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
Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.
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 :
- 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.
- 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.
- 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
- 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.
- 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.
- 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.
- 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.
- 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.
- 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
- 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.
- 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.
- 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.
- 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.