IEEE Transactions on Mobile Computing
GLONEMO: global and accurate formal models for the analysis of ad-hoc sensor networks
InterSense '06 Proceedings of the first international conference on Integrated internet ad hoc and sensor networks
Simulation of power-aware wireless sensor network architectures
Proceedings of the ACM international workshop on Performance monitoring, measurement, and evaluation of heterogeneous wireless and wired networks
S2DB: a novel simulation-based debugger for sensor network applications
EMSOFT '06 Proceedings of the 6th ACM & IEEE International conference on Embedded software
Computer Networks: The International Journal of Computer and Telecommunications Networking
Removing the memory limitations of sensor networks with flash-based virtual memory
Proceedings of the 2nd ACM SIGOPS/EuroSys European Conference on Computer Systems 2007
Software-based on-line energy estimation for sensor nodes
Proceedings of the 4th workshop on Embedded networked sensors
Meeting lifetime goals with energy levels
Proceedings of the 5th international conference on Embedded networked sensor systems
Simulation-based augmented reality for sensor network development
Proceedings of the 5th international conference on Embedded networked sensor systems
When Timing Matters: Enabling Time Accurate and Scalable Simulation of Sensor Network Applications
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Accurate and scalable simulation of network of heterogeneous sensor devices
Journal of Signal Processing Systems - Special Issue: Embedded computing systems for DSP
Lustre as a System Modeling Language: Lussensor, a Case-Study with Sensor Networks
Electronic Notes in Theoretical Computer Science (ENTCS)
Data Collection in Wireless Sensor Networks for Noise Pollution Monitoring
DCOSS '08 Proceedings of the 4th IEEE international conference on Distributed Computing in Sensor Systems
Proceedings of the workshop on Real-world wireless sensor networks
Measurements with different role-based wireless sensor network organizations
Proceedings of the 3nd ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks
On the lifetime of wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Toward a Real and Remote Wireless Sensor Network Testbed
WASA '08 Proceedings of the Third International Conference on Wireless Algorithms, Systems, and Applications
Accurate Network-Scale Power Profiling for Sensor Network Simulators
EWSN '09 Proceedings of the 6th European Conference on Wireless Sensor Networks
A Decentralized Hierarchical Aggregation Scheme Using Fermat Points in Wireless Sensor Networks
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
On meeting lifetime goals and providing constant application quality
ACM Transactions on Sensor Networks (TOSN)
Enabling data-centric energy-fidelity scalability in wireless body area sensor networks
BodyNets '09 Proceedings of the Fourth International Conference on Body Area Networks
Energy-aware simulation for wireless sensor networks
SECON'09 Proceedings of the 6th Annual IEEE communications society conference on Sensor, Mesh and Ad Hoc Communications and Networks
WCNC'09 Proceedings of the 2009 IEEE conference on Wireless Communications & Networking Conference
Low-power TinyOS tuned processor platform for wireless sensor network motes
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Balancing security and energy consumption in wireless sensor networks
MSN'07 Proceedings of the 3rd international conference on Mobile ad-hoc and sensor networks
Does clock precision influence ZigBee's energy consumptions?
OPODIS'07 Proceedings of the 11th international conference on Principles of distributed systems
TOSPIE2: tiny operating system plug-in for energy estimation
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
A distributed Wireless Sensor Network testbed with energy consumption estimation
International Journal of Ad Hoc and Ubiquitous Computing
On the scalability of expanding ring search for dense wireless sensor networks
Journal of Parallel and Distributed Computing
Putting the software radio on a low-calorie diet
Hotnets-IX Proceedings of the 9th ACM SIGCOMM Workshop on Hot Topics in Networks
Accurate power-aware simulation of wireless sensor networks considering real-life application code
Proceedings of the 13th ACM international conference on Modeling, analysis, and simulation of wireless and mobile systems
Live forensics framework for wireless sensor nodes using sandboxing
Proceedings of the 6th ACM workshop on QoS and security for wireless and mobile networks
A study of policies for beacon scheduling in 802.15.4 cluster-tree networks
ACS'09 Proceedings of the 9th WSEAS international conference on Applied computer science
Flexible online energy accounting in TinyOS
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
A hybrid model for accurate energy analysis of WSN nodes
EURASIP Journal on Embedded Systems
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
Hardware-assisted energy monitoring architecture for micro sensor nodes
Journal of Systems Architecture: the EUROMICRO Journal
A network and system level approach towards an accurate simulation of WSNs
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part II
Predicting the Long-Term Behavior of a Micro-Solar Power System
ACM Transactions on Embedded Computing Systems (TECS)
Efficient predictive monitoring of wireless sensor networks
International Journal of Autonomous and Adaptive Communications Systems
Application-Focused Energy-Fidelity Scalability for Wireless Motion-Based Health Assessment
ACM Transactions on Embedded Computing Systems (TECS) - Special Section on CAPA'09, Special Section on WHS'09, and Special Section VCPSS' 09
A practical theory of micro-solar power sensor networks
ACM Transactions on Sensor Networks (TOSN)
An algorithmic strategy for in-network distributed spatial analysis in wireless sensor networks
Journal of Parallel and Distributed Computing
Online device-level energy accounting for wireless sensor nodes
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
Proceedings of the 8th ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks
PASES: An energy-aware design space exploration framework for wireless sensor networks
Journal of Systems Architecture: the EUROMICRO Journal
Computer Networks: The International Journal of Computer and Telecommunications Networking
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Energy consumption is a crucial characteristic of sensor networks and their applications as sensor nodes are commonly battery-driven. Although recent research focuses strongly on energy-aware applications and operating systems, energy consumption is still a limiting factor. Once sensor nodes are deployed, it is challenging and sometimes even impossible to change batteries. As a result, erroneous lifetime prediction causes high costs and may render a sensor network, useless before its purpose is fulfilled. In this paper, we present AEON (accurate prediction of power consumption), a novel evaluation tool to quantitatively predict energy consumption of sensor nodes and whole sensor networks. Our energy model, based on measurements of node current draw and the execution of real code, enables accurate prediction of the actual energy consumption of sensor nodes. Consequently, it prevents erroneous assumptions on node and network lifetime. Moreover, our detailed energy model allows us to compare different low power and energy aware approaches in terms of energy efficiency. Thus, it enables a highly precise estimation of the overall lifetime of a sensor network.