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An intelligent active power filter to mitigate Harmonics and Interharmonics

Harmonics and waveform distortion are substantial power quality concerns for power systems with high penetration of renewable energy generation and non-linear loads. Harmonics and interharmonics should be mitigated for efficient and proper operation of power grids, with high harmonic injection from electric loads and devices. In this paper, an intelligent Active Power Filter (APF) based on Adaptive Linear Neuron (Adaline) is proposed which can provide accurate harmonic estimation and proper mitigation in real-time without any prior knowledge about harmonic/interharmonic orders. A novel formulation is derived, and adaptive learning with momentum is used for training. The proposed APF not only inherits the high adaptability of Adaline APFs but also compensates for their drawbacks by updating weights in the presence of unknown frequency orders. Additionally, an electric topology is proposed where one APF is able to mitigate harmonics of nonlinear loads connected to two adjacent Points of Common Coupling (PCCs). For a radial structure, harmonic currents from the grid are completely mitigated while for a ring structure, only harmonics from one side of the grid are mitigated. Highly varying and distorted load scenarios are studied. Comparison of the proposed APF with the state-of-the- art APFs in the literature proves the effectiveness and suitability of the proposed intelligent APF.

History

Publication title

Proceedings 20th International Conference on Harmonics & Quality of Power (ICHQP) : Power Quality in the Energy Transition

Pagination

1-6

ISBN

9781665416399

Department/School

School of Engineering

Publisher

IEEE

Place of publication

Naples, Italy

Event title

20th International Conference on Harmonics & Quality of Power (ICHQP)

Event Venue

Naples, Italy

Repository Status

  • Restricted

Socio-economic Objectives

Renewable energy not elsewhere classified

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