activity
20202026
most citedPhysics-Informed Neural Networks for Accelerating Power System State Estimation

16 citations · 49 across the 5 of their papers we have counts for

collaborators

6 papers

cs.LG2026

Learning Without Adversarial Training: A Physics-Informed Neural Network for Secure Power System State Estimation under False Data Injection Attacks

Solon Falas, Markos Asprou, Charalambos Konstantinou +1

Power System State Estimation (PSSE) converts geographically distributed measurements into the voltage magnitudes and phase angles needed for grid monitoring and control. Learned e…

cs.LG2023★ 16 cited

Physics-Informed Neural Networks for Accelerating Power System State Estimation

Solon Falas, Markos Asprou, Charalambos Konstantinou +1

State estimation is the cornerstone of the power system control center since it provides the operating condition of the system in consecutive time intervals. This work investigates…

eess.SY2021★ 3 cited

Towards a Secure and Resilient All-Renewable Energy Grid for Smart Cities

Charalambos Konstantinou

The concept of smart cities is driven by the need to enhance citizens' quality of life. It is estimated that 70% of the world population will live in urban areas by 2050. The elect…

cs.CR2020★ 14 cited

Physics-Informed Neural Networks for Securing Water Distribution Systems

Solon Falas, Charalambos Konstantinou, Maria K. Michael

Physics-informed neural networks (PINNs) is an emerging category of neural networks which can be trained to solve supervised learning tasks while taking into consideration given la…

eess.SY2020

Multi-Model Resilient Observer under False Data Injection Attacks

Olugbenga Moses Anubi, Charalambos Konstantinou, Carlos A. Wong +1

In this paper, we present the concept of boosting the resiliency of optimization-based observers for cyber-physical systems (CPS) using auxiliary sources of information. Due to the…

cs.CR2020★ 16 cited

A Modular End-to-End Framework for Secure Firmware Updates on Embedded Systems

Solon Falas, Charalambos Konstantinou, Maria K. Michael

Firmware refers to device read-only resident code which includes microcode and macro-instruction -level routines. For Internet-of-Things (IoT) devices without an operating system,…