On the Bayesian optimization and robustness of event detection methods in NILM
作者： Leen De Baets , Joeri Ruyssinck , Chris Develder , Tom Dhaene , Dirk Deschrijver
DOI: 10.1016/J.ENBUILD.2017.03.061
关键词: Bayesian optimization 、 Cepstrum 、 Data mining 、 Block (data storage) 、 Energy consumption 、 Grid connection 、 Robustness (computer science) 、 Real-time computing 、 Smoothing 、 Base load power plant 、 Engineering
摘要: … The aim of NILM is to disaggregate the total power … of NILM is event detection: detecting when appliances are switched on or off. Current state-of-the-art methods face two open issues. …
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sci-hub.se 参考文章(28)
Stephen Makonin, Fred Popowich, Nonintrusive load monitoring (NILM) performance evaluation Energy Efficiency. ,vol. 8, pp. 809- 814 ,(2015) , 10.1007/S12053-014-9306-2
Ivo Couckuyt, Tom Dhaene, Slawomir Koziel, Kriging, co-kriging and space mapping for microwave circuit modeling european microwave conference. pp. 444- 447 ,(2011)
Vittorio Perduca, Gregory Nuel, Hidden Markov Model Applications in Change-Point Analysis arXiv: Applications. ,(2012)
Chuan Choong Yang, Chit Siang Soh, Vooi Voon Yap, Comparative Study of Event Detection Methods for Non-intrusive Appliance Load Monitoring Energy Procedia. ,vol. 61, pp. 1840- 1843 ,(2014) , 10.1016/J.EGYPRO.2014.12.225
Tianji Wu, Mani Srivastava, Low-cost appliance state sensing for energy disaggregation Proceedings of the Fourth ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings - BuildSys '12. pp. 53- 55 ,(2012) , 10.1145/2422531.2422542
Michael T. Mehari, Eli De Poorter, Ivo Couckuyt, Dirk Deschrijver, Jono Vanhie-Van Gerwen, Daan Pareit, Tom Dhaene, Ingrid Moerman, Efficient global optimization of multi-parameter network problems on wireless testbeds ad hoc networks. ,vol. 29, pp. 15- 31 ,(2015) , 10.1016/J.ADHOC.2015.01.014
William Gu, Jaesik Choi, Ming Gu, Horst Simon, Kesheng Wu, Fast Change Point Detection for electricity market analysis international conference on big data. pp. 50- 57 ,(2013) , 10.1109/BIGDATA.2013.6691733
Guillermo L. Grinblat, Lucas C. Uzal, Pablo M. Granitto, Abrupt change detection with One-Class Time-Adaptive Support Vector Machines Expert Systems With Applications. ,vol. 40, pp. 7242- 7249 ,(2013) , 10.1016/J.ESWA.2013.06.074
Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail Kanevski, Unsupervised Change Detection With Kernels IEEE Geoscience and Remote Sensing Letters. ,vol. 9, pp. 1026- 1030 ,(2012) , 10.1109/LGRS.2012.2189092
K. Carrie Armel, Abhay Gupta, Gireesh Shrimali, Adrian Albert, Is disaggregation the holy grail of energy efficiency? The case of electricity Energy Policy. ,vol. 52, pp. 213- 234 ,(2013) , 10.1016/J.ENPOL.2012.08.062