TY - GEN
T1 - Recurrence Plot Analysis Applied to Power Electronics Systems
AU - de Oliveira, Lincoln Moura
AU - dos Filho, Esio E.S.
AU - Antunes, Fernando L.M.
AU - Monte, Demercil O.H.
AU - Guerrero, Josep M.
AU - Vasquez, Juan C.
AU - Heldwein, Marcelo L.
N1 - Publisher Copyright:
© VDE VERLAG GMBH · Berlin · Offenbach.
PY - 2023
Y1 - 2023
N2 - Recurrence is a fundamental property of dynamic systems related to the ability of the system at some point to return to a similar state, and recurrence plot analysis (RPA) is a method to visualize them. This work proposes using RPA as a preprossessing technique for power electronic systems (PES) waveforms to provide a way to implement automatic detection of anomaly conditions that can be performed in conjunction with machine learning algorithms. This paper analyzed theoretical waveforms and practical implementation using a function generator emulating some waveforms in power electronic systems.
AB - Recurrence is a fundamental property of dynamic systems related to the ability of the system at some point to return to a similar state, and recurrence plot analysis (RPA) is a method to visualize them. This work proposes using RPA as a preprossessing technique for power electronic systems (PES) waveforms to provide a way to implement automatic detection of anomaly conditions that can be performed in conjunction with machine learning algorithms. This paper analyzed theoretical waveforms and practical implementation using a function generator emulating some waveforms in power electronic systems.
UR - http://www.scopus.com/inward/record.url?scp=85190109136&partnerID=8YFLogxK
U2 - 10.30420/566091221
DO - 10.30420/566091221
M3 - Conference contribution
AN - SCOPUS:85190109136
T3 - PCIM Europe Conference Proceedings
SP - 1590
EP - 1595
BT - International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management, PCIM Europe 2023
PB - Mesago PCIM GmbH
T2 - 2023 International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management, PCIM Europe 2023
Y2 - 9 May 2023 through 11 May 2023
ER -