Pulsed battery discharge in communication devices
MobiCom '99 Proceedings of the 5th annual ACM/IEEE international conference on Mobile computing and networking
Energy-efficient design of battery-powered embedded systems
ISLPED '99 Proceedings of the 1999 international symposium on Low power electronics and design
SENS: A Sensor, Environment and Network Simulator
ANSS '04 Proceedings of the 37th annual symposium on Simulation
Detailed models for sensor network simulations and their impact on network performance
MSWiM '04 Proceedings of the 7th ACM international symposium on Modeling, analysis and simulation of wireless and mobile systems
Simulating the power consumption of large-scale sensor network applications
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
J-Sim: A Simulation Environment for Wireless Sensor Networks
ANSS '05 Proceedings of the 38th annual Symposium on Simulation
A survey of application distribution in wireless sensor networks
EURASIP Journal on Wireless Communications and Networking
Improving scalability of wireless network simulation with bounded inaccuracies
ACM Transactions on Modeling and Computer Simulation (TOMACS)
An object-oriented framework for simulating automatic data collection systems
Proceedings of the 38th conference on Winter simulation
SenQ: a scalable simulation and emulation environment for sensor networks
Proceedings of the 6th international conference on Information processing in sensor networks
A Multiagent Tool to Simulate Hybrid Real/Virtual Embedded Agent Societies
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Hybrid multiobjective approach for designing wireless sensor networks
Proceedings of the 12th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
A dynamic multiobjective hybrid approach for designing wireless sensor networks
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Scale-free, self-organizing very large sensor networks
Journal of Parallel and Distributed Computing
The challenges of using SDL for the development of wireless sensor networks
SDL'09 Proceedings of the 14th international SDL conference on Design for motes and mobiles
GRAdient cost establishment (GRACE) for an energy-aware routing in wireless sensor networks
EURASIP Journal on Wireless Communications and Networking - Special issue on enabling Wireless Technologies for Green Pervasive Computing
A tool for calculating energy consumption in wireless sensor networks
PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics
High abstraction level design and implementation framework for wireless sensor networks
SAMOS'05 Proceedings of the 5th international conference on Embedded Computer Systems: architectures, Modeling, and Simulation
Predicting the Long-Term Behavior of a Micro-Solar Power System
ACM Transactions on Embedded Computing Systems (TECS)
A practical theory of micro-solar power sensor networks
ACM Transactions on Sensor Networks (TOSN)
Engineering Applications of Artificial Intelligence
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Recent advances in low-power embedded processors, radios, and micro-mechanical systems (MEMs) have made possible the development of networks of wirelessly interconnected sensors. With their focus on applications requiring tight coupling with the physical world, as opposed to the personal communication focus of conventional wireless networks, these wireless sensor networks pose significantly different design, implementation, and deployment challenges. In this paper, we present a set of models and techniques that are embodied in a simulation tool for modeling wireless sensor networks. Our work builds up on the infrastructure provided by the widely used ns-2 simulator, and adds a suite of new features and techniques that are specific to wireless sensor networks. These features introduce the notion of a sensing channel through which sensors detect targets, and provide detailed models for evaluating energy consumption and battery lifetime.