Cloning: a novel method for interactive parallel simulation
Proceedings of the 29th conference on Winter simulation
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Parallel and Distribution Simulation Systems
Parallel and Distribution Simulation Systems
Proceedings of the sixteenth workshop on Parallel and distributed simulation
Scalability of Parallel Simulation Cloning
SS '02 Proceedings of the 35th Annual Simulation Symposium
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
A Generic Symbiotic Simulation Framework
Proceedings of the 20th Workshop on Principles of Advanced and Distributed Simulation
Optimal computing budget allocation for multi-objective simulation models
WSC '04 Proceedings of the 36th conference on Winter simulation
Using On-line Simulation for Adaptive Path Planning of UAVs
DS-RT '07 Proceedings of the 11th IEEE International Symposium on Distributed Simulation and Real-Time Applications
Proceedings of the 39th conference on Winter simulation: 40 years! The best is yet to come
Symbiotic Simulation Systems: An Extended Definition Motivated by Symbiosis in Biology
Proceedings of the 22nd Workshop on Principles of Advanced and Distributed Simulation
Enhanced Situational Awareness: Application of DDDAS Concepts to Emergency and Disaster Management
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part I: ICCS 2007
AIMSS: An Architecture for Data Driven Simulations in the Social Sciences
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part I: ICCS 2007
Symbiotic Simulation Control in Semiconductor Manufacturing
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part III
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Preventive what-if analysis in symbiotic simulation
Proceedings of the 40th Conference on Winter Simulation
Symbiotic Simulation Model Validation for Radiation Detection Applications
PADS '09 Proceedings of the 2009 ACM/IEEE/SCS 23rd Workshop on Principles of Advanced and Distributed Simulation
WIPER: the integrated wireless phone based emergency response system
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part III
Intelligent management of data driven simulations to support model building in the social sciences
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part III
Co-simulation in large scale environments using the HPNS framework
Proceedings of the 2010 Conference on Grand Challenges in Modeling & Simulation
Simulation-based deadlock avoidance and optimization in bidirectional AGVS
Proceedings of the 4th International ICST Conference on Simulation Tools and Techniques
Towards an agent-based symbiotic architecture for autonomic management of virtualized data centers
Proceedings of the Winter Simulation Conference
Panel on grand challenges for modeling and simulation
Proceedings of the Winter Simulation Conference
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Symbiotic simulation is a paradigm in which a simulation system and a physical system are closely associated with each other. This close relationship can be mutually beneficial. The simulation system benefits from real-time measurements about the physical system which are provided by corresponding sensors. The physical system, on the other side, may benefit from the effects of decisions made by the simulation system. An important concept in symbiotic simulation is that of the what-if analysis process which is concerned with the evaluation of a number of what-if scenarios by means of simulation. Symbiotic simulation and related paradigms have become popular in recent years because of their ability to dynamically incorporate real-time sensor data. In this paper, we explain different types of symbiotic simulation and give an overview of the state of the art. In addition, we discuss common research issues that have to be addressed when working with symbiotic simulation. While some issues have been adequately addressed, there are still research issues that remain open.