2 code implementations • 15 Apr 2014 • Nipun Batra, Jack Kelly, Oliver Parson, Haimonti Dutta, William Knottenbelt, Alex Rogers, Amarjeet Singh, Mani Srivastava
We demonstrate the range of reproducible analyses which are made possible by our toolkit, including the analysis of six publicly available data sets and the evaluation of both benchmark disaggregation algorithms across such data sets.
Applications
2 code implementations • 20 Sep 2014 • Jack Kelly, Nipun Batra, Oliver Parson, Haimonti Dutta, William Knottenbelt, Alex Rogers, Amarjeet Singh, Mani Srivastava
In this demonstration, we present an open source toolkit for evaluating non-intrusive load monitoring research; a field which aims to disaggregate a household's total electricity consumption into individual appliances.
Other Computer Science
no code implementations • 27 Apr 2018 • Sahil Garg, Amarjeet Singh, Fabio Ramos
One of the primary aspects of sustainable development involves accurate understanding and modeling of environmental phenomena.
no code implementations • 26 Apr 2018 • Sahil Garg, Amarjeet Singh, Fabio Ramos
The core idea in LISAL is to learn two models using Gaussian processes (GPs) wherein the first is a nonstationary GP directly modeling the phenomenon.
no code implementations • 26 Oct 2015 • Nipun Batra, Rishi Baijal, Amarjeet Singh, Kamin Whitehouse
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 still a dearth of applications with demonstrated value.
no code implementations • 26 Oct 2015 • Nipun Batra, Amarjeet Singh, Kamin Whitehouse
Many existing techniques are not able to disaggregate these loads at all.
no code implementations • 15 Jan 2014 • Amarjeet Singh, Andreas Krause, Carlos Guestrin, William J. Kaiser
In this paper, we present an efficient approach for near-optimally solving the NP-hard optimization problem of planning such informative paths.