Publications

For more information, please see my Google Scholar page.

2017

• Jack Kelly
  Disaggregation of Domestic Smart Meter Energy Data
  PhD thesis
  April 2017
  

http://hdl.handle.net/10044/1/49452

2016

• Jack Kelly and William Knottenbelt
  Does disaggregated electricity feedback reduce domestic electricity consumption? A systematic review of the literature
  In 3rd International NILM Workshop, Vancouver, Canada, 14-15 May 2016
  arXiv:1605.00962
  Other links: Research Gate
  Posters: 3rd International NILM Workshop in Vancouver - note that this paper was presented both as an oral presentation and as a poster.
  Slides:
  • UCL-Energy Social Sciences Group, 19 May 2016 (1 hour) – The most complete and ‘tweaked’ presentation about this paper.
  • NILM Workshop in Vancouver, Saturday 14 May 2016 (15 minutes)
  • EFL seminar at Imperial, 3 May 2016 (1 hour)

• Menelaos Makriyiannis, Tudor Lung, Robert Craven, Francesca Toni and Jack Kelly
  Smarter Electricity and Argumentation Theory
  In Combinations of Intelligent Methods and Applications, volume 46, pages 79-95, 2016
  DOI:10.1007/978-3-319-26860-6_5
  Other links: Research Gate
  

2015

• Jack Kelly and William Knottenbelt
  Neural NILM: Deep Neural Networks Applied to Energy Disaggregation
  In 2nd ACM International Conference on Embedded Systems For Energy-Efficient Built Environments (BuildSys’15), Seoul, South Korea; pages 55-64. November 4–5 2015
  DOI:10.1145/2821650.2821672
  Won (joint) best presentation (slides available online and a video of the talk is also available; and the poster)
  Code: NeuralNILM, NeuralNILM_plots, NeuralNILM_Prototype
  Other links: Data, GitXiv, Research Gate

• Jack Kelly and William Knottenbelt
  The UK-DALE dataset, domestic appliance-level electricity demand and whole-house demand from five UK homes
  Scientific Data 2, Article number:150007, 2015
  DOI:10.1038/sdata.2015.7 | Data DOI:10.5286/UKERC.EDC.000001
  Code: rfm_edf_ecomanager, rfm_ecomanager_logger, babysitter, powerstats, snd_card_power_meter, UKDALE_plots
  Websites: UK-DALE website, blog posts, Summary of my energy monitoring code
  Other links: Research Gate, Poster shown at London NILM Workshop 2014

• Oliver Parson, Grant Fisher, April Hersey, Nipun Batra, Jack Kelly, Amarjeet Singh, William Knottenbelt, Alex Rogers
  Dataport and NILMTK: A Building Data Set Designed for Non-intrusive Load Monitoring
  In 1st International Symposium on Signal Processing Applications in Smart Buildings at 3rd IEEE Global Conference on Signal & Information Processing (GlobalSIP’15), Orlando, FL, USA. 14-16 December 2015
  Other links: Research Gate
  Code: on GitHub

2014

• Jack Kelly, Nipun Batra, Oliver Parson, Haimonti Dutta, William Knottenbelt, Alex Rogers, Amarjeet Singh, Mani Srivastava
  NILMTK v0.2: A Non-intrusive Load Monitoring Toolkit for Large Scale Data Sets
  In 1st ACM International Conference on Embedded Systems For Energy-Efficient Buildings (BuildSys’14), Memphis, TN, USA. 2014
  DOI:10.1145/2674061.2675024 | arXiv:1409.5908
  Won best demo award
  Code: BuildSys 2014 Demo
  Other links: Research Gate

• Nipun Batra, Jack Kelly, Oliver Parson, Haimonti Dutta, William Knottenbelt, Alex Rogers, Amarjeet Singh, Mani Srivastava
  NILMTK: An Open Source Toolkit for Non-intrusive Load Monitoring
  In 5th International Conference on Future Energy Systems (ACM e-Energy), Cambridge, UK. 2014
  DOI:10.1145/2602044.2602051
  I also demonstrated NILMTK v0.1 at the 2nd International NILM Workshop, Austin, Texas 2014.
  Code: NILMTK, Demo of NILMTK v0.1 given at 2014 NILM Workshop
  Other links: Research Gate

• Jack Kelly and William Knottenbelt
  Metadata for Energy Disaggregation
  In Computer Software and Applications Conference Workshop (COMPSACW), The 2nd IEEE International Workshop on Consumer Devices and Systems (CDS), Västerås, Sweden, 2014
  DOI:10.1109/COMPSACW.2014.97
  arXiv:1403.5946
  Code: NILM Metadata
  Other links: Research Gate, NILM Metadata poster shown at London NILM Workshop 2014, One page slide for London NILM Workshop 2014

• Menelaos Makriyiannis, Tudor Lung, Robert Craven, Francesca Toni and Jack Kelly
  Smarter Electricity through Argumentation
  In 4th International Workshop on Combinations of Intelligent Methods and Applications in conjunction with the IEEE International Conference on Tools with AI, 2014
  Other links: Research Gate

2013

• Jack Kelly and William Knottenbelt
  Smart Meter Disaggregation: Data Collection & Analysis
  UK Energy Research Council Summer School Ph.D. Poster Session, 2013
  Other links: Research Gate

2012

• Jack Kelly and William Knottenbelt
  Disaggregating Multi-State Appliances from Smart Meter Data
  Imperial College Energy and Performance Colloquium. 2012
  Other links: Presentation, Research Gate

• Jack Kelly and William Knottenbelt
  Disaggregating Multi-State Appliances from Smart Meter Data
  SIGMETRICS Ph.D. Poster Session, 2012
  Won Best Poster
  Other links: Poster, Research Gate

• Jack Kelly and William Knottenbelt
  Smart Meter Disaggregation: Modelling Multi-State Appliances
  Poster in Imperial’s Google Poster Competition, London, March 2012
  Won 2^nd place in my group
  Other links: Research Gate

2011

• Jack Kelly
  Disaggregating Smart Meter Readings using Device Signatures
  Computing MSc Thesis at Imperial College London, 2011
  Awarded “Distinguished” Status
  Other links: Research Gate
  Code: Code, Code documentation