Privacy preservation in smart meters: current status, challenges and future directions

J Kua, MB Hossain, I Natgunanathan, Y Xiang - Sensors, 2023 - mdpi.com
Recent years have seen the rapid development of technologies in Smart Grids (SGs) to
enhance electricity networks with digital and data communication technologies. SGs can …

Privacy-aware optimal load scheduling for energy management system of smart home

J Rong, W Liu, F Jiang, Y Cheng, H Li… - Sustainable Energy, Grids …, 2023 - Elsevier
The wide deployment of smart meters has brought the significant challenge to privacy
protection of residential users. However, the existing rechargeable battery schemes cannot …

A systematic literature review of data privacy solutions for smart meter technologies

J Gross, J Breitenbach, W Granson… - … Conference on Big …, 2021 - ieeexplore.ieee.org
Growing data acquisition in smart grid technology leads to considerable privacy concerns,
requiring standardized and sophisticated solutions that ensure consumers' privacy. In this …

Battery-Induced Load Hiding and Its Utility Consequences

H Aly, E Altamimi, A Al-Ali, A Al-Ali… - 2024 4th International …, 2024 - ieeexplore.ieee.org
The introduction of smart grids allows utility providers to collect detailed data about
consumers, which can be utilized to enhance grid efficiency and reliability. However, this …

A fundamental bound on performance of non-intrusive load monitoring algorithms with application to smart-meter privacy

F Farokhi - IFAC-PapersOnLine, 2020 - Elsevier
We consider non-intrusive load monitoring by a sophisticated adversary that knows the load
profiles of the appliances and wants to determine their start-finish times based on smart …

Privacy Protection and Cost of Privacy in Smart Grid

M Shivran, S Patwari, S Sharma - … International Conference on …, 2023 - ieeexplore.ieee.org
Smart Grid is closely integrated with new technologies such as the internet of things,
advanced information communication technologies, sensor measurement, and automatic …

[PDF][PDF] AI-Enabled Privacy Preserving Energy Data Analytics: A Review

NU Sheikh, D Vatsalan, HJ Asghar, MA Kaafar - researchgate.net
Data privacy is a crucial aspect in information and communication technology (ICT). The
ever-growing technological landscape, information sharing among multiple stakeholders in …

A Fundamental Bound on Performance of Non-Intrusive Load Monitoring with Application to Smart Meter Privacy

F Farokhi - arXiv preprint arXiv:1910.02220, 2019 - arxiv.org
We prove that the expected estimation error of non-intrusive load monitoring algorithms is
lower bounded by the trace of the inverse of the cross-correlation matrix between the …