 203-238
  6. Dynamical Systems: Cause, Effect, and Interplay

    1. Front Matter

      Pages 239-240
    2. Population Dynamics

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 241-253
    3. Control Engineering

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 255-289
    4. Chaos Theory

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 291-314
  7. Physics in the Computer: Take-Off Toward Number Crunching

    1. Front Matter

      Pages 315-316
    2. Molecular Dynamics

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 317-335
    3. Heat Transfer

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 337-353
    4. Fluid Dynamics

      • Hans-Joachim Bungartz, Stefan Zimmer, Martin Buchholz, Dirk Pflüger
      Pages 355-380

About this book

This book provides an introduction to mathematical and computer-oriented modeling and to simulation as a universal methodology. It therefore addresses various model classes and their derivations. And it demonstrates the diversity of approaches that can be taken: be it discrete or continuous, deterministic or stochastic. A common underlying theme throughout the book are the means in which one obtains practical simulation results from these different abstract models.

 

Subsequent to a brief review of the mathematical tools that are required, the concept of the simulation pipeline, "from model derivation to the simulation", is applied to 14 example scenarios from diverse fields such as "Game theory - deciding - planning", "Traffic on highways and data highways", "Dynamical systems" and "Physics in the computer".

 

Whether it is game theory or mathematical finance, traffic or control theory, population dynamics or chaos, or molecular dynamics, continuum mechanics or computer graphics - the reader gains insight into the world of simulation in a descriptive yet systematic way.

Reviews

From the reviews:

“This is an introductory textbook to modeling and simulation that are considered as systematic approach to gain knowledge and results. … The book is very suitable for the first touch with the topics. It contains very intuitive examples for learning. … it has to be an excellent advertising of computer modeling and simulation.” (Eduard Kostolansky, zbMATH, Vol. 1281, 2014)

Authors and Affiliations

  • Department of Informatics, Technische Universität München, Munich, Germany

    Hans-Joachim Bungartz

  • University of Stuttgart IPVS, Stuttgart, Germany

    Stefan Zimmer, Dirk Pflüger

  • Realtime Technology AG, Munich, Germany

    Martin Buchholz

About the authors

Hans-Joachim Bungartz: Professor of informatics and mathematics at TUM, chair of scientific computing; long-term experience in teaching for programs in informatics, mathematics, physics, and engineering; responsible of CSE graduate programs at TUM and Bavaria-wide. 

Dirk Pflüger and Stefan Zimmer: are both members of the Chair of Simulation of Large Systems, Institute for Parallel and Distributed Systems, at the University of Stuttgart; their teaching includes respective courses in the informatics and software engineering programs and within the cluster of excellence Simulation Technology.

Martin Buchholz: works at Realtime Technology AG (RTT AG) on distributed software systems for realtime visualization.

Bibliographic Information

Buy it now

Buying options

eBook USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book USD 79.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access