185
Views
0
CrossRef citations to date
0
Altmetric
Research Article

An adaptive power point tracker in wind photovoltaic system using an optimized deep learning framework

ORCID Icon, , , ORCID Icon & ORCID Icon
Pages 4846-4861 | Received 03 Jan 2022, Accepted 17 May 2022, Published online: 30 May 2022

References

  • https://ember-climate.org/insights/research/global-electricity-review-2022/
  • Ali, A., K. Almutairi, S. Padmanaban, V. Tirth, S. Algarni, K. Irshad, S. Islam, M. H. Zahir, M. Shafiullah, M. Z. Malik, et al. 2020. Investigation of MPPT techniques under uniform and non-uniform solar irradiation condition–a retrospection. IEEE Access 8:127368–92. doi:10.1109/ACCESS.2020.3007710.
  • Ali, M. N., K. Mahmoud, M. Lehtonen, M. M. F. Darwish, et al. 2021. An efficient fuzzy-logic based variable-step incremental conductance MPPT method for grid-connected PV systems. Ieee Access 9:26420–30. doi:10.1109/ACCESS.2021.3058052.
  • Anwar Ibrahim, I., M. J. Hossain, B. C. Duck, et al. 2022. A hybrid wind driven-based fruit fly optimization algorithm for identifying the parameters of a double-diode photovoltaic cell model considering degradation effects. Sustainable Energy Technologies and Assessments 50:101685. doi:10.1016/j.seta.2021.101685.
  • Badoni, M., A. Singh, V. P. Singh, R. N. Tripathi, et al. 2018. Grid interfaced solar photovoltaic system using ZA-LMS based control algorithm. Electric Power Systems Research 160:261–72. doi:10.1016/j.epsr.2018.03.001.
  • Baseer, M. A. 2020. Performance and optimization of commercial solar PV and PTC plants. International Journal of Recent Technology Engineering 8 (5):1703–14.
  • Baseer, M. A., Ibrahim, Alsaduni, Zubair, Muhammad, et al. May 2021. Novel hybrid optimization maximum power point tracking and normalized intelligent control techniques for smart grid linked solar photovoltaic system. Energy Technology 9(5):page 1–15, . https://doi.org/10.1002/ente.202000980. Art. no. 2000980.
  • Baseer, M. A., I. Alsaduni, M. Zubair, et al. 2021. A novel multi-objective based reliability assessment in Saudi Arabian power system arrangement. IEEE Access 9:97822–97833, . doi:10.1109/ACCESS.2021.3094297.
  • Bian, F., Meng, K., Yan, Jia, Jianlong, Ma., Rihan, Hai, et al. 2022. Application of effective wind speed estimation and new sliding mode observer in wind energy conversion system. Mathematical Problems in Engineering, Hindawi 22:1–11. https://doi.org/10.1155/2022/8863163.
  • Buduma, P., N. Kumar Vulisi, and G. Panda. 2020. Robust control and kalman MPPT for grid-assimilated wind energy conversion system. IEEE Transactions on Industry Applications 57 (2):1274–84. doi:10.1109/TIA.2020.3047585.
  • Chen, X., S. Milad Tayebi, and I. Batarseh. “A modified dual-input LLC converter for standalone PV/Battery power system. 2020 IEEE Applied Power Electronics Conference and Exposition (APEC), 15-19 March 2020 New Orleans, LA, USA. IEEE 19730826. doi:10.1109/APEC39645.2020.9124372.
  • “Council Global Wind Energy. Global wind report 2019, annual market update released on March (2020).” 2020.
  • Fekry, H. M., A. A. Eldesouky, A. M. Kassem, A. Y. Abdelaziz, et al. 2020. Power management strategy based on adaptive neuro fuzzy inference system for AC microgrid. IEEE Access 8:192087–100. doi:10.1109/ACCESS.2020.3032705.
  • Gupta, A. K., R. K. Pachauri, T. Maity, Y. K. Chauhan, O. P. Mahela, B. Khan, P. K. Gupta, et al. 2021. Effect of various incremental conductance mppt methods on the charging of battery load feed by solar panel. IEEE Access 9:90977–88. doi:10.1109/ACCESS.2021.3091502.
  • Hosseini, Z. S., Amin, Khodaei, Shay, Bahramirad, Liuxi, Zhang et al, et al. Levelized cost of energy calculations for microgrid-integrated solar-storage technology. 2020 IEEE/PES Transmission and Distribution Conference and Exposition (T&D) 12-15 Oct. Chicago, IL, USA. IEEE 20339704. doi:10.1109/TD39804.2020.9300022, 2020.
  • Huynh, P., S. Tungare, and A. Banerjee. 2020. Maximum power point tracking for wind turbine using integrated generator–rectifier systems. IEEE Transactions on Power Electronics 36 (1):504–12. doi:10.1109/TPEL.2020.3002254.
  • Kumar, N., B. Singh, and B. Ketan Panigrahi. Integration of solar PV with low-voltage weak grid system: using maximize-m kalman filter and self-tuned P&O algorithm, 66(11): 9013- 9022. doi:10.1109/TIE.2018.2889617. (2019).
  • Lodhi, E., Fei-Yue, Wang, Gang, Xiong, Ghulam Ali, Mallah et al, et al. 2021. A Dragonfly Optimization Algorithm for Extracting Maximum Power of Grid-Interfaced PV Systems. Sustainability 13(19): 10778. https://doi.org/10.3390/su131910778.
  • Louzazni, M., H. Mosalam, A. Khouya, K. Amechnoue, et al. 2020. A nonlinear auto-regressive exogenous method to forecast the photovoltaic power output. Sustainable Energy Technologies and Assessments 38:100670. doi:10.1016/j.seta.2020.100670.
  • Mirza, A. F., M. Mansoor, and Q. Ling. 2020. A novel MPPT technique based on Henry gas solubility optimization. Energy Conversion and Management 225:113409. doi:10.1016/j.enconman.2020.113409.
  • MuhammadZubair, A. B., M. AbdulBaseer, M. NadeemKhan, M. N. Khan, and G. Abbas. November 2021. GhulamAbbas optimization of parabolic trough based concentrated solarpower plant for energy export from Saudi Arabia. Energy Reports 7:4540–54. doi:10.1016/j.egyr.2021.07.042.
  • Naveed Akhter, M., Saad, Mekhilef, Hazlie, Mokhlis et al, et al. March 2022. An hour-ahead pv power forecasting method based on an RNN-LSTM model for three different pv plants. Energies 15(6):1–21/2243. https://doi.org/10.3390/en15062243.
  • Okumuş, F., G. Kökkülünk, C. Kaya, Z. Aydın, et al. 2021. Thermodynamic assessment of water diesel emulsified fuel usage in a single cylinder diesel engine. Energy Sources, Part A: Recovery, Utilization, and Environmental Effects 1–14. doi:10.1080/15567036.2021.1900458.
  • Ostadrahimi, A., and Y. Mahmoud. 2020. Novel spline-MPPT technique for photovoltaic systems under uniform irradiance and partial shading conditions. IEEE Transactions on Sustainable Energy 12 (1):524–32. doi:10.1109/TSTE.2020.3009054.
  • Praveen, R. P., and M. A. Baseer. March 2018. Performance analysis and optimization of a parabolic trough solar power plant in the middle east region. Energies 11(4):741. doi:10.3390/en11040741.
  • Real-time stochastic optimization of energy storage management using deep learning-based forecasts for residential PV applications.
  • Rezkallah, M., S. K. Sharma, A. Chandra, B. Singh, D. R. Rousse, et al. 2016. Lyapunov function and sliding mode control approach for the solar-PV grid interface system. IEEE Transactions on Industrial Electronics 64(1):785–95. doi:10.1109/TIE.2016.2607162.
  • Taghvaie, A., M. E. Haque, S. Saha, M. A. Mahmud, et al. 2020. A new step-up switched-capacitor voltage balancing converter for NPC multilevel inverter-based solar PV system. IEEE Access 8:83940–52. doi:10.1109/ACCESS.2020.2992093.
  • Xing, C., Xinze, Xi, Xin, He, Mingqun, Liu, et al. Research on the MPPT control simulation of wind and photovoltaic complementary power generation system.” 2020 IEEE Sustainable Power and Energy Conference (iSPEC) 23-25 Nov. Chengdu, China. IEEE 20389473. doi:10.1109/iSPEC50848.2020.9350965, 2020.
  • Xingshuo, L., Huiqing, Wen, Yihua, Hu, Yang, Du, Yang, Yong, et al. 2020. A comparative study on photovoltaic MPPT algorithms under EN50530 dynamic test procedure. IEEE Transactions on Power Electronics 36 (4):4153–4168. doi:10.1109/TPEL.2020.3024211.
  • Yap, K. Y., C. R. Sarimuthu, and J. Mun-Yee Lim. 2020. Grid integration of solar photovoltaic system using machine learning-based virtual inertia synthetization in synchronverter. IEEE Access 8:49961–76. doi:10.1109/ACCESS.2020.2980187.
  • Yong, L., S. Samad, F. W. Ahmed, S. S. Abdulkareem, S. Hao, A. Rezvani, et al. 2020. Analysis and enhancement of PV efficiency with hybrid MSFLA–FLC MPPT method under different environmental conditions. Journal of Cleaner Production 271:122195. doi:10.1016/j.jclepro.2020.122195.
  • Zhi-Peng, Y., X. Li, C. He, D. Wang, R. Qin, G. Zhou, Z.-X. Liu, T. R. Andersen, H. Zhu, H. Chen, et al. 2020. High-efficiency organic solar cells with low voltage-loss of 0.46 V. Chinese Chemical Letters 31(7):1991–96. doi:10.1016/j.cclet.2019.12.003.
  • Zubair, M., A. B. Awan, R. P. Praveen, and M. A. Baseer. 2019, July. Solar energy export prospects of the kingdom of Saudi Arabia. Journal of Renewable and Sustainable Energy 11 (4):045902. Art. no. 045902. doi:10.1063/1.5098016.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.