Telos: enabling ultra-low power wireless research
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
A platform for ubiquitous sensor deployment in occupational and domestic environments
Proceedings of the 6th international conference on Information processing in sensor networks
Getting to green: understanding resource consumption in the home
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
A building block approach to sensornet systems
Proceedings of the 6th ACM conference on Embedded network sensor systems
Design and implementation of a high-fidelity AC metering network
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
ViridiScope: design and implementation of a fine grained power monitoring system for homes
Proceedings of the 11th international conference on Ubiquitous computing
UbiComp '07 Proceedings of the 9th international conference on Ubiquitous computing
sMAP: a simple measurement and actuation profile for physical information
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
eShare: a capacitor-driven energy storage and sharing network for long-term operation
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Contactless sensing of appliance state transitions through variations in electromagnetic fields
Proceedings of the 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building
Meter any wire, anywhere by virtualizing the voltage channel
Proceedings of the 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building
Distributed wireless control for building energy management?
Proceedings of the 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building
Granger causality analysis on IP traffic and circuit-level energy monitoring
Proceedings of the 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building
Sensor andrew: large-scale campus-wide sensing and actuation
IBM Journal of Research and Development
GPC'11 Proceedings of the 6th international conference on Advances in grid and pervasive computing
Parasite: A System for Energy Saving with Performance Improvement in Networked Desktops
GREENCOM '11 Proceedings of the 2011 IEEE/ACM International Conference on Green Computing and Communications
Industry: beyond interoperability: pushing the performance of sensor network IP stacks
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
@scale: insights from a large, long-lived appliance energy WSN
Proceedings of the 11th international conference on Information Processing in Sensor Networks
Achieving long-term operation with a capacitor-driven energy storage and sharing network
ACM Transactions on Sensor Networks (TOSN)
Tracking states of massive electrical appliances by lightweight metering and sequence decoding
Proceedings of the Sixth International Workshop on Knowledge Discovery from Sensor Data
A longitudinal study of vibration-based water flow sensing
ACM Transactions on Sensor Networks (TOSN)
Building the case for automated building energy management
BuildSys '12 Proceedings of the Fourth ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
BuildSys '12 Proceedings of the Fourth ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
Accurate real-time occupant energy-footprinting in commercial buildings
BuildSys '12 Proceedings of the Fourth ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
Kyun queue: a sensor network system to monitor road traffic queues
Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems
Exploiting home automation protocols for load monitoring in smart buildings
Proceedings of the Third ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
The case for efficient renewable energy management in smart homes
Proceedings of the Third ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
BOSS: building operating system services
nsdi'13 Proceedings of the 10th USENIX conference on Networked Systems Design and Implementation
Sharing renewable energy in smart microgrids
Proceedings of the ACM/IEEE 4th International Conference on Cyber-Physical Systems
A magnetic field-based appliance metering system
Proceedings of the ACM/IEEE 4th International Conference on Cyber-Physical Systems
BuildingDepot 2.0: An Integrated Management System for Building Analysis and Control
Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings
Carrying My Environment with Me: A Participatory-sensing Approach to Enhance Thermal Comfort
Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings
EnergyTrack: Sensor-Driven Energy Use Analysis System
Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings
Performance of the Latest Generation Powerline Networking for Green Building Applications
Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings
A study towards applying thermal inertia for energy conservation in rooms
ACM Transactions on Sensor Networks (TOSN)
Monitoring massive appliances by a minimal number of smart meters
ACM Transactions on Embedded Computing Systems (TECS) - Special Section ESFH'12, ESTIMedia'11 and Regular Papers
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We describe the design, deployment, and experience with a wireless sensor network for high-fidelity monitoring of electrical usage in buildings. A network of 38 mote-class AC meters, 6 light sensors, and 1 vibration sensor is used to determine and audit the energy envelope of an active laboratory. Classic WSN issues of coverage, aggregation, sampling, and inference are shown to appear in a novel form in this context. The fundamental structuring principle is the underlying load tree, and a variety of techniques are described to disambiguate loads within this structure. Utilizing contextual metadata, this information is recomposed in terms of its spatial, functional, and individual projections. This suggests a path to broad use of WSN technology in energy and environmental domains.