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Building Software for Simulation: Theory and Algorithms, with Applications in C++, by James J. Nutaro
PDF Ebook Building Software for Simulation: Theory and Algorithms, with Applications in C++, by James J. Nutaro
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A unique guide to the design and implementation of simulation software
This book offers a concise introduction to the art of building simulation software, collecting the most important concepts and algorithms in one place. Written for both individuals new to the field of modeling and simulation as well as experienced practitioners, this guide explains the design and implementation of simulation software used in the engineering of large systems while presenting the relevant mathematical elements, concept discussions, and code development.
The book approaches the topic from the perspective of Zeigler's theory of modeling and simulation, introducing the theory's fundamental concepts and showing how to apply them to engineering problems. Readers will learn five necessary skills for building simulations of complicated systems:
- Working with fundamental abstractions for simulating dynamic systems
- Developing basic simulation algorithms for continuous and discrete event models
- Combining continuous and discrete event simulations into a coherent whole
- Applying strategies for testing a simulation
- Understanding the theoretical foundations of the modeling constructs and simulation algorithms
The central chapters of the book introduce, explain, and demonstrate the elements of the theory that are most important for building simulation tools. They are bracketed by applications to robotics, control and communications, and electric power systems; these comprehensive examples clearly illustrate how the concepts and algorithms are put to use. Readers will explore the design of object-oriented simulation programs, simulation using multi-core processors, and the integration of simulators into larger software systems.
The focus on software makes this book particularly useful for computer science and computer engineering courses in simulation that focus on building simulators. It is indispensable reading for undergraduate and graduate students studying modeling and simulation, as well as for practicing scientists and engineers involved in the development of simulation tools.
- Sales Rank: #2152135 in Books
- Published on: 2010-12-21
- Original language: English
- Number of items: 1
- Dimensions: 9.70" h x 1.02" w x 6.40" l, 1.41 pounds
- Binding: Hardcover
- 360 pages
Review
"It is indispensable reading for undergraduate and graduate students studying modeling and simulation, as well as for practicing scientists and engineers involved in the development of simulation tools." (Zentralblatt MATH, 2011)
"Written by leading experts in the field, this book (which is complementary to Fatigue of Materials and Structures: Application to Damage and Design, also edited by Claude Bathias and Andr Pineau), provides an authoritative, comprehensive and unified treatment of the mechanics and micromechanisms of fatigue in metals, polymers and composites." (PR-Inside.com, 15 March 2011)
"This book offers a concise introduction to the art of building simulation software, collecting the most important concepts and algorithms in one place." (Robotics Technology, 15 March 2011)
About the Author
JAMES J. NUTARO, PhD, is an adjunct faculty member at the University of Tennessee in Knoxville and a member of the research staff at Oak Ridge National Laboratory. He has developed simulation software used by industrial, academic, and research organizations including Raytheon, Northrop Grumman, Intel, and several universities. Nutaro has published articles on modeling and simulation in ACM and IEEE journals. He is Associate Editor for SIMULATION: Transactions of the Society for Computer Simulation International as well as for ACM Transactions on Modeling and Computer Simulation, and is a member of the IEEE.
Most helpful customer reviews
8 of 11 people found the following review helpful.
A book for participating in the knowledge-based technology solutions of the rapidly arriving future!
By Dr. Alexandre Muzy
"Building Software for Simulation: Theory and Algorithms, with Applications in C++" is true to its name combining theory with theory implementations, all illustrated by applications. The theory is an updated and abridged rendering of that presented in "Theory of Modeling and Simulation" the second edition of which came out over a decade ago. If you want to really follow this book's development in depth, you may want to go back to the more leisurely and comprehensive development of the original. That said, the book advances existing theory in important ways. For example, it expands the original theory to cover an extension of the time base needed for proper handling of efficient distributed simulation. And in keeping with the main theme, it gives an in-depth treatment of hybrid discrete-continuous model representation and simulation. Furthermore, C++ efficiency is combined with an efficient data-structure implementation (for event scheduling) allowing you to simulate large scale systems under competitive execution times. The structural complexity of these systems is also tackled meticulously describing the equation-based behaviors, formal specification, and implementation of their constitutive building blocks.
Several books have come out in the last decade that draw upon the Discrete Event System Specification (DEVS) theory and applications in one form or another. However, as claimed in its jacket, this book occupies a unique position on this bookshelf. Along with the DEVS theory, the book presents the actual code of the author's 'adevs' simulator and explains it in terms of the covered theory. This will give you dual perspectives to understand both theory and implementation, either of which could readily become unfathomable standing alone. Along the way, the author also discusses implementation issues in C++ that arise in this context and how the adevs implementation handles them. A major payoff is that, not only will you be able to confidently use the open source adevs code, but you will also be in a good position to extend and apply it, as well as other DEVS implementations.
The book provides examples and applications to illustrate the theory and implementation. A small number of themes are carried through from beginning to end. The main one relates to modeling and simulating a robotic vehicle which is developed in successive stages synchronized to the theoretical progression. A hobbyist's model tank, outfitted with microprocessor control and motor actuator, serves as a down-to-earth system that can be measured, modeled, designed, and simulated with the fidelity needed to get predictions in reasonable agreement with reality. In contrast to most applications, you don't have to take the author's data or word for it; you can simply purchase the parts for a few dollars and build both the real tank and its simulation yourself.
The robotic tank model well illustrates the conjunction of continuous and discrete event dynamics that tomorrow's engineers will need to master. Learning DEVS and building software for such hybrid simulation will probably never attain anywhere the near the popularity of today's programming technologies - it is hard to imagine a book called "DEVS for Dummies!" Nevertheless, after the more easily done information technology is completed, there will remain the challenges of linking the self-contained abstractions of programming with the physical reality of systems that must work with them - think of the complexities that smart cars will be bringing as they take over more decision making from drivers and interact in probably unintuitive (emergent) ways on streets and highways. Moreover, increasingly it is being recognized that our competitive capability in such new technologies will determine whether we continue to enjoy today's standard of living. Hard as it is, building DEVS-based hybrid simulation will give you a uniquely marketable skill set enabling you to participate in the knowledge-based technology solutions of the rapidly arriving future.
0 of 0 people found the following review helpful.
A nice bridge from theory to practice
By Joe Segal
As a somewhat math-phobic developer, for me, the greatest benefit of this book is the way it presents the abstract theoretical foundations in their original form as discrete math, but then it also provides concrete implementations of each idea in C++, which makes it relatively easy to understand the notation, even for those of us who sometimes struggle with math. The book also fully develops a real world model that illustrates how simulation theory and practice may be practically combined to address actual problems involving accurately simulating interaction between mechanical, analog electrical and digital systems.
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