1 code implementation • 21 Feb 2024 • Rishabh Mondal, Zeel B Patel, Vannsh Jani, Nipun Batra
We show that 90% of brick kilns in Delhi-NCR violate a density-based policy.
1 code implementation • 18 Nov 2022 • Aadesh Desai, Eshan Gujarathi, Saagar Parikh, Sachin Yadav, Zeel Patel, Nipun Batra
Accurate, fine-grained air quality (AQ) monitoring is essential to control and reduce pollution.
1 code implementation • 18 Nov 2022 • Aadesh Desai, Gautam Vashishtha, Zeel B Patel, Nipun Batra
Non-intrusive load monitoring (NILM) or energy disaggregation aims to break down total household energy consumption into constituent appliances.
no code implementations • 20 Oct 2022 • Zeel B Patel, Nipun Batra, Kevin Murphy
Gaussian processes are Bayesian non-parametric models used in many areas.
no code implementations • 6 Sep 2022 • Devvrat Joshi, Janvi Thakkar, Siddharth Soni, Shril Mody, Rohan Patil, Nipun Batra
We propose two variations: Geometrical Homogeneous Clustering for Image Data Reduction (GHCIDR) and Merged-GHCIDR upon the baseline algorithm - Reduction through Homogeneous Clustering (RHC) to achieve better accuracy and training time.
1 code implementation • 27 Aug 2022 • Shril Mody, Janvi Thakkar, Devvrat Joshi, Siddharth Soni, Rohan Patil, Nipun Batra
The intuition behind the first approach, RHCKON, is that the boundary points contribute significantly towards the representation of clusters.
1 code implementation • 23 Jan 2022 • Rishiraj Adhikary, Dhruvi Lodhavia, Chris Francis, Rohit Patil, Tanmay Srivastava, Prerna Khanna, Nipun Batra, Joe Breda, Jacob Peplinski, Shwetak Patel
According to the World Health Organisation (WHO), 235 million people suffer from respiratory illnesses and four million people die annually due to air pollution.
2 code implementations • 23 Nov 2019 • Davinder Singh, Naman jain, Pranjali Jain, Pratik Kayal, Sudhakar Kumawat, Nipun Batra
Early detection of plant diseases remains difficult due to the lack of lab infrastructure and expertise.
1 code implementation • 2 Sep 2019 • Yiling Jia, Nipun Batra, Hongning Wang, Kamin Whitehouse
However, very few homes in the world have installed sub-meters (sensors measuring individual appliance energy); and the cost of retrofitting a home with extensive sub-metering eats into the funds available for energy saving retrofits.
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 • 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.
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
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