Electricity

1) Surface Defects (3 papers)

1.1 Insulators (1 paper)

W. Hu, H. Qi, Z. Zhao, L. Xu, “A Method for Detecting Surface Defects in Insulators Based on RPCA”, International Conference on Image and Graphics, ICIG 2017, pages 163-173, 2017.

1.2 Photovoltaic systems (2 papers)

E. Pieri, A. Kyprianou, A. Phinikarides, G. Makrides, G. Georghiou, “Forecasting degradation rates of different photovoltaic systems using robust principal component analysis and ARIMA” , IET Renewable Power Generation, Volume 11, No. 10, pages 1245-1252, 2017.

A. Kyprianou, A. Phinikarides, G. Makrides, G. Georghiou, “Definition and Computation of the Degradation Rates of Photovoltaic Systems of Different Technologies With Robust Principal Component Analysis”, IEEE Journal of Photovoltaics, Volume 5, No. 6, pages 1698-1705,  2015.

2) Inverse Power Flow Problem  (2 papers)

S. Chrétien, P. Clarkson, M. Garcia, “Application of Robust PCA with a structured outlier matrix to topology estimation in power grids”, Electrical Power and Energy Systems, Volume 100, pages 559-564, 2018. 

Y. Yuan, O. Ardakanian, S. Low, C. Tomlin, “On the Inverse Power Flow Problem”, Preprint, 2017.

3) Anomaly Detection (6 papers)

Y. Ding, J. Liu, "Real-time false data injection attack detection in energy internet using online robust principal component analysis”, IEEE Conference on Energy Internet and Energy System Integration, EI2 2017, pages 1-6, Beijing, China, 2017.

K. Mahapatra, N. Chaudhuri, "Malicious Corruption-Resilient Wide-Area Oscillation Monitoring using Online Robust PCA", IEEE Power and Energy Society General Meeting, PESGM 2018, pages 1-5, Portland, USA, 2018.

K. Mahapatra, N. Chaudhuri, "Online Robust PCA for Malicious Attack-Resilience in Wide-Area Mode Metering Application", IEEE Transactions on Power Systems, 2019.

M. Gaur, “Demand-Side Analytics for Sustainable Energy”, PhD Thesis, Indraprastha Institute Of Information Technology Delhi, New Delhi, India, October 2019.

G. Liu, H. Guan, R. Sheng, D. Xian, G. Liu, C. Wu, “New Scheme for Detecting False Data Injection Attacks in Power Systems”, Journal of Physics: Conference Series, 2020.

S. Arulini, J. Jawhar, “Stealthy attack detection using convex optimization-based RPCA algorithm”, Electric Power Systems Research, Volume 187, October 2020.

4) Load Analysis (3 papers)

Y. Wang, X. Lu, Y. Xu, D. Shi, Z. Yi, J. Duan, Z. Wang, "Submodular Load Clustering with Robust Principal Component Analysis", Preprint, February 2019.

S. Lin, H. Zhu, “Enhancing the Spatio-Temporal Observability of Residential Loads”, October 2019.

A. Yaniv, Y. Beck,  "Enhancing NILM classification via robust principal component analysis dimension reduction" , Heliyon, May 2024