2020

  • Exploring Bayesian Optimization. Apoorv Agnihotri, Nipun Batra In: Distill Journal 2020 [link]
  • PlantDoc: A Dataset for Visual Plant Disease Detection. Davinder Singh, Naman Jain, Pranjali Jain, Pratik Kayal, Sudhakar Kumawat, Nipun Batra In: ACM India Joint International Conference on Data Science & Management of Data (CODS-COMAD 2020)[PDF]

2019

  • Active Collaborative Sensing for Energy Breakdown. Yiling Jia, Nipun Batra, Hongning Wang, Kamin Whitehouse. In: The 28th ACM International Conference on Information and Knowledge Management (CIKM'2019)[PDF]
  • Demo Abstract: A demonstration of reproducible state-of-the-art energy disaggregation using NILMTK. Nipun Batra, Rithwik Kukunuri, Ayush Pandey, Raktim Malakar, Rajat Kumar, Odysseas Krystalakos, Mingjun Zhong, Paulo Meira, Oliver Parson. In: The 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys ’19)[PDF]
  • Towards reproducible state-of-the-art energy disaggregation. Nipun Batra, Rithwik Kukunuri, Ayush Pandey, Raktim Malakar, Rajat Kumar, Odysseas Krystalakos, Mingjun Zhong, Paulo Meira, Oliver Parson. In: The 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys ’19)[PDF]
  • A Tree-Structured Neural Network Model for Household Energy Breakdown. Yiling Jia, Nipun Batra, Hongning Wang, Kamin Whitehouse. In: Proceedings of the 2019 World Wide Web Conference (WWW ’19)[PDF]

2018

  • Rimor: Towards Identifying Anomalous Appliances in Buildings. Haroon Rashid, Nipun Batra, Pushpendra Singh. In: Proceedings of the 5th Conference on Systems for Built Environments (Buildsys 18).[PDF]
  • Transferring Decomposed Tensors for Scalable Energy Breakdown across Regions. Nipun Batra, Yiling Jia, Hongning Wang, Kamin Whitehouse. In: AAAI 2018, Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18).[PDF][Github]

2017

  • Systems and Analytical Techniques Towards Practical Energy Breakdown for Homes. Nipun Batra. In: Ph.D. Thesis.[PDF]
  • Matrix Factorisation for Scalable Energy Breakdown. Nipun Batra, Hongning Wang, Amarjeet Singh, Kamin Whitehouse. In: AAAI 2017, Thirty-First AAAI Conference on Artificial Intelligence (AAAI-17).[PDF][Github][Poster]

2016

  • Gemello: Creating a Detailed Energy Breakdown from just the Monthly Electricity Bill. Nipun Batra, Amarjeet Singh, Kamin Whitehouse. In: KDD 2016, 22nd ACM SIGKDD conference on knowledge discovery and data mining.[PDF][Github][Poster][Video]
  • Exploring The Value of Energy Disaggregation Through Actionable Feedback. Nipun Batra, Amarjeet Singh, Kamin Whitehouse. In: 3rd International Workshop on Non-Intrusive Load Monitoring.[PDF][Slides][Talk]
  • Creating a Detailed Energy Breakdown from just the Monthly Electricity Bill. Nipun Batra, Amarjeet Singh, Kamin Whitehouse. In: 3rd International Workshop on Non-Intrusive Load Monitoring.[PDF][Slides][Talk]

2015

  • If You Measure It, Can You Improve It? Exploring The Value of Energy Disaggregation. Nipun Batra, Amarjeet Singh, Kamin Whitehouse. In: 2nd ACM International Conference on Embedded Systems For Energy-Efficient Built Environments (Buildsys 2015)[PDF][Github][Slides (.key)][Slides (.pdf)]
  • Non Intrusive Load Monitoring: Systems, Metrics and Use Cases. Nipun Batra. In: Doctoral Colloqium of the 13th ACM Conference on Embedded Networked Sensor Systems (SenSys 2015)[PDF][Slides (.key)][Slides (.pdf)][Best presentation award]
  • Dataport and NILMTK: A Building Data Set Designed for Non-intrusive Load Monitoring. Oliver Parson, Grant Fisher, April Hersey, Nipun Batra, Jack Kelly, Amarjeet Singh, William Knottenbelt, Alex Rogers. In: 1st International Symposium on Signal Processing Applications in Smart Buildings at 3rd IEEE Global Conference on Signal and Information Processing, Orlando, FL, USA, 14-16 December, 2015. [PDF]
  • NILMTK v0. 2: A Non-intrusive Load Monitoring Toolkit for Large Scale Data Sets. Jack Kelly, Nipun Batra, Oliver Parson, Haimonti Dutta, William Knottenbelt, Alex Rogers, Amarjeet Singh, Mani Srivastava. In: First ACM International Conference on Embedded Systems For Energy-Efficient Built Environments (Buildsys 2014)[PDF][Demo notebook][Poster][Best demo award]
  • Bits and Watts: Improving energy disaggregation performance using power line communication modems. Nipun Batra, Manoj Gulati, Puneet Jain, Kamin Whitehouse, Amarjeet Singh. In: First ACM International Conference on Embedded Systems For Energy-Efficient Built Environments (Buildsys 2014)[PDF][Poster]
  • NILMTK: An Open Source Toolkit for Non-intrusive Load Monitoring. Nipun Batra, Jack Kelly, Oliver Parson, Haimonti Dutta, William Knottenbelt, Alex Rogers, Amarjeet Singh, Mani Srivastava. In: 5th International Conference on Future Energy Systems (ACM e-Energy), Cambridge, UK. 2014[PDF][Slides (.pptx)][Slides (.pdf)]
  • A comparison of non-intrusive load monitoring methods for commercial and residential buildings. Nipun Batra, Oliver Parson, Mario Berges, Amarjeet Singh, Alex Rogers. Tech. report[PDF]
  • Data Driven Energy Efficiency in Buildings. Nipun Batra, Amarjeet Singh, Pushpendra Singh, Haimonti Dutta, Venkatesh Sarangan, Mani Srivastava. In: PhD. qualifiers report, IIIT Delhi[PDF][Slides (.pdf)]

2013 and before

  • It’s Different: Insights into home energy consumption in India. Nipun Batra, Manoj Gulati, Amarjeet Singh, Mani Srivastava. In: 5th ACM Workshop On Embedded Systems For Energy-Efficient Buildings (Buildsys 2013)[PDF][Github][Dataset][Slides (.pptx)][Slides (.pdf)]
  • INDiC: Improved Non-Intrusive load monitoring using load Division and Calibration. Nipun Batra, Haimonti Dutta, Amarjeet Singh. In: ICMLA 2013[PDF][Slides (.pptx)][Slides (.pdf)]
  • Experiences with Occupancy Based Building Management Systems. Nipun Batra, Pandarasamy Arjunan, Amarjeet Singh, Pushpendra Singh. In: ISSNIP 2013[PDF]
  • SensorAct: A Privacy and Security Aware Federated Middleware for Building Management. Pandarasamy Arjunan, Nipun Batra, Haksoo Choi, Amarjeet Singh, Pushpendra Singh, Mani Srivastava. In: Buildsys 2012[PDF]