Document Type : Reseach Article
Abstract
Hybrid stand-alone systems are extensively used to supply power in different industries for a wide range of applications. In order to guarantee a steady supply of power to loads despite of variations in load, wind speed, and solar irradiation, these systems need a battery storage system. In standalone power systems, maintaining power quality is essential, particularly in systems that rely on hybrid energy sources. The battery is connected to the network using a bidirectional DC-DC converter with a suitable control mechanism. In this paper, wind turbines and multiple PV are used in parallel and series combinations to ascertain the proper rating of power supply systems. This system uses long short-term memory (LSTM) based artificial neural network (ANN) controllers. The controller for battery has been explicitly designed to guarantee that electricity is distributed equally between the load and the overall generation. Such methods can improve power quality in different areas, such as variations on the supply side from renewable sources and demand-side timescales. The performance analysis using the MATLAB/Simulink platform, and realistic results are generated by
implementing Hardware-in-the-Loop through OPAL-RT modules. The results are verified with various case studies to justify the importance of adopted procedure in detail.
Keywords
- Dash, et al., “DC-Offset Compensation for Three-Phase Grid-Tied SPV-DSTATCOM Under Partial Shading Condition With Improved PR Controller,” IEEE Access, vol. 9, 2021, doi: 10.1109/ACCESS.2021.3115122.
- Priyadarshi, S. Padmanaban, P. K. Maroti, & A. Sharma, “ An extensive practical investigation of FPSO-based MPPT for grid integrated PV system under variable operating conditions with anti-islanding protection”, IEEE Systems Journal, 13(2), pp. 1861-1871, 2018. doi: 10.1109/JSYST.2018.2817584.
- U. R. Habib et al., “Optimal Planning and EMS Design of PV Based Standalone Rural Microgrids”, IEEE Access, vol. 9, 2021, doi: 10.1109/ACCESS.2021.3060031.
- Priyadarshi, S. Padmanaban, M. S. Bhaskar, F. Blaabjerg, & A. Sharma, “A fuzzy SVPWM based inverter control realization of grid integrated PV-wind system with FPSO MPPT algorithm for a grid-connected PV/wind power generation system: hardware implementation”, IET Electric Power Appl, 12(7), pp. 962-971,2018, doi.org/10.1049/iet-epa.2017.0804.
- Pradhan, et. al., “Coordinated Power Management and Control of Standalone PV-Hybrid System With Modified IWO-Based MPPT”, IEEE Systems Journal, vol. 15, no. 3, pp. 3585-96, Sept. 2021, doi: 10.1109/JSYST.2020.3020275.
- Priyadarshi, M.S. Bhaskar, P. Sanjeevikumar, F. Azam, and B. Khan, “High-power DC-DC converter with proposed HSFNA MPPT for photovoltaic based ultra-fast charging system of electric vehicles”,IET Renewable Power Generation, 2022, doi.org/10.1049/rpg2.12513
- G. Malla, C.N. Bhende, “Voltage control of stand-alone wind and solar energy system”, International Journal of Electrical Power & Energy Systems, Volume 56, 2014, Pages 361-373, https://doi.org/10.1016/j.ijepes.2013.11.030.
- Jorge Cervantes, et al, “Takagi-Sugeno Dynamic Neuro-Fuzzy Controller of Uncertain Nonlinear Systems”, IEEE Transactions on Fuzzy Systems, Vol. 11, No. 4, Dec 2012, doi 10.1109/TFUZZ.2016.2612697.
- Priyadarshi, P. Sanjeevikumar, M.S. Bhaskar, F. Azam, I.B. Taha, and M.G. Hussien, “An adaptive TS-fuzzy model based RBF neural network learning for grid integrated photovoltaic applications”,IET Renewable Power Generation, 16(14), pp.3149-3160, 2022, doi.org/10.1049/rpg2.12505.
- Priyadarshi, S.Padmanaban, M.S. Bhaskar, and B. Khan, “An experimental performance verification of continuous mixed P-norm based adaptive asymmetrical fuzzy logic controller for single stage photovoltaic grid integration”, IET Renewable Power Generation, 2022. doi.org/10.1049/rpg2.12410.
- R. Muduli, et al., “Cell Balancing of Li-ion Battery Pack with Adaptive Generalised Extended State Observers for Electric Vehicle Applications”, IEEE Energy Conversion Congress and Exposition (ECCE), 2021, pp. 143-147, doi: 10.1109/ECCE47101.2021.9595601.
- R. Muduli, et al., “Predictive Battery SoC Control for Dual Propulsion Differential Four Wheel Drive Electric Vehicle”, IEEE Energy Conversion Congress and Exposition (ECCE), 2021, pp. 1490-95, doi: 10.1109/ECCE47101.2021.9595587.
- D. Bhagiya and R. M. Patel, “PWM based Double loop PI Control of a Bidirectional DC-DC Converter in a Standalone PV/Battery DC Power System”, IEEE 16th India Council International Conference (INDICON), 2019, pp. 1-4, doi: 10.1109/INDICON47234.2019.9028974.
- Manisha, M. M. Masoom and N. Kumar, “Comparative Study of Nonlinear Controllers for Standalone PV System”, Second International Conference on Electronics and Sustainable Communication Systems (ICESC), 2021, pp. 25-31, doi: 10.1109/ICESC51422.2021.9532701.
- R. Muduli and K. Ragavan, "Dynamic modeling and control of shunt active power filter," 2014 Eighteenth National Power Systems Conference (NPSC), 2014, pp. 1-6, doi: 10.1109/NPSC.2014.7103893.
- Dash, et.al, “Performance Evaluation of Three-Phase Grid-tied SPV-DSTATCOM with DC-offset Compensation Under Dynamic Load Condition”, IEEE Access, doi: 10.1109/ACCESS.2021.3132549.
- Narayanan, S. Kewat and B. Singh, “Solar PV-BES Based Microgrid System With Multifunctional VSC”, IEEE Transactions on Industry Applications, Vol. 56, no. 3, pp. 2957-2967, May-June 2020, doi: 10.1109/TIA.2020.2979151.
- Song, Y. Zhao, J. Zhou and Z. Weng, “Reliability Varying Characteristics of PV-ESS-Based Standalone Microgrid”, IEEE Access, Vol. 7, pp. 120872-120883, 2019, doi: 10.1109/ACCESS.2019.2937623.
- Koilada Rajesh, “Novel Control of Boost Converter for MPPT of Wind Turbine”, International Journal of New Technologies in Science and Engineering (IJNTSE), Vol. 8, Issue. 6, pp. 1-6, June. 2022.doi:1016/j.ijhydene.2017.02.028
- Chaithanya, K. Deepak, D. Besta, M. Khatoon, M. Samyuktha and P. Mounisha, “A Novel Control of DC to DC Converter for Renewable Energy Sources”,International Conference on Innovative Data Communication Technologies and Application (ICIDCA), Uttarakhand, India, pp. 947-953, 2023, doi: 10.1109/ICIDCA56705.2023.10099786