Parallel and Distribution Simulation Systems
Parallel and Distribution Simulation Systems
Computer Simulation in Management Science
Computer Simulation in Management Science
Managing Business Complexity: Discovering Strategic Solutions with Agent-Based Modeling and Simulation
Large scale agent-based simulation on the grid
Future Generation Computer Systems
Commercial-off-the-shelf simulation package interoperability: issues and futures
Winter Simulation Conference
Scalability in distributed simulations of agent-based models
Winter Simulation Conference
Stakeholder engagement in health care simulation
Winter Simulation Conference
A novel rollback algorithm in parallel and distributed system simulation
PDCAT'04 Proceedings of the 5th international conference on Parallel and Distributed Computing: applications and Technologies
Bridging the gap: A standards-based approach to OR/MS distributed simulation
ACM Transactions on Modeling and Computer Simulation (TOMACS)
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Simulation modeling is a significant tool for systems analysis that is being used in industry and services for several years. As the world becomes more connected, organizations complexity increases and traditional simulation techniques often are inadequate to represent modern problems. Moreover, simulation building requires high-skilled modelers and experimentation with large-scale simulations is highly computation intensive exercise. Distributed simulation, by enabling experimentation across multiple processors over a network or the cloud, has the potential to provide solution for the required computation capacity. Additionally, reusability of models is supported by enabling individual models to interoperate. In this paper we demonstrate the development of a distributed hybrid agent-based and discrete event simulation using high level architecture (HLA) technology. We implemented our project in open source software which has the advantage of cost-free access and source code accessibility. Using emergency medical services as exemplar case study, we developed an agent-based model of an ambulance service and several discrete event simulations of accident and emergency departments using Repast toolkit. The interface runtime infrastructure was developed in portico software. We tested the performance of the 1.3 and the Evolved version of the IEEE 1516 HLA standard. The yielded results show that the overall performance of both HLA versions is satisfying. However, interestingly, HLA 1.3 performs better on a single processor while HLA Evolved demonstrates better performance when executing in a network.