Publications

Show all

2018

'i, Dar; Mostafa, Sheikh; Pereira, Lucas; Sousa, Leonel; Morgado, Dias F

Implementation Strategy of Convolution Neural Networks on Field Programmable Gate Arrays for Appliance Classification Using the Voltage and Current (V-I) Trajectory Journal Article

Energies, 11 , pp. 2460, 2018, ISSN: 1996-1073.

Abstract | Links | BibTeX | Tags: convolution neural network, FPGA, hardware classifier, non-intrusive load monitoring, V-I trajectory

Pereira, Lucas; Nunes, Nuno

Performance evaluation in non-intrusive load monitoring: Datasets, metrics, and tools—A review Journal Article

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 2018, ISSN: 1942-4795.

Abstract | Links | BibTeX | Tags: Datasets, Energy Disaggregation, metrics, non-intrusive load monitoring, performance evaluation, smart-grids, tools

2017

Pereira, Lucas; Nunes, Nuno

A Comparison of Performance Metrics for Event Classification in Non-Intrusive Load Monitoring Conference

IEEE International Conference on Smart Grid Communications (SmartGridComm), IEEE IEEE, Dresden, Germany, 2017.

Abstract | BibTeX | Tags: event classification, metrics benchmark, non-intrusive load monitoring, performance evaluation