Advances in Modeling and Simulation

Seminal Research from 50 Years of Winter Simulation Conferences
Softcover Nachdruck of the original 1. Auflage 2017
ISBN: 978-3-319-87743-3
Verlag: Springer International Publishing

Buch, Englisch, 355 Seiten, Previously published in hardcover, Format (B × H): 155 mm x 235 mm, Gewicht: 624 g

Reihe: Simulation Foundations, Methods and Applications

This broad-ranging text/reference presents a fascinating review of the state of the art of modeling and simulation, highlighting both the seminal work of preeminent authorities and exciting developments from promising young researchers in the field. Celebrating the 50th anniversary of the Winter Simulation Conference (WSC), the premier international forum for disseminating recent advances in the field of system simulation, the book showcases the historical importance of this influential conference while also looking forward to a bright future for the simulation community.

Topics and features: examines the challenge of constructing valid and efficient models, emphasizing the benefits of the process of simulation modeling; discusses model calibration, input model risk, and approaches to validating emergent behaviors in large-scale complex systems with non-linear interactions; reviews the evolution of simulation languages, and the history of the Time Warp algorithm; offers a focus on the design and analysis of simulation experiments under various goals, and describes how data can be “farmed” to support decision making; provides a comprehensive overview of Bayesian belief models for simulation-based decision making, and introduces a model for ranking and selection in cloud computing; highlights how input model uncertainty impacts simulation optimization, and proposes an approach to quantify and control the impact of input model risk; surveys the applications of simulation in semiconductor manufacturing, in social and behavioral modeling, and in military planning and training; presents data analysis on the publications from the Winter Simulation Conference, offering a big-data perspective on the significant impact of the conference.This informative and inspiring volume will appeal to all academics and professionals interested in computational and mathematical modeling and simulation, as well as to graduate students on the path to form the next generation of WSC pioneers.

Zielgruppe

Research

Autoren/Hrsg.

Tolk, Andreas

Yücesan, Enver

Fowler, John

Shao, Guodong

Fachgebiete

• Mathematik | Informatik EDV | Informatik Professionelle Anwendung Computersimulation & Modelle, 3-D Graphik
• Mathematik | Informatik Mathematik Operations Research
• Mathematik | Informatik Mathematik Numerik und Wissenschaftliches Rechnen Angewandte Mathematik, Mathematische Modelle
• Technische Wissenschaften Technik Allgemein Modellierung & Simulation
• Mathematik | Informatik EDV | Informatik Professionelle Anwendung Computer-Aided Design (CAD)

Inhaltsverzeichnis

A Brief Introduction to the Winter Simulation Conference
Andreas Tolk, John Fowler, Guodong Shao, and Enver Yücesan

Model is a Verb
Lee Schruben

Model Calibration
Jie Xu

Validating Emergent Behavior in Complex Systems
Claudia Szabo and Lachlan Birdsey

Input Model Risk
Eunhye Song and Barry L. Nelson

Evolution of Simulation Languages
C. Dennis Pegden

A Brief History of Time Warp
David Jefferson and Richard Fujimoto

Design and Analysis of Simulation Experiments: Tutorial
Jack P.C. Kleijnen

Better Big Data via Data Farming Experiments
Susan Sanchez and Paul J. Sánchez

Bayesian Belief Models in Simulation-Based Decision Making
Ilya O. Rzyhov and Ye Chen

Simulation Optimization under Input Model Uncertainty
Enlu Zhou and Di Wu

Parallel Ranking and Selection
Susan R. Hunter and

Barry L. Nelson

A History of Military Computer Simulation
Raymond R. Hill and Andreas Tolk

Modeling and Analysis of Semiconductor Manufacturing
John Fowler and Lars Mönch

Social and Behavioral Simulation
Charles M. Macal and Chaitanya Kaligotla

Analysis of M&S Literature Published in the Proceedings of the Winter Simulation Conference from 1981 to 2016
Navronil Mustafee and Paul Fishwick

Über Autor(innen)

Dr. Andreas Tolk is a Technology Integrator at The MITRE Corporation, Hampton, VA, USA, and adjunct Professor at Old Dominion University, Norfolk, VA, USA.

Dr. John Fowler is the Motorola Professor of Supply Chain Management in the W.P. Carey School of Business at Arizona State University, AZ, Tempe, USA.

Dr. Guodong Shao is a Computer Scientist in the Systems Integration Division (SID) of the Engineering Laboratory (EL) at the National Institute of Standards and Technology (NIST), Gaithersburg, MD, USA.

Dr. Enver Yücesan is a Professor of Operations Management at INSEAD, Fontainebleau, France.