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Quantum Neural Network Parameter Estimation for Photovoltaic Fault Detection
- Source :
- IISA
- Publication Year :
- 2021
- Publisher :
- IEEE, 2021.
-
Abstract
- In this paper, we describe solar array monitoring using various machine learning methods including neural networks. We study fault detection using a quantum computer system and compare against results with a classical computer. We specifically propose a quantum circuit for a neural network implementation for Photovoltaic (PV) fault detection. The quantum circuit is designed for two qubits. Results and comparisons are presented for PV fault detection using a classical and quantum implementation of neural networks. In addition, simulations of a Quantum Neural Network are carried for a different number of qubits and results are presented for PV fault detection.
Details
- Database :
- OpenAIRE
- Journal :
- 2021 12th International Conference on Information, Intelligence, Systems & Applications (IISA)
- Accession number :
- edsair.doi...........43fc6c8113696075dcb407dfbeea6fc6