Hidden order: how adaptation builds complexity
Hidden order: how adaptation builds complexity
The sciences of the artificial (3rd ed.)
The sciences of the artificial (3rd ed.)
On the concept of dynamic multi-level simulation
ANSS '86 Proceedings of the 19th annual symposium on Simulation
Entropy and self-organization in multi-agent systems
Proceedings of the fifth international conference on Autonomous agents
Simulation level of detail for multiagent control
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
Hierarchical Model for Real Time Simulation of Virtual Human Crowds
IEEE Transactions on Visualization and Computer Graphics
When Agents Emerge from Agents: Introducing Multi-scale Viewpoints in Multi-agent Simulations
Proceedings of the First International Workshop on Multi-Agent Systems and Agent-Based Simulation
Social Science Microsimulation [Dagstuhl Seminar, May, 1995]
Multilevel Modelling of Virtual Urban Environments for Behavioural Animation
CA '97 Proceedings of the Computer Animation
Multi-Level Distributed Real-Time Simulation Based On The Tmo Modeling
Journal of Integrated Design & Process Science
An analysis and design concept for self-organization in holonic multi-agent systems
ESOA'06 Proceedings of the 4th international conference on Engineering self-organising systems
Heterogeneous formal specification based on Object-Z and statecharts: semantics and verification
Journal of Systems and Software
A Granular Architecture for Dynamic Realtime Dialogue
IVA '08 Proceedings of the 8th international conference on Intelligent Virtual Agents
Bending Virtual Spring-Damper: A Solution to Improve Local Platoon Control
ICCS '09 Proceedings of the 9th International Conference on Computational Science: Part I
Evaluation of global system state thanks to local phenomenona
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Modeling multimodal communication as a complex system
ZiF'06 Proceedings of the Embodied communication in humans and machines, 2nd ZiF research group international conference on Modeling communication with robots and virtual humans
Reactive multi-agent approach to local platoon control: stability analysis and experimentations
International Journal of Intelligent Systems Technologies and Applications
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Holonic Multi-Agent Systems (HMAS) are a convenient and relevant way to analyze, model and simulate complex and open systems. Accurately simulate in real-time complex systems, where a great number of entities interact, requires extensive computational resources and often distribution of the simulation over various computers. A possible solution to these issues is multilevel simulation. This kind of simulation aims at dynamically adapting the level of entities' behaviors (microscopic, macroscopic) while being as faithful as possible to the simulated model. We propose a holonic organizational multilevel model for real-time simulation of complex systems by exploiting the hierarchical and distributed properties of the holarchies. To fully exploit this model, we estimate the deviation of simulation accuracy between two adjacent levels through physics-based indicators. These indicators will then allow us to dynamically determine the most suitable level for each entity in the application to maintain the best compromise between simulation accuracy and available resources. Finally a 3D real-time multilevel simulation of pedestrians is presented as well as a discussion of experimental results.