TY - CHAP AU - Barker, S. AU - Kalra, S. AU - Irwin, D. AU - Shenoy, P. PY - 2013 DA - 2013// TI - Empirical characterization and modeling of electrical loads in smart homes BT - 2013 international green computing conference proceedings UR - https://doi.org/10.1109/IGCC.2013.6604512 DO - 10.1109/IGCC.2013.6604512 ID - Barker2013 ER - TY - BOOK AU - Barsim, K. S. AU - Yang, B. PY - 2018 DA - 2018// TI - On the Feasibility of Generic Deep Disaggregation for Single-Load Extraction ID - Barsim2018 ER - TY - JOUR AU - Bonfigli, R. AU - Felicetti, A. AU - Principi, E. AU - Fagiani, M. AU - Squartini, S. AU - Piazza, F. PY - 2018 DA - 2018// TI - Denoising autoencoders for non-intrusive load monitoring: improvements and comparative evaluation JO - Energy Buildings VL - 158 UR - https://doi.org/10.1016/j.enbuild.2017.11.054 DO - 10.1016/j.enbuild.2017.11.054 ID - Bonfigli2018 ER - TY - CHAP AU - Bonfigli, R. AU - Squartini, S. AU - Fagiani, M. AU - Piazza, F. PY - 2015 DA - 2015// TI - Unsupervised algorithms for non-intrusive load monitoring: an up-to-date overview BT - Environment and Electrical Engineering (EEEIC), 2015 IEEE 15th International Conference on UR - https://doi.org/10.1109/EEEIC.2015.7165334 DO - 10.1109/EEEIC.2015.7165334 ID - Bonfigli2015 ER - TY - BOOK AU - Buneeva, N. AU - Reinhardt, A. PY - 2017 DA - 2017// TI - AMBAL: Realistic load signature generation for load disaggregation performance evaluation UR - https://doi.org/10.1109/SmartGridComm.2017.8340657 DO - 10.1109/SmartGridComm.2017.8340657 ID - Buneeva2017 ER - TY - BOOK AU - do Nascimento, P. P. M. PY - 2016 DA - 2016// TI - Applications of deep learning techniques on NILM. Phdthesis, Universidade Federal do Rio de Janeiro ID - do Nascimento2016 ER - TY - STD TI - Faustine, A., Mvungi, N.H., Kaijage, S., Michael, K.: A survey on non-intrusive load monitoring methodies and techniques for energy disaggregation problem.(n.d.) 1703.00785 UR - http://arxiv.org/abs/1703.00785 ID - ref7 ER - TY - CHAP AU - Goodfellow, I. AU - Pouget-Abadie, J. AU - Mirza, M. AU - Xu, B. AU - Warde-Farley, D. AU - Ozair, S. AU - Courville, A. AU - Bengio, Y. PY - 2014 DA - 2014// TI - Generative Adversarial Nets BT - Advances in neural information processing systems ID - Goodfellow2014 ER - TY - JOUR AU - Hart, G. W. PY - 1992 DA - 1992// TI - Nonintrusive appliance load monitoring JO - Proc IEEE VL - 80 UR - https://doi.org/10.1109/5.192069 DO - 10.1109/5.192069 ID - Hart1992 ER - TY - CHAP AU - Kelly, J. AU - Knottenbelt, W. PY - 2015 DA - 2015// TI - Neural NILM: Deep Neural Networks Applied to Energy Disaggregation BT - Proceedings of the 2nd ACM International Conference on Embedded Systems for Energy-Efficient Built Environments ID - Kelly2015 ER - TY - JOUR AU - Kelly, J. AU - Knottenbelt, W. PY - 2015 DA - 2015// TI - The UK-DALE dataset, domestic appliance-level electricity demand and whole-house demand from five UK homes JO - Scientific data VL - 2 UR - https://doi.org/10.1038/sdata.2015.7 DO - 10.1038/sdata.2015.7 ID - Kelly2015 ER - TY - BOOK AU - Kelly, J. AU - Knottenbelt, W. PY - 2016 DA - 2016// TI - Does disaggregated electricity feedback reduce domestic electricity consumption? A systematic review of the literature ID - Kelly2016 ER - TY - STD TI - Kingma DP, Ba J (2014) Adam: A method for stochastic optimization 1412.6980 UR - http://arxiv.org/abs/1412.6980 ID - ref13 ER - TY - CHAP AU - Kolter, J. Z. AU - Jaakkola, T. ED - Lawrence, N. D. ED - Girolami, M. PY - 2012 DA - 2012// TI - Approximate inference in additive factorial HMMs with application to energy disaggregation BT - Proceedings of the fifteenth international conference on artificial intelligence and statistics. Proceedings of machine learning research, vol. 22 PB - PMLR CY - La Palma, Canary Islands ID - Kolter2012 ER - TY - JOUR AU - Makonin, S. AU - Popowich, F. PY - 2015 DA - 2015// TI - Nonintrusive load monitoring (NILM) performance evaluation: A unified approach for accuracy reporting JO - Energy Efficiency VL - 8 UR - https://doi.org/10.1007/s12053-014-9306-2 DO - 10.1007/s12053-014-9306-2 ID - Makonin2015 ER - TY - CHAP AU - Mauch, L. AU - Yang, B. PY - 2015 DA - 2015// TI - A new approach for supervised power disaggregation by using a deep recurrent LSTM network BT - 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP) UR - https://doi.org/10.1109/GlobalSIP.2015.7418157 DO - 10.1109/GlobalSIP.2015.7418157 ID - Mauch2015 ER - TY - CHAP AU - Mauch, L. AU - Yang, B. PY - 2016 DA - 2016// TI - A novel dnn-hmm-based approach for extracting single loads from aggregate power signals BT - Acoustics, Speech and Signal Processing (ICASSP), 2016 IEEE International Conference On UR - https://doi.org/10.1109/ICASSP.2016.7472104 DO - 10.1109/ICASSP.2016.7472104 ID - Mauch2016 ER - TY - BOOK AU - Odena, A. AU - Olah, C. AU - Shlens, J. PY - 2016 DA - 2016// TI - Conditional Image Synthesis With Auxiliary Classifier GANs ID - Odena2016 ER - TY - BOOK AU - Radford, A. AU - Metz, L. AU - Chintala, S. PY - 2015 DA - 2015// TI - Unsupervised representation learning with deep convolutional generative adversarial networks ID - Radford2015 ER - TY - JOUR AU - Zeifman, M. AU - Roth, K. PY - 2011 DA - 2011// TI - Nonintrusive appliance load monitoring: review and outlook JO - IEEE Trans Consum Electron VL - 57 UR - https://doi.org/10.1109/TCE.2011.5735484 DO - 10.1109/TCE.2011.5735484 ID - Zeifman2011 ER - TY - BOOK AU - Zhang, C. AU - Zhong, M. AU - Wang, Z. AU - Goddard, N. AU - Sutton, C. PY - 2016 DA - 2016// TI - Sequence-to-point learning with neural networks for nonintrusive load monitoring ID - Zhang2016 ER - TY - JOUR AU - Zoha, A. AU - Gluhak, A. AU - Imran, M. A. AU - Rajasegarar, S. PY - 2012 DA - 2012// TI - Non-intrusive load monitoring approaches for disaggregated energy sensing: a survey JO - Sensors VL - 12 UR - https://doi.org/10.3390/s121216838 DO - 10.3390/s121216838 ID - Zoha2012 ER -