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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


Ribeiro, Miguel; Pereira, Lucas; Quintal, Filipe; Nunes, Nuno

SustDataED: A Public Dataset for Electric Energy Disaggregation Research Conference

ICT for Sustainability 2016, Atlantis Press Atlantis Press, Amsterdam, The Netherlands, 2016, ISBN: 978-94-6252-224-4.

Links | BibTeX | Tags: Energy Disaggregation, event-based, household activity recognition


Cao, Hong-An; Wijaya, Kurniawan T; Aberer, K; Nunes, Nuno

A collaborative framework for annotating energy datasets Conference

Big Data (Big Data), 2015 IEEE International Conference on, 2015.

BibTeX | Tags: Activity inference, appliance-level data, Appliances states, collaboration, Collaborative computing, collaborative framework, collaborative Web-based framework, Computer-supported cooperative work, crowdsourcing, data mining, Databases, Datasets, domestic appliances, Electronic mail, energy consumption, Energy data analytics, energy dataset annotation, Energy Disaggregation, energy efficiency, gamification techniques, Ground truth acquisition, groupware, Home appliances, home computing, Information systems applications, Internet, Labeling, labeling retrofitting, Monitoring, prohibitive costs, residential homes, single appliance feedback, smart appliances


Pereira, Lucas; Nunes, Nuno; Bergés, M

SURF and SURF-PI: A File Format and API for Non-Intrusive Load Monitoring Public Datasets Conference

International Conference on Future Energy Systems (e-Energy textquoteright14) [short paper], e-Energy textquoteright14: Proceedings of the 5th International Conference on Future Energy Systems ACM ACM, Cambridge, UK, 2014.

Abstract | BibTeX | Tags: API, Datasets, Energy Disaggregation, File Format