Day-Ahead Dynamic Economic Emission Dispatch Considering Photovoltaic Predicted Output Using Sailfish Optimizer and Simulated Annealing
Abstract
The Indonesian government continues to focus
on boosting equitable access to environmentally friendly
electricity to all levels of Indonesian society. This can be shown
through the achievement of an electrification ratio of 99.40 per
cent in the third quarter of 2021 coupled with promising
growth in the capacity of Renewable Energy (RE) power
plants. Economic Dispatch (ED) aims to optimize the output
power of generating units to minimize the total cost of power
system operations. With the application of ED, the minimum
generation cost will be obtained for the production of electric
power generated by generating units in an electricity system
while still paying attention to constraints. For hybrid plants
such as the Selayar Solar Power Plant, the challenge to
performing ED is the intermittency of solar energy. So that
before the ED is carried out, solar radiation forecasting is
carried out using LSTM. To measure the accuracy of
forecasting, RMSE, MSE MAE, and MAPE are used with
average results of 6.311, 40.11, 4.61, and 4.87. With the
application of ED, the minimum generation cost is obtained for
the production of electric power generated while still
considering the constraints. Through ED, fuel allocation can be
optimized, helping to reduce production costs and carbon
emissions, and making a positive contribution to
environmental sustainability. To improve ED results in the
sailfish optimizer, the use of simulated annealing is added so
that the results have lower total cost and emission values than
ED without simulated annealing. Rp 128.024 and 398 kg,
respectively.
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A. Pribadi, Direktorat Jenderal EBTKE - Kementerian ESDM, [Online]. Available: https: // www.esdm.go.id / id / media-center / arsip-berita / triwulan-iii-2021-rasio-elektrifikasi-9940-kapasitas-pembangkit-ebt-386-mw. [Accessed 2022 May 6].
X. Li, A. Li and Z. Lu, "A Granular Computing Method for Economic Dispatch Problems With Valve-Point Effects," IEEE Access, vol. 7, pp. 78260 - 78273, 12 June 2019.
D. CHRISTIAN, "Menteri ESDM: Program Dedieselisasi PLN Kunci RI Capai Net Zero Emission pada 2060," PT PLN (Persero), 2022 Maret 23.. https :// web.pln.co.id / cms / media / 2022 / 03 / menteri-esdm-program-dedieselisasi-pln-kunci-ri-capai net-zero-emission-pada-2060/. [Accessed 23 Agustus 2023].
O. Ajayi and R. Heymann, "Data centre day-ahead energy demand prediction and energy dispatch with solar PV integration," Elsevier Energy Reports, vol. 7, pp. 3760-3774, 2021.
L. Wen, K. Zhou, S. Yang and X. Lu, "Optimal load dispatch of community microgrid with deep learning based solar power and load forecasting," Elsevier Energy, vol. 171, pp. 1053-1065, 2019.
K. Mahmoud, M. Abdel-Nasser, E. Mustafa and Z. M. Ali, "Improved Salp–Swarm Optimizer and Accurate Forecasting Model for Dynamic Economic Dispatch in Sustainable Power Systems," Sustainability, vol. 12, p. 576, 2020.
A. Kalakova, H. S. V. S. K. Nunna, P. K. Jamwal and S. Doolla, "A Novel Genetic Algorithm Based Dynamic Economic Dispatch With Short-Term Load Forecasting," IEEE Transactions on Industry Applications, vol. 57, no. 3, pp. 2972-2982, May-June 2021.
Z.-F. Liu, L.-L. Li, Y.-W. Liu, J.-Q. Liu and H.-Y. Li, "Dynamic economic emission dispatch considering renewable energy," Elsevier, 2021
M.. M. Nagib, M. M. Othman, A. A. Naiem and Y. G. Hegazy, "Integrating tidal energy to solve dynamic economic load dispatch problem using IWO," 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe), pp. 1- 6, 2017.
S. Sadoudi, M. Boudour and N. E. Y. Kouba, "Optimal Combined Dynamic Economic and Emission Dispatch Including Wind and Photovoltaic Power Systems," in 2018 International Conference on Electrical Sciences and Technologies in Maghreb (CISTEM), Algiers, Algeria, 2018.
M. Mehrpour, I. Seyedi and M. Askari, "Dynamic economic load emission dispatch in power systems with renewable sources using an improved multi-objective particle swarm optimization algorithm," in 2020 2nd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE), Kuala Lumpur, Malaysia, 2020.
M. Basu, "Combined Heat and Power Dynamic Economic Dispatch with demand side management incorporating renewable energy sources and pumped hydro energy storage," IET Generation, Transmission & Distribution, vol. 13, no. 10, 2019.
C. Shilaja and K. Ravi, "Optimization of emission/economic dispatch using euclidean affine flower pollination algorithm (eFPA) and binary FPA (BFPA) in solar photo voltaic generation," Elsevier Renewable Energy, vol. 107, pp. 550-566, 2017.
S. Sun, J. Fu, L. Wei and A. Li, "Multi-Objective Optimal Dispatching for a Grid-Connected Micro-Grid Considering Wind Power Forecasting Probability," IEEE Access, vol. 8, pp. 46981-46997, 2020.
M. M. Nagib, M. M. Othman, A. A. Naiem and Y. G. Hegazy, "Integrating tidal energy to solve dynamic economic load dispatch problem using IWO," in 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe), Milan, Italy, 2017.
S. Ovaitt, H. Mirletz, S. Seetharaman and T. Barnes, "PV in the circular economy, a dynamic framework analyzing technology evolution and reliability impacts," iScience, p. 25 : 1, 2022
Murugesan, R., Eva Mishra, and Akash Hari Krishnan. "Deep learning based models: Basic LSTM, Bi LSTM, Stacked LSTM, CNN LSTM and Conv LSTM to forecast Agricultural commodities prices." 2021.
Z.-F. Liu, L.-L. Li, Y.-W. Liu, J.-Q. Liu, H.-Y. Li and Q. Shen, "Dynamic economic emission dispatch considering renewable energy generation: A novel multi-objective optimization approach,," Elsevier Energy, vol. 235, 2021.
M. Luthfiyansah, R. S. Wibowo and A. Soeprijanto, "Dynamic Economic Dispatch dengan Mempertimbangkan Valve Point Effect dan Multiple Fuel Options Menggunakan Metoda Ant Colony Optimization," JURNAL TEKNIK ITS, vol. 6, no. 2, 2017.
I. Marouani, C. Dhifaoui and H. H. Abdallah, "DYNAMIC ECONOMIC EMISSION DISPATCH OPTIMIZATION INTEGRATED WIND AND SOLAR ENERGY SYSTEMS," International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies, vol. 11, no. 16, 2020.
P. Kohak, R. Kandake, V. Patekar and D. Ghorpade, "A Review on Design and Fabrication of a Solar Roadways," International Research Journal of Engineering and Technology (IRJET), Sep 2019.
DOI: https://doi.org/10.12962/jaree.v8i2.395
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