500 citations · 604 across the 6 of their papers we have counts for
7 papers
Beyond Control: Enabling Smart Thermostats For Leakage Detection
Milan Jain, Mridula Gupta, Amarjeet Singh +1
Smart thermostats, with multiple sensory abilities, are becoming pervasive and ubiquitous, in both residential and commercial buildings. By analyzing occupants' behavior, adjusting…
Neighbourhood NILM: A Big-data Approach to Household Energy Disaggregation
Nipun Batra, Amarjeet Singh, Kamin Whitehouse
In this paper, we investigate whether "big-data" is more valuable than "precise" data for the problem of energy disaggregation: the process of breaking down aggregate energy usage…
How good is good enough? Re-evaluating the bar for energy disaggregation
Nipun Batra, Rishi Baijal, Amarjeet Singh +1
Since the early 1980s, the research community has developed ever more sophisticated algorithms for the problem of energy disaggregation, but despite decades of research, there is s…
An In Depth Study into Using EMI Signatures for Appliance Identification
Manoj Gulati, Shobha Sundar Ram, Amarjeet Singh
Energy conservation is a key factor towards long term energy sustainability. Real-time end user energy feedback, using disaggregated electric load composition, can play a pivotal r…
A comparison of non-intrusive load monitoring methods for commercial and residential buildings
Nipun Batra, Oliver Parson, Mario Berges +2
Non intrusive load monitoring (NILM), or energy disaggregation, is the process of separating the total electricity consumption of a building as measured at single point into the bu…
NILMTK: An Open Source Toolkit for Non-intrusive Load Monitoring
Nipun Batra, Jack Kelly, Oliver Parson +5
Non-intrusive load monitoring, or energy disaggregation, aims to separate household energy consumption data collected from a single point of measurement into appliance-level consum…
Data Driven Energy Efficiency in Buildings
Nipun Batra, Amarjeet Singh, Pushpendra Singh +3
Buildings across the world contribute significantly to the overall energy consumption and are thus stakeholders in grid operations. Towards the development of a smart grid, utiliti…