Designing a marine farm: An approach utilizing optimization model and algorithms
RUDI Nurdiansyah, WILDANNA Indah Kusuma, EFFENDI Mohamad
Abstract. This study investigates the design of a marine farm to optimize turbine placement while considering wake effects (turbine interactions) in the optimization model. The Toyapakeh Strait, Bali, Indonesia, serves as a potential location due to its strong tidal currents. Both ant colony optimization (ACO) and simulated annealing (SA) algorithms as optimization algorithms are implemented to approach the problem. Results show that the SA algorithm outperforms ACO in terms of objective function value (representing farm efficiency). The SA solution generates a less crowded turbine layout, potentially minimizing wake effects and maximizing power generation. This study highlights the effectiveness of optimization algorithms in designing efficient marine current farms.
Keywords
Marine Turbine, Marine Farm Design, Optimization Model, Optimization Algorithms
Published online 4/25/2025, 5 pages
Copyright © 2025 by the author(s)
Published under license by Materials Research Forum LLC., Millersville PA, USA
Citation: RUDI Nurdiansyah, WILDANNA Indah Kusuma, EFFENDI Mohamad, Designing a marine farm: An approach utilizing optimization model and algorithms, Materials Research Proceedings, Vol. 53, pp 334-338, 2025
DOI: https://doi.org/10.21741/9781644903575-32
The article was published as article 32 of the book Decarbonization Technology
Content from this work may be used under the terms of the Creative Commons Attribution 3.0 license. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
References
[1] A. S. Bahaj, “Generating electricity from the oceans,”Renewable and Sustainable Energy Reviews, vol. 15, no. 7, pp. 3399-3416, 2011. https://doi.org/10.1016/j.rser.2011.04.032
[2] Z. Ren, Y. Wang, H. Li, X. Liu, Y. Wen, and W. Li, “A coordinated planning method for micrositing of tidal current turbines and collector system optimization in tidal current farms,” IEEE Transactions on Power Systems, vol. 34, no. 1, pp. 292-302, 2018. https://doi.org/10.1109/TPWRS.2018.2865310
[3] O. A. L. Brutto, J. Thiébot, S. S. Guillou, and H. Gualous, “A semi-analytic method to optimize tidal farm layouts-Application to the Alderney Race (Raz Blanchard), France,” Applied Energy, vol. 183, pp. 1168-1180, 2016. https://doi.org/10.1016/j.apenergy.2016.09.059
[4] R. Nurdiansyah, A. Muid, and A. Dwiastuti, “Aplikasi algoritma simulated annealing untuk menentukan formasi tata letak turbin pada marine current turbine farm di selat Riau,” in Prosiding Seminar Nasional Teknik Industri (SENASTI), vol. 1, pp. 50-57, October 2023.
[5] O. A. W. Riyanto, and B. Santosa, “ACO-LS algorithm for solving no-wait flow shop scheduling problem,” in Proceedings Intelligence in the Era of Big Data: 4th International Conference on Soft Computing, Intelligent Systems, and Information Technology, vol. 4, pp. 89-97, March 2015. https://doi.org/10.1007/978-3-662-46742-8_8
[6] B. Rachmat and D. Ilahude, “Estimation of sea current energy potential by using calculation models of horizontal axis current turbine in Toyapakeh Strait, Nusa Penida, Bali,” Bulletin of the Marine Geology, vol. 32, no. 2, 2018. https://doi.org/10.32693/bomg.32.2.2017.352
[7] R. Nurdiansyah, I. H. Hong, and J. C. P. Su, “The Optimization Model for Marine Current Turbines Installation Problem against Parameters Ambiguity,” unpublished.
[8] A. Kumar, M. Thakur, and G. Mittal, “Planning optimal power dispatch schedule using constrained ant colony optimization,” Applied Soft Computing, vol. 115, p. 108132, 2022. https://doi.org/10.1016/j.asoc.2021.108132
[9] Y. Wang and Q. Deng, “Optimization of maintenance scheme for offshore wind turbines considering time windows based on hybrid ant colony algorithm,” Ocean Engineering, vol. 263, p. 112357, 2022. https://doi.org/10.1016/j.oceaneng.2022.112357
[10] K. Tole, R. Moqa, J. Zheng, and K. He, “A simulated annealing approach for the circle bin packing problem with rectangular items,” Computers & Industrial Engineering, vol. 176, p. 109004, 2023. https://doi.org/10.1016/j.cie.2023.109004
[11] C. L. Dewangi, D. N. Sugianto, A. Rifai, and A. Yuningsih, “Kajian potensi energi arus laut di selat Toyapakeh, Nusa Penida, Bali,” Journal of Oceanography, vol. 6, no. 1, pp. 22-29, 2017.
[12] Y. Dai, Z. Ren, K. Wang, W. Li, Z. Li, and W. Yan, “Optimal sizing and arrangement of tidal current farm,” IEEE Transactions on Sustainable Energy, vol. 9, no. 1, pp. 168-177, 2017. https://doi.org/10.1109/TSTE.2017.2719042