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Venkadesan, A.
- Artificial Neural Network based Harmonics Estimator for a Power Electronics Converter
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Authors
Affiliations
1 Department of EEE, NIT Puducherry, Karaikal - 609609, Puducherry, IN
2 Department of EEE, MVIT, Kalitheerthalkuppam - 605107, Puducherry, IN
3 Department of EEE, SRM University, Chennai - 603203, Tamil Nadu, IN
1 Department of EEE, NIT Puducherry, Karaikal - 609609, Puducherry, IN
2 Department of EEE, MVIT, Kalitheerthalkuppam - 605107, Puducherry, IN
3 Department of EEE, SRM University, Chennai - 603203, Tamil Nadu, IN
Source
Indian Journal of Science and Technology, Vol 9, No 42 (2016), Pagination:Abstract
Objectives: This paper presents harmonics estimation using Artificial Neural Network (ANN) for a 2 pulse Un-controlled power electronics converter. Methods/Analysis: Feed-forward architecture is chosen to model ANN-based Harmonics Estimator. The Feedforward architecture trained with various Learning algorithms is investigated. The suitable ANN model is identified. The performance of ANN based harmonics estimator is compared with conventional Fourier series method. Findings: The feed-forward architecture trained with LM algorithm is identified to be suitable for harmonics estimation in 2-pulse uncontrolled rectifier. Novelty/Improvement: The suitability of feed-forward architecture with different learning algorithms is investigated which is novel in this paper.Keywords
Artificial Neural Networks, Estimator, Feed-Forward Neural Architectures, Harmonics, Learning Algorithms, Power Electronics Converters, 2-Pulse Controlled Rectifier.- Nonlinear System Modeling Using Single Neuron Cascaded Neural Network for Real-Time Applications
Abstract Views :161 |
PDF Views:0
Authors
Affiliations
1 Department of Electrical and Electronics Engineering, Pondicherry Engineering College, IN
1 Department of Electrical and Electronics Engineering, Pondicherry Engineering College, IN