10 citations · 21 across the 4 of their papers we have counts for
4 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…
Sensor-Type Classification in Buildings
Dezhi Hong, Jorge Ortiz, Arka Bhattacharya +1
Many sensors/meters are deployed in commercial buildings to monitor and optimize their performance. However, because sensor metadata is inconsistent across buildings, software-base…