Discrete and Continuous Simulation: Theory and Practice
Autor Susmita Bandyopadhyay, Ranjan Bhattacharyaen Limba Engleză Paperback – 29 mar 2017
This text concentrates on the simulation of complex systems, covering the basics in detail and exploring the diverse aspects, including continuous event simulation and optimization with simulation. It explores the connections between discrete and continuous simulation, and applies a specific focus to simulation in the supply chain and manufacturing field. It discusses the Monte Carlo simulation, which is the basic and traditional form of simulation. It addresses future trends and technologies for simulation, with particular emphasis given to .NET technologies and cloud computing, and proposes various simulation optimization algorithms from existing literature.
- Includes chapters on input modeling and hybrid simulation
- Introduces general probability theory
- Contains a chapter on Microsoft® Excel™ and MATLAB®/Simulink®
- Discusses various probability distributions required for simulation
- Describes essential random number generators
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Specificații
ISBN-13: 9781138076990
ISBN-10: 1138076996
Pagini: 376
Ilustrații: Approx. 350 to 420 equations; 42 Tables, black and white; 106 Illustrations, black and white
Dimensiuni: 156 x 234 x 20 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
ISBN-10: 1138076996
Pagini: 376
Ilustrații: Approx. 350 to 420 equations; 42 Tables, black and white; 106 Illustrations, black and white
Dimensiuni: 156 x 234 x 20 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Cuprins
Introduction to Simulation. Monte Carlo Simulation. Introduction to Probability Theory. Probability Distributions. Introduction to Random Number Generators. Random Variate Generation. Steady-State Behavior of Stochastic Processes. Statistical Analysis of Steady-State Parameters. Computer Simulation. Manufacturing Simulation. Manufacturing and Supply Chain Simulation Packages. Supply Chain Simulation. Simulation in Various Disciplines. Simulation of Complex Systems. Simulation with Cellular Automata. Agent-Based Simulation. Continuous System Simulation. Introduction to Simulation Optimization. Algorithms for Simulation Optimization. Simulation with System Dynamics. Simulation Software. Future Trends of Simulation. References. Index.
Recenzii
"…presents topics of practical importance for both using and building simulation models, and introduces these in a way that emphasizes how each new concept is applied in practice. The book also offers a unique overview of how broadly simulation is applied in industry and for research…"
––James Nutaro, Oak Ridge National Laboratory, Tennessee, USA
"The book provides a comprehensive, elaborate, extensive account of computer simulation, of discrete and continuous simulation with basic probability theory, stochastic processes with application to manufacturing, supply chains, cellular automata and agent-based simulation, and systems simulation and optimization.The also book provides a detailed description of simulation software and languages with application to cloud computing, discussion of NET technologies and many software tools. The authors mention several disciples in engineering. There are many figures and tables to explain the process of simulation."
—Nirode C. Mohanty, Zentralblatt MATH (zbMATH), Germany
––James Nutaro, Oak Ridge National Laboratory, Tennessee, USA
"The book provides a comprehensive, elaborate, extensive account of computer simulation, of discrete and continuous simulation with basic probability theory, stochastic processes with application to manufacturing, supply chains, cellular automata and agent-based simulation, and systems simulation and optimization.The also book provides a detailed description of simulation software and languages with application to cloud computing, discussion of NET technologies and many software tools. The authors mention several disciples in engineering. There are many figures and tables to explain the process of simulation."
—Nirode C. Mohanty, Zentralblatt MATH (zbMATH), Germany
Notă biografică
Susmita Bandyopadhyay, Ranjan Bhattacharya
Descriere
This text provides a detailed discussion of simulation theory and its applications. It covers current simulation trends, related literature, and the direction of future technologies as well as input modeling, optimization with simulation, continuous simulation, discrete simulation, hybrid simulation, simulation in supply chains and manufacturing, and simulation for multiple disciplines. It also describes various probability distributions required for simulation, random number generation techniques, and explains how to put Microsoft® Excel™, MATLAB®, and Simulink® to practical use in the simulation process.