Electricity theft detection in smart grid systems: A CNN-LSTM based approach

MN Hasan, RN Toma, AA Nahid, MMM Islam, JM Kim - Energies, 2019 - mdpi.com
Among an electricity provider's non-technical losses, electricity theft has the most severe and
dangerous effects. Fraudulent electricity consumption decreases the supply quality …

The challenge of non-technical loss detection using artificial intelligence: A survey

P Glauner, JA Meira, P Valtchev, R State… - International journal of …, 2017 - Springer
Detection of non-technical losses (NTL) which include electricity theft, faulty meters or billing
errors has attracted increasing attention from researchers in electrical engineering and …

Detection of energy theft and defective smart meters in smart grids using linear regression

SC Yip, KS Wong, WP Hew, MT Gan, RCW Phan… - International Journal of …, 2017 - Elsevier
The utility providers are estimated to lose billions of dollars annually due to energy theft.
Although the implementation of smart grids offers technical and social advantages, the smart …

NTL detection in electric distribution systems using the maximal overlap discrete wavelet-packet transform and random undersampling boosting

NF Avila, G Figueroa, CC Chu - IEEE Transactions on Power …, 2018 - ieeexplore.ieee.org
The illegal use of electricity, defective meters, and a malfunctioning infrastructure are major
causes of Non-technical losses (NTLs) in electric distribution systems. Although the use of …

Non-technical losses in power system: A review

A Chauhan, S Rajvanshi - 2013 International Conference on …, 2013 - ieeexplore.ieee.org
Utilities experience significant revenue fatalities due to Non-Technical Losses (NTLs). These
losses are principally caused by fraud activities deliberately performed by the consumers …

AI Techniques in Detection of NTLs: A Comprehensive Review

R Yadav, M Yadav, Ranvijay, Y Sawle… - … Methods in Engineering, 2024 - Springer
In the operation of power grid, worldwide, non-technical losses (NTLs) occur in a massive
amount of proportion which is observed up to 40% of the total electric transmission and …

Energy theft detection in smart grids: Taxonomy, comparative analysis, challenges, and future research directions

M Ahmed, A Khan, M Ahmed, M Tahir… - IEEE/CAA Journal of …, 2022 - ieeexplore.ieee.org
Electricity theft is one of the major issues in develo** countries which is affecting their
economy badly. Especially with the introduction of emerging technologies, this issue …

Big data-driven detection of false data injection attacks in smart meters

F Ünal, A Almalaq, S Ekici, P Glauner - IEEE Access, 2021 - ieeexplore.ieee.org
Today's energy resources are closer to consumers thanks to sustainable energy and
advanced metering infrastructure (AMI), such as smart meters. Smart meters are controlled …

Review of electrical energy losses in Nigeria

OM Komolafe, KM Udofia - Nigerian Journal of Technology, 2020 - ajol.info
The Nigerian electric power sector holds a lot of unfulfilled potentials for the economic
development of Africa's most populous country; the electric energy generated is not up to …

Detection of non-technical losses in smart meter data based on load curve profiling and time series analysis

E Villar-Rodriguez, J Del Ser, I Oregi, MN Bilbao… - Energy, 2017 - Elsevier
The advent and progressive deployment of the so-called Smart Grid has unleashed a
profitable portfolio of new possibilities for an efficient management of the low-voltage …