656 citations · 1.3k across the 8 of their papers we have counts for
8 papers
Challenges in Gaussian Processes for Non Intrusive Load Monitoring
Aadesh Desai, Gautam Vashishtha, Zeel B Patel +1
Non-intrusive load monitoring (NILM) or energy disaggregation aims to break down total household energy consumption into constituent appliances. Prior work has shown that providing…
PlantDoc: A Dataset for Visual Plant Disease Detection
Davinder Singh, Naman Jain, Pranjali Jain +3
India loses 35% of the annual crop yield due to plant diseases. Early detection of plant diseases remains difficult due to the lack of lab infrastructure and expertise. In this pap…
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…
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…