TY - GEN
T1 - NILMTK v0.2
T2 - 1st ACM International Conference on Embedded Systems for Energy-Effcient Buildings, BuildSys 2014
AU - Kelly, Jack
AU - Batra, Nipun
AU - Parson, Oliver
AU - Dutta, Haimonti
AU - Knottenbelt, William
AU - Rogers, Alex
AU - Singh, Amarjeet
AU - Srivastava, Mani
PY - 2014/11/3
Y1 - 2014/11/3
N2 - 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. The toolkit contains: a number of importers for existing public data sets, a set of preprocessing and statistics functions, a benchmark disaggregation algorithm and a set of metrics to evaluate the performance of such algorithms. Specifically, this release of the toolkit has been designed to enable the use of large data sets by only loading individual chunks of the whole data set into memory at once for processing, before combining the results of each chunk.
AB - 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. The toolkit contains: a number of importers for existing public data sets, a set of preprocessing and statistics functions, a benchmark disaggregation algorithm and a set of metrics to evaluate the performance of such algorithms. Specifically, this release of the toolkit has been designed to enable the use of large data sets by only loading individual chunks of the whole data set into memory at once for processing, before combining the results of each chunk.
UR - https://www.scopus.com/pages/publications/84915764387
U2 - 10.1145/2674061.2675024
DO - 10.1145/2674061.2675024
M3 - Conference contribution
T3 - BuildSys 2014 - Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings
SP - 182
EP - 183
BT - BuildSys 2014 - Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings
PB - Association for Computing Machinery
Y2 - 3 November 2014 through 6 November 2014
ER -