Big data analytics: an aid to detection of non-technical losses in power utilities
Tóm tắt
Từ khóa
Tài liệu tham khảo
Alahakoon D, Yu X (2013, November 14) Advanced Analytics for Harnessing the Power of Smart Meter Big Data. In: Proceedings of the 2013 IEEE International Workshop on Inteligent Energy Systems (IWIES), Vienna, pp 40–45
Alejandro L, Blair C, Bloodgood L, Khan M, Lawless M, Meehan D, … Tsuji K (2014) Global market for smart electricity meters: government policies driving strong growth. In: U.S. International trade commission, office of industries working paper. Washington DC
Depuru S, Wang L, Devabhaktuni V (2011) Support vector machine based data classification for detection of electricity theft. In: 2011 IEEE/PES power systems conference, pp 1–8
Depuru S, Wang L, Devabhaktuni V (2012) Enhanced encoding technique for identifying abnormal energy usage pattern. In: IEEE North American power symposium, pp 1–6
Depuru S, Wang L, Devabhaktuni V, Green RC (2013) High performance computing for detection of electricity theft. Int J Electr Power Energy Syst 47:21–30
dos Angelos E, Saavedra O, Cortes O, de Souza A (2011) Detection and identification of abnormalities in customer consumptions in power distribution systems. IEEE Trans Power 26(4):2436–2442
El-Dereny M, Rashwan NI (2011) Solving multicollinearity problem using ridge regression models. Int J Contemp Math Sci 6(12):585–600
Federal Court of Audit (2007) Operational audit report held in national agency of electrical energy. Tech. Rep., No. TC 025.619/2007-2. Brazil
Fehrenbacher K (2013, January 21) A startup emerges to use wireless mesh and the cloud to fight energy theft. Gigaom: the industry leader in emerging technology research: https://gigaom.com/2013/01/21/a-startup-emerges-to-use-wireless-mesh-and-the-cloud-to-fight-energy-theft/ . Accessed 15 Nov 2016
IBM (2012, May) Managing big data for smart grids. http://www-935.ibm.com/services/multimedia/Managing_big_data_for_smart_grids_and_smart_meters.pdf . Accessed 15 Nov 2016
Jang R, Lu R, Wang Y, Luo J, Shen C, Shen XS (2014) Energy-theft detection issues for advanced metering infrastructure in smart grid. Tsinghua Sci Technol 19(2):105–120
Mashima D, Cardenas A (2012, Springer) Evaluating electricity theft detectors in smart grid networks. In: Research in attacks, intrusions, and defenses, pp 210–229
Micheli G (2016) Big data analytics: individuazione delle perdite non tecniche nelle reti elettriche. Master’s thesis. Università degli Studi di Bergamo. Bergamo
Ministry of Power (2013) Overview of power distribution. India. http://www.powermin.nic.in . Accessed 15 Nov 2016
Muniz C, Figueiredo K, Vellasco M, Chavez G, Pacheco M (2009) Irregularity detection on low tension electric installations by neural network ensembles. In: IEEE international joint conference on neural networks, pp 2176–2182
Nagi J, Yap K, Tiong S, Ahmed S, Mohammad A (2008) Detection of abnormalities and electricity theft using genetic support vector machines. In: TENCON 2008-2008 IEEE region 10 conference, pp 1–6
Nagi J, Yap KS, Tiong SK, Ahmed S, Nagi F (2011) Improving SVM-based nontechnical loss detection in power utility using the fuzzy inference system. IEEE Trans Power Deliv 26(2):1284–1285
Salinas S, Li M, Li P (2012) Privacy-preserving energy theft detection in smart grids. In: 9th Annual IEEE communications society conference on sensor, mesh and ad hoc communications and networks (SECON), pp 605–613