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Power electronic converters in the unbalance compensation method for renewable energy-powered active distribution systems: AOA-RERNN approach

  • Application of soft computing
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Abstract

Unbalanced loads and high neutral currents on low voltage networks which frequently use three-phase, four wire systems with no larger conductors must need to be addressed. To overcome the loads and currents in low-voltage networks, an hybrid method is proposed in this manuscript for improving the networks of low-voltage using three-phase four-wire systems. The AOA-RERNN technique is the integration of the Archimedean-Optimization-Algorithm (AOA) and Recalling-Enhanced-Recurrent-Neural-Network (RERNN) technique to mitigate the issues, like neutral voltage offset, and harmonics, and neutral-to-ground voltage raise. At the point-of-common-coupling (PCC), the integration of Archimedean-optimization-algorithm and Recalling-enhanced-recurrent-neural-network approach is used to overcome the above mentioned issues. This strategy involves optimizing converter parameters with AOA and addressing system imbalances with RERNN, including mid-high line current, phase disparities, and neutral line compensation. Also, implementing control-based compensation reduces neutral current without requiring large neutral conductors. The proposed model is done in MATLAB. By this, the proposed approach achieves an impressive efficiency of 97.54%. But, the existing methods, like Artificial Transgender Long corn Algorithm (ATLA), Combined Adaptive Grasshopper Optimization Algorithm and Artificial Neural Network (AGONN), And Proportional Integral (PI) attain the efficiency of 80.23%, 77.26%, and 82.13%, respectively. The outcome of the simulation indicates that the proposed technique provides better findings than the present methods. Finally, this study demonstrates the possibility of the proposed approach for increasing the efficiency and the performance of electronic power converters in renewable generation.

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References

  • Ahmed KY, Bin Yahaya NZ, Asirvadam VS, Saad N, Kannan R, Ibrahim O (2018) Development of power electronic distribution transformer based on adaptive PI controller. IEEE Access 6:44970–44980

    Article  Google Scholar 

  • Almutairi A, Abo-Khalil AG, Sayed K, Albagami N (2020) MPPT for a PV grid-connected system to improve efficiency under partial shading conditions. Sustainability 12(24):10310

    Article  Google Scholar 

  • Amirtharaj S, Premalatha L, Gopinath D (2019) Optimal utilization of renewable energy sources in MG connected system with integrated converters: an AGONN approach. Analog Integr Circ Sig Process 101:513–532

    Article  Google Scholar 

  • Arivalahan R, Balaji S (2022) An optimization framework for capacity allocation and energy management of fast electric vehicle charging stations-wind photovoltaic energy using artificial transgender longicorn algorithm. Int J Energy Res 46(11):14827–14844

    Article  Google Scholar 

  • Asaad M, Ahmad F, Alam MS, Rafat Y (2018) IoT enabled monitoring of an optimized electric vehicle’s battery system. Mobile Netw Appl 23:994–1005

    Article  Google Scholar 

  • Babu N, Guerrero JM, Siano P, Peesapati R, Panda G (2020) An improved adaptive control strategy in grid-tied PV system with active power filter for power quality enhancement. IEEE Syst J 15(2):2859–2870

    Article  Google Scholar 

  • Balasubramanian C, Lal Raja Singh R (2024) IOT based energy management in smart grid under price based demand response based on hybrid FHO-RERNN approach. Appl Energy 361:122851

    Article  Google Scholar 

  • Barbie E, Rabinovici R, Kuperman A (2021) Analytical formulation and optimization of weighted total harmonic distortion in three-phase staircase modulated multilevel inverters. Energy 215:119137

    Article  Google Scholar 

  • Chong Z, Li Z, Yu G, Zheng X, Huang X (2022) Hierarchical coordination control strategy of multiport energy hub in the honeycomb active distribution network. In: 2022 IEEE 5th international electrical and energy conference (CIEEC), pp 5003–5008

  • Gao T, Gong X, Zhang K, Lin F, Wang J, Huang T, Zurada JM (2020) A recalling-enhanced recurrent neural network: conjugate gradient learning algorithm and its convergence analysis. Inf Sci 519:273–288

    Article  MathSciNet  Google Scholar 

  • Gong C, Cheng Z, Sou WK, Lam CS, Chow MY (2023) Collaborative distributed optimal control of pure and hybrid active power filters in active distribution network. IEEE Trans Power Delivery 38(4):2326–2337

    Article  Google Scholar 

  • Guan Y, Meng L, Li C, Vasquez JC, Guerrero JM (2017) A dynamic consensus algorithm to adjust virtual impedance loops for discharge rate balancing of AC microgrid energy storage units. IEEE Trans Smart Grid 9(5):4847–4860

    Article  Google Scholar 

  • He Y, Wu H, Bi R, Qiu R, Ding M, Sun M, Xu B, Sun L (2022) Coordinated planning of distributed generation and soft open points in active distribution network based on complete information dynamic game. Int J Electr Power Energy Syst 138:107953

    Article  Google Scholar 

  • Hou Y, Guo Q, Tu C, Jiang F, Wang L, Wang X, Xiao F (2022) Adaptive active voltage-type arc suppression strategy considering the influence of line parameters in active distribution network. IEEE Trans Industr Electron 70(5):4799–4808

    Article  Google Scholar 

  • Hwang TS (2015) Control strategies of power electronic converters to improve the reliability and stability of renewable energy systems. Doctoral Dissertations

  • Kadri A, Marzougui H, Aouiti A, Bacha F (2020) Energy management and control strategy for a DFIG wind turbine/fuel cell hybrid system with super capacitor storage system. Energy 192:116518

    Article  Google Scholar 

  • Leng R, Li Z, Xu Y (2023) Two-stage stochastic programming for coordinated operation of distributed energy resources in unbalanced active distribution networks with diverse correlated uncertainties. J Mod Power Syst Clean Energy 11(1):120–131

    Article  Google Scholar 

  • Li Y, Zhu H, Wang D, Wang K, Kong W, Wu X (2021) Comprehensive optimization of distributed generation considering network reconstruction based on Archimedes optimization algorithm. IOP Conf Ser Earth Environ Sci 647(1):012031

    Article  Google Scholar 

  • Rafi FH, Hossain MJ, Rahman MS, Taghizadeh S (2020) An overview of unbalance compensation techniques using power electronic converters for active distribution systems with renewable generation. Renew Sustain Energy Rev 125:109812

    Article  Google Scholar 

  • Rajani B, Kommula BN (2022) An optimal energy management among the electric vehicle charging stations and electricity distribution system using GPC-RERNN approach. Energy 245:123180

    Article  Google Scholar 

  • Razmi D, Lu T, Papari B, Akbari E, Fathi G, Ghadamyari M (2023) An overview on power quality issues and control strategies for distribution networks with the presence of distributed generation resources (DGs). IEEE Access 11:10308–10325

    Article  Google Scholar 

  • Rohani A, Nahavandi A, Abasi M, Joorabian M (2023) Power management of harmonic polluted active distribution network in the presence of integrated unit of electric spring and electric vehicles parking lot. IET Gener Transm Distrib 17(13):3030–3045

    Article  Google Scholar 

  • Sabarish P, Senthil Kumar M (2023) Grid connected photovoltaic system with modified quasi z-source based cascaded multilevel inverter (MQZS-CMLI) using Renco approach. J Circuits Syst Comput 33(1):2450010

    Article  Google Scholar 

  • Selvabharathi P, Kamatchi Kannan V (2023) A DC–DC converter topology for optimal utilization of hybrid renewable energy resources using hybrid technique. IETE J Res 69(10):7357–7373

    Article  Google Scholar 

  • Wang J, Zhou N, Ran Y, Wang Q (2019) Optimal operation of active distribution network involving the unbalance and harmonic compensation of converter. IEEE Trans Smart Grid 10(5):5360–5373

    Article  Google Scholar 

  • Wang J, Wang W, Yuan Z (2022) Operation optimization adapting to active distribution networks under three-phase unbalanced conditions: parametric linear relaxation programming. IEEE Syst J 17(3):4324–4335

    Article  Google Scholar 

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Funding

This study received no specific financing from public, commercial, or nonprofit institutions.

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Authors and Affiliations

  1. Department of Electrical and Electronics Engineering, P.G.P College of Engineering and Technology, Namakkal, Tamil Nadu, India

    R. Banupriya

  2. Department of Electrical and Electronics Engineering, Gnanamani College of Technology, Namakkal, Tamil Nadu, India

    R. Nagarajan

  3. Department of Electrical and Electronics Engineering, CMR College of Engineering & Technology, Hyderabad, Telangana, India

    S. Muthubalaji

Authors
  1. R. Banupriya
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  2. R. Nagarajan
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  3. S. Muthubalaji
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Contributions

Mrs. R. Banupriya: Conceptualization, Methodology, Writing- Original draft preparation. Dr. R. Nagarajan: Supervision. Dr. S. Muthubalaji: Supervision.

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Correspondence to R. Banupriya.

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Banupriya, R., Nagarajan, R. & Muthubalaji, S. Power electronic converters in the unbalance compensation method for renewable energy-powered active distribution systems: AOA-RERNN approach. Soft Comput 28, 10583–10600 (2024). https://doi.org/10.1007/s00500-024-09853-2

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