TOSSIM: accurate and scalable simulation of entire TinyOS applications
Proceedings of the 1st international conference on Embedded networked sensor systems
Contiki - A Lightweight and Flexible Operating System for Tiny Networked Sensors
LCN '04 Proceedings of the 29th Annual IEEE International Conference on Local Computer Networks
ScatterWeb - Low Power Sensor Nodes and Energy Aware Routing
HICSS '05 Proceedings of the Proceedings of the 38th Annual Hawaii International Conference on System Sciences - Volume 09
Telos: enabling ultra-low power wireless research
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
X-MAC: a short preamble MAC protocol for duty-cycled wireless sensor networks
Proceedings of the 4th international conference on Embedded networked sensor systems
Micro power meter for energy monitoring of wireless sensor networks at scale
Proceedings of the 6th international conference on Information processing in sensor networks
Accurate prediction of power consumption in sensor networks
EmNets '05 Proceedings of the 2nd IEEE workshop on Embedded Networked Sensors
Meeting lifetime goals with energy levels
Proceedings of the 5th international conference on Embedded networked sensor systems
An adaptive communication architecture for wireless sensor networks
Proceedings of the 5th international conference on Embedded networked sensor systems
Software-based sensor node energy estimation
Proceedings of the 5th international conference on Embedded networked sensor systems
Increasing ZigBee network lifetime with X-MAC
Proceedings of the workshop on Real-world wireless sensor networks
Resource aware programming in the Pixie OS
Proceedings of the 6th ACM conference on Embedded network sensor systems
Accurate Network-Scale Power Profiling for Sensor Network Simulators
EWSN '09 Proceedings of the 6th European Conference on Wireless Sensor Networks
COOJA/MSPSim: interoperability testing for wireless sensor networks
Proceedings of the 2nd International Conference on Simulation Tools and Techniques
Enabling large-scale storage in sensor networks with the Coffee file system
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
On meeting lifetime goals and providing constant application quality
ACM Transactions on Sensor Networks (TOSN)
Towards comparable simulations of cooperating objects and wireless sensor networks
Proceedings of the Fourth International ICST Conference on Performance Evaluation Methodologies and Tools
WWIC'08 Proceedings of the 6th international conference on Wired/wireless internet communications
PRISM: platform for remote sensing using smartphones
Proceedings of the 8th international conference on Mobile systems, applications, and services
Energy-efficient detection of intermittent interference in wireless sensor networks
International Journal of Sensor Networks
A distributed Wireless Sensor Network testbed with energy consumption estimation
International Journal of Ad Hoc and Ubiquitous Computing
Putting the software radio on a low-calorie diet
Hotnets-IX Proceedings of the 9th ACM SIGCOMM Workshop on Hot Topics in Networks
An event-driven approach to address reflectivity in sensornets
Proceedings of the 9th International Workshop on Adaptive and Reflective Middleware
Flexible online energy accounting in TinyOS
REALWSN'10 Proceedings of the 4th international conference on Real-world wireless sensor networks
Testing selective transmission with low power listening
REALWSN'10 Proceedings of the 4th international conference on Real-world wireless sensor networks
On the accuracy of software-based energy estimation techniques
EWSN'11 Proceedings of the 8th European conference on Wireless sensor networks
The announcement layer: beacon coordination for the sensornet stack
EWSN'11 Proceedings of the 8th European conference on Wireless sensor networks
The politecast communication primitive for low-power wireless
ACM SIGCOMM Computer Communication Review
A hybrid model for accurate energy analysis of WSN nodes
EURASIP Journal on Embedded Systems
Towards declarative query scoping in sensor networks
From active data management to event-based systems and more
Lossy links, low power, high throughput
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
Trimming the tree: tailoring adaptive huffman coding to wireless sensor networks
EWSN'10 Proceedings of the 7th European conference on Wireless Sensor Networks
Improving sensornet performance by separating system configuration from system logic
EWSN'10 Proceedings of the 7th European conference on Wireless Sensor Networks
Making sensornet MAC protocols robust against interference
EWSN'10 Proceedings of the 7th European conference on Wireless Sensor Networks
Energy consumption measurement and analysis in wireless sensor networks for biomedical applications
Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive Environments
Programming sensor networks with state-centric services
DCOSS'10 Proceedings of the 6th IEEE international conference on Distributed Computing in Sensor Systems
Hardware-assisted energy monitoring architecture for micro sensor nodes
Journal of Systems Architecture: the EUROMICRO Journal
TCP performance optimizations for wireless sensor networks
EWSN'12 Proceedings of the 9th European conference on Wireless Sensor Networks
Flow control mechanisms for the bundle protocol in IEEE 802.15.4 low-power networks
Proceedings of the seventh ACM international workshop on Challenged networks
A practical theory of micro-solar power sensor networks
ACM Transactions on Sensor Networks (TOSN)
CONFab: component based optimization of WSN protocol stacks using deployment feedback
Proceedings of the 10th ACM international symposium on Mobility management and wireless access
Optimizing sensor network reprogramming via in situ reconfigurable components
ACM Transactions on Sensor Networks (TOSN)
Broadcast-free collection protocol
Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems
Distributed and synchronized measurements with FlockLab
Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems
Online device-level energy accounting for wireless sensor nodes
EWSN'13 Proceedings of the 10th European conference on Wireless Sensor Networks
Battery state-of-charge approximation for energy harvesting embedded systems
EWSN'13 Proceedings of the 10th European conference on Wireless Sensor Networks
FlockLab: a testbed for distributed, synchronized tracing and profiling of wireless embedded systems
Proceedings of the 12th international conference on Information processing in sensor networks
Energy consumption monitoring for sensor nodes in SNAP
International Journal of Sensor Networks
Chaos: versatile and efficient all-to-all data sharing and in-network processing at scale
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Let the tree Bloom: scalable opportunistic routing with ORPL
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Reduce the Number of Sensors: Sensing Acoustic Emissions to Estimate Appliance Energy Usage
Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings
Power management for long-term sensing applications with energy harvesting
Proceedings of the 1st International Workshop on Energy Neutral Sensing Systems
IPv6 Multicast Forwarding in RPL-Based Wireless Sensor Networks
Wireless Personal Communications: An International Journal
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Energy is of primary importance in wireless sensor networks. By being able to estimate the energy consumption of the sensor nodes, applications and routing protocols are able to make informed decisions that increase the lifetime of the sensor network. However, it is in general not possible to measure the energy consumption on popular sensor node platforms. In this paper, we present and evaluate a software-based on-line energy estimation mechanism that estimates the energy consumption of a sensor node. We evaluate the mechanism by comparing the estimated energy consumption with the lifetime of capacitor-powered sensor nodes. By implementing and evaluating the X-MAC protocol, we show how software-based on-line energy estimation can be used to empirically evaluate the energy efficiency of sensor network protocols.