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ISSN 2083-6473
ISSN 2083-6481 (electronic version)
 

 

 

Editor-in-Chief

Associate Editor
Prof. Tomasz Neumann
 

Published by
TransNav, Faculty of Navigation
Gdynia Maritime University
3, John Paul II Avenue
81-345 Gdynia, POLAND
www http://www.transnav.eu
e-mail transnav@umg.edu.pl
A Small Wind Turbine Output Model for Spatially Constrained Remote Island Micro-Grids
1 Zagreb University of Applied Sciences, Zagreb, Croatia
2 University of Zagreb, Zagreb, Croatia
ABSTRACT: Modelling operation of the power supply system for remote island communities is essential for its operation, as well as a survival of a modern society settled in challenging conditions. Micro-grid emerges as a proper solution for a sustainable development of a spatially constrained remote island community, while at the same time reflecting the power requirements of similar maritime subjects, such as large vessels and fleets. Here we present research results in predictive modelling the output of a small wind turbine, as a component of a remote island micro-grid. Based on a month-long experimental data and the machine learning-based predictive model development approach, three candidate models of a small wind turbine output were developed, and assessed on their performance based on an independent set of experimental data. The Random Forest Model out performed competitors (Decision Tree Model and Artificial Neural Network Model), emerging as a candidate methodology for the all-year predictive model development, as a later component of the over-all remote island micro-grid model.
REFERENCES
Acevedo, M.F.: Introduction to Renewable Power Systems and the Environment with R. CRC Press (2018). - doi:10.1201/b21919
Department of Energy: Small Wind Guidebook, https://windexchange.energy.gov/small-wind-guidebook.
Efron, B., Hastie, T.: Computer Age Statistical Inference: Algorithms, Evidence and Data Science. Cambridge University Press (2016).
Kuhn, M., Johnson, K.: Feature Engineering and Selection: A Practical Approach for Predictive Models. Chapman and Hall/CRC (2019).
Sotavento: Experimental Ecological Park Sotavento Real Time Data Archive, http://www.sotaventogalicia.com/en/technical-area/real-time-data/historical/, last accessed 2021/03/30.
Citation note:
Žigman D., Meštrović K., Tomiša T.: A Small Wind Turbine Output Model for Spatially Constrained Remote Island Micro-Grids. TransNav, the International Journal on Marine Navigation and Safety of Sea Transportation, Vol. 16, No. 1, doi:10.12716/1001.16.01.16, pp. 143-146, 2022
Authors in other databases:
Dubravko Žigman: Scopus icon35340238100
Krešimir Meštrović: Scopus icon6508179423
Tomislav Tomiša: Scopus icon6505980441 Scholar iconMD8IruMAAAAJ

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