Proceedings of the First ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
Following the electrons: methods for power management in commercial buildings
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Enabling building energy auditing using adapted occupancy models
Proceedings of the Third ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
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We present a model targeted at practical, wide-scale deployment which produces an ongoing breakdown of building energy consumption. We argue that wide-scale deployment is practical due to its reliance only on commonly available sensor information and crowd-sourced inventory data. The results for our own building over the previous 10 months show many of the trends seen in the building's true, me-tered energy consumption and we find our model predicts long term averages within 10% of the true value in some scenarios. We further use our model to estimate the potential impact of some energy saving scenarios.