Analysing the Performance of Distributed Generation System Based on Renewable Energy through ANN-Tuned UPQC


Authors : Namburi Nireekshana; Derangula Viswatej; Chintala Lokeshwar; Korla Mahesh

Volume/Issue : Volume 9 - 2024, Issue 5 - May

Google Scholar : https://tinyurl.com/25d5u5mv

Scribd : https://tinyurl.com/4wad72df

DOI : https://doi.org/10.38124/ijisrt/IJISRT24MAY028

Abstract : This article presents an advanced approach to enhancing power quality in a three-phase, low-voltage network that is integrated with a hybrid renewable energy system. This system utilizes an Artificial Neural Network (ANN)-based Unified Power Quality Conditioner (UPQC). A thorough performance analysis was carried out on this system, which harnesses energy from solar photovoltaic (PV) and wind sources and is regulated by an ANN-controlled UPQC. This novel ANN controller aims to exceed the capabilities of the conventional proportional-integral (PI) controller, and particularly the proportional-integral-derivative (PID) controller, by improving both the steady-state and dynamic performance. The system, referred to as UPQC-ANN-RE, directs energy from wind turbines and photovoltaic arrays into a 3-phase, 4-wire electrical distribution network. In its role as a UPQC, it significantly enhances key power quality metrics such as voltage and current harmonics and power factor. A detailed examination of the active-real power flow through the converters provides further insights into the operational dynamics of the system.

Keywords : DG System, UPQCR, ANN, Power Quality, Renewable Energy Sources.

References :

  1. Namburi Nireekshana; M. Anil Goud; R. Bhavani Shankar; G. Nitin Sai chandra. (Volume. 8 Issue. 5, May - 2023) "Solar Powered Multipurpose Agriculture Robot." , International Journal of Innovative Science and Research Technology (IJISRT), www.ijisrt.com. ISSN - 2456-2165 , PP :- 299–306. https://doi.org/10.5281/zenodo.7940166.
  2. Namburi Nireekshana; Tanvi H Nerlekar; Palle Nitish Kumar; Mohammed Mohsin Bajaber. (Volume. 8 Issue. 4, April - 2023) "An Innovative Solar Based Robotic Floor Cleaner." , International Journal of Innovative Science and Research Technology (IJISRT), www.ijisrt.com. ISSN - 2456-2165 , PP :- 1880-1885. https://doi.org/10.5281/zenodo.7918621.
  3. Namburi Nireekshana; Onteru Divya; Mohammed Abdul Saquib Adil; Rathod Rahul; Mohammed Shoaib Mohiuddin. (Volume. 9 Issue. 1, January - 2024) “An Innovative SSSC Device for Power Quality Enhancement.” International Journal of Innovative Science and Research Technology (IJISRT), www.ijisrt.com. ISSN - 2456-2165 , PP :- 23212326.https://doi.org/10.5281/zenodo.1067052 
  4. Namburi Nireekshana; K.Pulla Reddy; Reyya Bose Babu; Bonda Sunder; G.Sumanth Kumar; P.Vivekananda Raj. (Volume. 9 Issue. 2, February - 2024) “Static Var Compensator for Reactive Power Control.” International Journal of Innovative Science and Research Technology (IJISRT), www.ijisrt.com. ISSN - 2456-2165 , PP :- 27-30.https://doi.org/10.5281/zenodo.10638477.
  5. Namburi Nireekshana; A. Archana; Setla Manvitha; Mohammed Saad Ahmed; Nisar Ahmed Khan; Akellu George Muller. (Volume. 9 Issue. 2, February - 2024) “Unique Facts Device for Power Quality Mitigation.” International Journal of Innovative Science and Research Technology (IJISRT), www.ijisrt.com. ISSN - 2456-2165 , PP :- 145-148.https://doi.org/10.5281/zenodo.10652911.
  6. Namburi Nireekshana; Manmarry Vaibhav Murali; Makka Harinath; Ch.Vishal; Ankam Sandeep Kumar. (Volume. 9 Issue. 2, February - 2024) “Power Quality Improvement by Thyristor Controlled Series Capacitor.” International Journal of Innovative Science and Research Technology (IJISRT), www.ijisrt.com. ISSN - 2456-2165 , PP :- 423-427.https://doi.org/10.5281/zenodo.10669448.
  7. Namburi Nireekshana, R. Ramachandran and G. V. Narayana (2023), A Novel Swarm Approach for Regulating Load Frequency in Two-Area Energy Systems. IJEER 11(2), 371-377. DOI: 10.37391/IJEER.110218.
  8. Namburi Nireekshana, R. Ramachandran and G. V. Narayana (2023), A New Soft Computing Fuzzy Logic Frequency Regulation Scheme for Two Area Hybrid Power Systems. IJEER 11(3), 705-710. DOI: 10.37391/ijeer.110310.
  9. N Nireekshana, R Ramachandran, GV Narayana -An innovative fuzzy logic frequency regulation strategy for two-area power systemsInternational Journal of Power Electronics and Drive …, 2024
  10. N. Nireekshana, R. Ramachandran, and G. V. Narayana, “Novel Intelligence ANFIS Technique for Two-Area Hybrid Power System’s Load Frequency Regulation,” E3S Web Conf., vol. 472, p. 02005, 2024, doi: 10.1051/e3sconf/202447202005.
  11. N. Namburi Nireekshana and K. R. Kumar, “A Modern Distribution Power Flow Controller With A PID-Fuzzy Approach: Improves The Power Quality”, Accessed: Apr. 25, 2024. [Online]. Available: https://ijeer.forexjournal.co.in/papers-pdf/ijeer-120124.pdf.
  12. N. Nireekshana, R. Ramachandran, and G. V. Narayana, “A New Soft Computing Fuzzy Logic Frequency Regulation Scheme for Two Area Hybrid Power Systems,” Int. J. Electr. Electron. Res., vol. 11, no. 3, pp. 705–710, Aug. 2023, doi: 10.37391/IJEER.110310.
  13. N. Nireekshana, R. Ramachandran, and G. V. Narayana, “An innovative fuzzy logic frequency regulation strategy for two-area power systems,” Int. J. Power Electron. Drive Syst. IJPEDS, vol. 15, no. 1, Art. no. 1, Mar. 2024, doi: 10.11591/ijpeds.v15.i1.pp603-610.

This article presents an advanced approach to enhancing power quality in a three-phase, low-voltage network that is integrated with a hybrid renewable energy system. This system utilizes an Artificial Neural Network (ANN)-based Unified Power Quality Conditioner (UPQC). A thorough performance analysis was carried out on this system, which harnesses energy from solar photovoltaic (PV) and wind sources and is regulated by an ANN-controlled UPQC. This novel ANN controller aims to exceed the capabilities of the conventional proportional-integral (PI) controller, and particularly the proportional-integral-derivative (PID) controller, by improving both the steady-state and dynamic performance. The system, referred to as UPQC-ANN-RE, directs energy from wind turbines and photovoltaic arrays into a 3-phase, 4-wire electrical distribution network. In its role as a UPQC, it significantly enhances key power quality metrics such as voltage and current harmonics and power factor. A detailed examination of the active-real power flow through the converters provides further insights into the operational dynamics of the system.

Keywords : DG System, UPQCR, ANN, Power Quality, Renewable Energy Sources.

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