Superconducting magnetic energy storage optimization for load frequency control in micro hydro power plant using imperialist competitive algorithm
Автор: Muhammad Ruswandi Djalal, Sonong, Marhatang
Журнал: International Journal of Engineering and Manufacturing @ijem
Статья в выпуске: 5 vol.8, 2018 года.
Бесплатный доступ
This research proposes an additional controller for load frequency control at a micro hydro power plant using PID-SMES. The PID-SMES parameters are optimized using smart methods, Imperialist Competitive Algorithms (ICA), which can find the optimal value of PID-SMES. From the analysis results, obtained on the P controller, overshoot of -0.0002176, with PI Controller -0.0002167, with PD Controller -0.0002128, with PID controller -0.0002118, with SMES controller -0.0001951, and with PID-SMES -4.11e-05. ICA optimization results obtained fitness function value of 1.79846040002633e-08, with 40 iterations. The minimum value of the system performance function at each iteration is plotted on the convergence graph shown. In the Figure it can be seen that the ICA algorithm can quickly converge on the 14th iteration or find the most optimal value at the 7th iteration. The PID-SMES controller proposed in this study has a significant influence in the damping of the oscillations. Therefore, it is proposed to be applied to micro-hydro.
Micro Hydro, Frequency, SMES, ICA, Overshoot
Короткий адрес: https://sciup.org/15015857
IDR: 15015857 | DOI: 10.5815/ijem.2018.05.01
Список литературы Superconducting magnetic energy storage optimization for load frequency control in micro hydro power plant using imperialist competitive algorithm
- A. S. Yunus, A. Abu-Siada, and M. Masoum, "Effects of SMES on dynamic behaviors of type D-Wind Turbine Generator-Grid connected during short circuit," in Power and Energy Society General Meeting, 2011 IEEE, 2011, pp. 1-6.
- A. S. Yunus, A. Abu-Siada, and M. Masoum, "Improving dynamic performance of wind energy conversion systems using fuzzy-based hysteresis current-controlled superconducting magnetic energy storage," IET Power Electronics, vol. 5, pp. 1305-1314, 2012.
- J. X. Jin and X. Y. Chen, "Study on the SMES application solutions for smart grid," Physics Procedia, vol. 36, pp. 902-907, 2012.
- S. Kumar and G. D. Yadav, "Load Frequency Control in Wind-Diesel Based Isolated Power System by Pitch-Angle Controller," 2016.
- A. A. El-Fergany and M. A. El-Hameed, "Efficient frequency controllers for autonomous two-area hybrid microgrid system using social-spider optimiser," IET Generation, Transmission & Distribution, vol. 11, pp. 637-648, 2017.
- S. Dhundhara and Y. P. Verma, "Evaluation of CES and DFIG unit in AGC of realistic multisource deregulated power system," International Transactions on Electrical Energy Systems, vol. 27, 2017.
- U. P. Garimella and K. Rajan, "Design of Hybrid Controller Based Load Frequency Controller for Multi Area Hydro Thermal System," Journal of Theoretical and Applied Information Technology, vol. 68, 2014.
- B. Vidhya and R. Jayashree, "On The Design of Artificial Intelligence Based Load Frequency Controller for A Two Area Power System With Super Conducting Magnetic Energy Storage Device."
- V. NUKALA and D. K. R. SUDHA, "Design of Fuzzy Load Frequency Controller for Interconnected Power System with Super Conducting Magnetic Energy Storage Units," 2014.
- N. S. Priya Gupta, Meetika Sharma, Jagriti Tripathi, "Deep Neural Network for Human Face Recognition," International Journal of Engineering and Manufacturing(IJEM), vol. 8, pp. 63-71, 2018.
- A. Kharola, "Artificial Neural Networks based Approach for Predicting LVDT Output Characteristic," International Journal of Engineering and Manufacturing(IJEM), vol. 8, pp. 21-28, 2018.
- M. F. A. Mohammd A. Mezher, "A Novel Genetic Operator for Genetic Folding Algorithm: A Refolding Operator and a New Genotype," International Journal of Engineering and Manufacturing(IJEM), vol. 7, pp. 1-11, 2017.
- M. R. Djalal, D. Ajiatmo, A. Imran, and I. Robandi, "Optimal Design PID DC Motor Using Cuckoo Search Algorithm," SENTIA 2015, vol. 7, 2015.
- D. Lastomo, H. Setiadi, and M. R. Djalal, "Design Controller of Pendulum System using Imperialist Competitive Algorithm," Jurnal Intek Politeknik Negeri Ujung Pandang, vol. 4, pp. 53-59, 2017.
- M. A. Fassamsi, "Optimal Design PID SMES Using Imperialist Competitive Algorithm (ICA) For Reduce Load Oscillation In 500 kV Java Bali", Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia, 2010.
- M. R. Djalal, D. Ajiatmo, and I. Robandi, "Load Frequency Controlin Micro Hydro Using Cuckoo Search Algorithm."
