656 citations · 1.3k across the 8 of their papers we have counts for
3 papers · 1 filter
Active Collaborative Sensing for Energy Breakdown
Yiling Jia, Nipun Batra, Hongning Wang +1
Residential homes constitute roughly one-fourth of the total energy usage worldwide. Providing appliance-level energy breakdown has been shown to induce positive behavioral changes…
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…