Proceedings of the 2006 Winter Simulation Conference
L. F. Perrone, F. P. Wieland, J. Liu, B. G. Lawson, D. M. Nicol, and R. M. Fujimoto, eds.
ABSTRACT
Distributed simulation is used very little in industry, espe-
cially when compared with the interest in distributed simu-
lation from research and from the military domain. In order
to answer the question why industry lags behind, the au-
thors have carried out an extensive survey, using a ques-
tionnaire and interviews, with users, vendors, and develop-
ers of distributed simulation products, as well as with
vendors of non-distributed simulation software. Based on
the results the discrepancies between the different “worlds”
become clear enough to enable the formulation of clear
guidelines for further developments of standards for dis-
tributed simulation. This paper reports on the first part of
the survey, namely a questionnaire targeted at vendors of
commercial-off-the-shelf (COTS) simulation packages.
Analysis of the answers obtained establish that it is indeed
the case that industry is relatively underdeveloped in the
area of distributed simulation and also sheds some light on
the reasons behind this.
1 INTRODUCTION
Distributed simulation is an application of distributed sys-
tems technology that enables models to be coupled over
computer networks so that they interoperate during a simu-
lation run. Initial research on distributed simulation has
been conducted in the defense (Singhal and Zyda 1999). It
is a promising approach allowing for the interoperability
between models and the reusability of them (Fujimoto
2000). Besides interoperability and reusability Fujimoto
mentions other benefits of distributed simulation, such as
reduced execution time, geographical distribution, integrat-
ing simulation models from different vendors and fault tol-
erance. Other benefits are apparent as well, for instance the
possibility to reuse existing components, support for in-
formation hiding, and support for integrating heterogene-
ous models (Boer 2005).
In order to carry out distributed simulation, simulation
standards were initiated in the defense community, culmi-
nating in the High Level Architecture (HLA), which is the
most recent and most advanced approach for integrating
simulation models and the facto standard for all simula-
tions of the Department of Defense (DMSO 1998a),
(DMSO 1998b), (DMSO 1998c), (Kuhl, et al. 1999).
Although the initial step in designing and developing
the HLA standard was carried out by the defense commu-
nity, this large effort was intended to support the industrial
community as well. However, in the industrial domain ap-
plication of distributed simulation is still in its infancy. The
research community is aware of this phenomenon. In order
to find out the reasons behind it, in the last years separate
panel discussions were organized at the Winter Simulation
Conference (Taylor, et al. 2002), (Taylor, et al. 2003).
Some researchers have proposed methods for migrating the
HLA concept into the industrial domain (Straßburger
2001), (Rabe, et al. 2001), (McLean and Riddick 2000),
(Revetria, et al. 2003) which led to new insights regarding
the applicability of HLA in industry. Furthermore, a forum,
called HLA-CSPIF was initiated that aims to create refer-
ence models for integration of distributed simulation mod-
els created in commercial-off-the-shelf (COTS) simulation
packages (Taylor, et al. 2006). This forum has recently be-
come a CSPI Product Development group under the Simu-
lation Interoperability Standards Organization,
Most computer simulation models in industry are cre-
ated using simulation packages (Nikoukaran, et al. 1999).
COTS simulation packages are the most advanced and
widely used packages that are commercially available
(Nikoukaran, et al. 1999), (Tewoldeberhan, et al. 2002).
Law and Kelton identify several advantages of COTS
simulation packages over general purpose programming
languages, explaining why simulation modeling has be-
come more and more popular in recent years (Law and
Kelton 2000).
DISTRIBUTED SIMULATION IN INDUSTRY – A SURVEY
PART 1 – THE COTS VENDORS
Csaba Attila Boer
TBA BV
Vulcanusweg 259,
2624 AV, Delft,
THE NETHERLANDS
Arie de Bruin
Delft University of Technology
Faculty of Electrical Engineering,
Mathematics and Computer Science
Mekelweg 4, 2628 CD, Delft
THE NETHERLANDS
Alexander Verbraeck
Delft University of Technology
Faculty of Technology, Policy and
Management
Jaffalaan 5, 2628 BX, Delft
THE NETHERLANDS
1053 1-4244-0501-7/06/$20.00 ©2006 IEEE