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Assessing the effect of wind farm layout on energy storage requirement for power fluctuation mitigation
File | Description | Size | Format | |
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Final version_Hessam Kazari_TSTE_2018.pdf | Accepted version | 2.15 MB | Adobe PDF | View/Open |
Title: | Assessing the effect of wind farm layout on energy storage requirement for power fluctuation mitigation |
Authors: | Kazari, H Oraee, H Pal, BC |
Item Type: | Journal Article |
Abstract: | Optimization of wind farm (WF) layout has been studied in the literature with the objective of maximizing the wind energy capture. Based on the power spectrum density (PSD) theorem, this paper shows that the WF layout affects not only the total harvested energy but also the level of power fluctuation, which in turn influences required capacity of battery energy storage system (BESS) needed to mitigate the inherent power fluctuation of the wind farms. Since both harvested energy level and BESS capacity directly influence the profit of WF owner, the effect of WF layout on these quantities are taken into account simultaneously and WF layout optimization problem is redefined. Genetic algorithm (GA) is then employed in order to optimize the resulting objective function. The proposed method and optimization process are performed on the layout of an actual offshore WF using real wind data. A new index is introduced to quantify the power fluctuations, and energy curtailment is assessed. The comparative analysis between the actual layout performance and the optimal layout in different scenarios is conducted, showing the reduction of power fluctuations and improvement of energy curtailment. In addition, different BESS technologies have been analyzed to study the impact of their parameters on the optimization results. |
Issue Date: | Apr-2019 |
Date of Acceptance: | 8-May-2018 |
URI: | http://hdl.handle.net/10044/1/59935 |
DOI: | https://doi.org/10.1109/TSTE.2018.2837060 |
ISSN: | 1949-3029 |
Publisher: | Institute of Electrical and Electronics Engineers |
Start Page: | 558 |
End Page: | 568 |
Journal / Book Title: | IEEE Transactions on Sustainable Energy |
Volume: | 10 |
Issue: | 2 |
Copyright Statement: | © 2018 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Sponsor/Funder: | Engineering & Physical Science Research Council (EPSRC) |
Funder's Grant Number: | EP/L014343/1 |
Keywords: | Science & Technology Technology Green & Sustainable Science & Technology Energy & Fuels Engineering, Electrical & Electronic Science & Technology - Other Topics Engineering Power fluctuation wind farm battery energy storage optimal layout genetic algorithm (GA) SIMULATION METHOD OPTIMIZATION TURBINES PLACEMENT WAKE 0906 Electrical and Electronic Engineering 0915 Interdisciplinary Engineering |
Publication Status: | Published |
Online Publication Date: | 2018-05-15 |
Appears in Collections: | Electrical and Electronic Engineering Faculty of Engineering |