TY - GEN
T1 - Design of a New Photovoltaic Intelligent Monitoring and Control Device
AU - Pujara, Deep
AU - Ramirez, David
AU - Tepedelenlioglu, Cihan
AU - Srinivasan, Devarajan
AU - Spanias, Andreas
N1 - Publisher Copyright: © 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Continuous monitoring and fault detection for solar arrays can increase overall power efficiency and prevent hazardous situations. This paper proposes an intelligent monitoring and control device (IMCD) that can measure relevant photovoltaic (PV) parameters such as temperature, voltage, current, and irradiance. Our system design is based on an Arduino microcontroller that acquires and processes data from a PV panel. The design is such that data collected from the PV panels can be processed locally and then transmitted to a networked computer using an integrated Zigbee wireless transceiver. The design has provisions for embedded machine learning (ML) and then cloud-based ML algorithms trained to detect and classify PV faults in real time. The IMCD design can reconfigure the connection topology of a PV array using relays. These relays can switch from series to parallel connection upon command and hence reconfigure the PV connection topology to optimize power output for different shading conditions.
AB - Continuous monitoring and fault detection for solar arrays can increase overall power efficiency and prevent hazardous situations. This paper proposes an intelligent monitoring and control device (IMCD) that can measure relevant photovoltaic (PV) parameters such as temperature, voltage, current, and irradiance. Our system design is based on an Arduino microcontroller that acquires and processes data from a PV panel. The design is such that data collected from the PV panels can be processed locally and then transmitted to a networked computer using an integrated Zigbee wireless transceiver. The design has provisions for embedded machine learning (ML) and then cloud-based ML algorithms trained to detect and classify PV faults in real time. The IMCD design can reconfigure the connection topology of a PV array using relays. These relays can switch from series to parallel connection upon command and hence reconfigure the PV connection topology to optimize power output for different shading conditions.
KW - Fault Detection
KW - Machine Learning
KW - Monitoring Device
KW - Solar Testbed
KW - Topology Reconfiguration
UR - http://www.scopus.com/inward/record.url?scp=85182029972&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85182029972&partnerID=8YFLogxK
U2 - 10.1109/IISA59645.2023.10345864
DO - 10.1109/IISA59645.2023.10345864
M3 - Conference contribution
T3 - 14th International Conference on Information, Intelligence, Systems and Applications, IISA 2023
BT - 14th International Conference on Information, Intelligence, Systems and Applications, IISA 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 14th International Conference on Information, Intelligence, Systems and Applications, IISA 2023
Y2 - 10 July 2023 through 12 July 2023
ER -