A Novel Agent-Based Simulation Framework for Sensing in Complex Adaptive Environments
@article{Niazi2011ANA, title={A Novel Agent-Based Simulation Framework for Sensing in Complex Adaptive Environments}, author={Muaz A. Niazi and Amir Hussain}, journal={IEEE Sensors Journal}, year={2011}, volume={11}, pages={404-412} }
In this paper, we present a novel formal agent-based simulation framework (FABS). FABS uses formal specification as a means of clear description of wireless sensor networks (WSNs) sensing a complex adaptive environment. This specification model is then used to develop an agent-based model of both the WSN as well as the environment. As proof of concept, we demonstrate the application of FABS to a boids model of self-organized flocking of animals monitored by a random deployment of proximity…
85 Citations
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References
SHOWING 1-10 OF 59 REFERENCES
A new agent-based solution for wireless sensor networks management
- Computer ScienceSpringSim '09
- 2009
A new approach for wireless sensor networks management which is an improved version of previously proposed methods, using the concept of Multi-Agent Systems, and covers the whole life-time process of a sensor network using this model.
Verification & Validation of Agent Based Simulations using the VOMAS (Virtual Overlay Multi-agent System) Approach
- Computer ScienceMALLOW
- 2009
This paper presents a framework, where a virtual overlay multi-agent system can be used to validate simulation models and shows its broad applicability in a wide variety of simulation models ranging from social sciences to computer networks in spatial and non-spatial conceptual models.
Agent-based tools for modeling and simulation of self-organization in peer-to-peer, ad hoc, and other complex networks
- Computer ScienceIEEE Communications Magazine
- 2009
It is demonstrated the effectiveness of NetLogo - a tool that has been widely used in the area of agent-based social simulation - in the modeling & simulation of complex networks such as pervasive computing, large-scale peer-to-peer systems, and networks involving considerable environment and human/animal/habitat interaction.
SensorSim: a simulation framework for sensor networks
- Computer ScienceMSWIM '00
- 2000
SensorSim is introduced, a simulation framework that introduces new models and techniques for the design and analysis of sensor networks and builds up new features that include ability to model power usage in sensor nodes, hybrid simulation that allows the interaction of real and simulated nodes, new communication protocols and real time user interaction with graphical data display.
J-Sim: a simulation environment for wireless sensor networks
- Computer Science38th Annual Simulation Symposium
- 2005
The authors presented a modeling and simulation framework for WSNs in J-Sim - an open-source, component-based compositional network simulation environment that is developed entirely in Java that provides an object-oriented definition of target, sensor and sink nodes and physical media.
Reactive monitoring of aggregates in Gaussian random field over wireless sensor networks
- Computer ScienceSpringSim
- 2010
This paper proposes a distributed algorithm to set local thresholds on each sensor node based on Particle Swarm Optimization (PSO) technique and illustrates that the proposed threshold assignment algorithm can significantly reduce the communication overhead of the monitoring mechanism in sensor networks.
Understanding Agent Systems
- Computer ScienceSpringer Series on Agent Technology
- 2001
The Z specification language is used to establish an accessible and unified formal account of agent systems and inter-agent relationships that provides precise and unambiguous meanings for common concepts and terms for agent systems.
Requirements of an integrated formal method for intelligent swarms
- Computer ScienceFMICS '05
- 2005
The basic concepts of swarms are described, the requirements of a formal method suitable for use with swarm-based systems are discussed, and some findings of the FAST (Formal Approaches to Swarm Technologies) project are presented, which is attempting to identify a suitable integrated formal method for this task.
ATEMU: a fine-grained sensor network simulator
- Computer Science2004 First Annual IEEE Communications Society Conference on Sensor and Ad Hoc Communications and Networks, 2004. IEEE SECON 2004.
- 2004
The design and implementation of ATEMU, a fine grained sensor network simulator that adopts a hybrid strategy, where the operation of individual sensor nodes is emulated in an instruction by instruction manner, and their interactions with each other via wireless transmissions are simulated in a realistic manner.
Formal modeling, performance estimation, and model checking of wireless sensor network algorithms in Real-Time Maude
- Computer ScienceTheor. Comput. Sci.
- 2009