Smart buildings as Cyber-Physical Systems: Data-driven predictive control strategies for energy efficiency

M Schmidt, C Åhlund - Renewable and Sustainable Energy Reviews, 2018 - Elsevier
Due to its significant contribution to global energy usage and the associated greenhouse
gas emissions, existing building stock's energy efficiency must improve. Predictive building …

Applying machine learning for sensor data analysis in interactive systems: Common pitfalls of pragmatic use and ways to avoid them

T PlÖtz - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
With the widespread proliferation of (miniaturized) sensing facilities and the massive growth
and popularity of the field of machine learning (ML) research, new frontiers in automated …

Is disaggregation the holy grail of energy efficiency? The case of electricity

KC Armel, A Gupta, G Shrimali, A Albert - Energy policy, 2013 - Elsevier
This paper aims to address two timely energy problems. First, significant low-cost energy
reductions can be made in the residential and commercial sectors, but these savings have …

Private memoirs of a smart meter

A Molina-Markham, P Shenoy, K Fu… - Proceedings of the 2nd …, 2010 - dl.acm.org
Household smart meters that measure power consumption in real-time at fine granularities
are the foundation of a future smart electricity grid. However, the widespread deployment of …

ElectriSense: single-point sensing using EMI for electrical event detection and classification in the home

S Gupta, MS Reynolds, SN Patel - Proceedings of the 12th ACM …, 2010 - dl.acm.org
This paper presents ElectriSense, a new solution for automatically detecting and classifying
the use of electronic devices in a home from a single point of sensing. ElectriSense relies on …

Synthetic sensors: Towards general-purpose sensing

G Laput, Y Zhang, C Harrison - Proceedings of the 2017 CHI Conference …, 2017 - dl.acm.org
The promise of smart environments and the Internet of Things (IoT) relies on robust sensing
of diverse environmental facets. Traditional approaches rely on direct and distributed …

Sensing fine-grained hand activity with smartwatches

G Laput, C Harrison - Proceedings of the 2019 CHI Conference on …, 2019 - dl.acm.org
Capturing fine-grained hand activity could make computational experiences more powerful
and contextually aware. Indeed, philosopher Immanuel Kant argued," the hand is the visible …

Em-sense: Touch recognition of uninstrumented, electrical and electromechanical objects

G Laput, C Yang, R **ao, A Sample… - Proceedings of the 28th …, 2015 - dl.acm.org
Most everyday electrical and electromechanical objects emit small amounts of
electromagnetic (EM) noise during regular operation. When a user makes physical contact …

What next, ubicomp? Celebrating an intellectual disappearing act

GD Abowd - Proceedings of the 2012 ACM Conference on …, 2012 - dl.acm.org
Weiser's landmark Scientific American article inspired many researchers to explore an
exciting socio-technical vision of a third generation of computing. At the 21st anniversary of …

Exploring ambient and artistic visualization for residential energy use feedback

J Rodgers, L Bartram - IEEE transactions on visualization and …, 2011 - ieeexplore.ieee.org
Providing effective feedback on resource consumption in the home is a key challenge of
environmental conservation efforts. One promising approach for providing feedback about …