Modelling and Simulation: Exploring Dynamic System Behaviour

ISBN-13: 9783030188689 / Angielski / Twarda / 2020 / 551 str.

Louis G. Birta; Gilbert Arbez

Opis

This book provides an essential foundation in Modelling and Simulation, intended for students in introductory courses, and for self-study by professionals and others interested in the features and potential of this rapidly evolving problem-solving paradigm.

Spis treści

Part I: Fundamentals

Introduction

Modelling and Simulation Fundamentals

Part II: DEDS Modelling and Simulation

DEDS Stochastic Behaviour and Modelling

A Conceptual Modelling Framework for DEDS

DEDS Simulation Model Development

The Activity-Object World View for DEDS

Experimentation and Output Analysis

Part III: CTDS Modelling and Simulation

Modelling of Continuous Time Dynamic Systems

Simulation with CTDS Models

Part IV: Simulation Optimization

Optimization Overview

Simulation Optimization in the CTDS Domain

Simulation Optimization in the DEDS Domain

Appendix A: ABCmod Applications in M&S Projects

Appendix B: Probability and Statistics Primer

Appendix C: GPSS Primer

Appendix D: MATLAB Primer

O autorze

Louis G. Birta is Professor Emeritus at the University of Ottawa, School of Electrical Engineering and Computer Science.

Gilbert Arbez is an Assistant Professor in the School of Electrical Engineering and Computer Science, at the University of Ottawa, ON, Canada.

Blurb

This hands-on textbook/reference presents an introduction to the fundamental aspects of modelling and simulation, both for those wishing to learn about this methodology and also for those who have a need to apply it in their work. The text is supported by illustrative examples, drawn from projects formulated within the domains of discrete-event dynamic systems (DEDS) and continuous-time dynamic systems (CTDS).

This updated new edition has been enhanced with new illustrative case studies, and additional examples demonstrating some new features and the effectiveness of the ABCmod conceptual modelling framework. Changes that facilitate the development of simulation models with ABSmod/J are illustrated. New material includes a presentation of the experimentation strategy called “design of experiments” and three new chapters that explore the optimization-simulation interface.

Topics and features:

• Presents a goal-based and project-oriented perspective of modelling and simulation
• Describes the ABCmod framework, an activity-based conceptual modelling framework for DEDS
• Examines the simulation-optimization interface in both the CTDS and DEDS domains
• Provides numerous illustrative examples, case studies and useful algorithms, as well as exercises and projects at the end of most chapters
• Includes appendices on probability and statistics, the GPSS programming environment, and relevant MATLAB features
• Provides supplementary software and teaching support material at an associated website, including lecture slides and a methodology for organizing student projects

Serving as an essential guide to the foundations of modelling and simulation, this practical primer is ideal for senior undergraduate and junior graduate-level students. Also suitable for self-study, the book will be of great benefit to professionals seeking insight into the vast potential of this rapidly evolving problem-solving paradigm.

Louis G. Birta is Professor Emeritus at the University of Ottawa, School of Electrical Engineering and Computer Science. Gilbert Arbez is an Assistant Professor in the School of Electrical Engineering and Computer Science, at the University of Ottawa, ON, Canada.