Research Article |
Multi Renewable source system stabilization using ANFIS controller for energy storage module
Author(s): Ch. Laxmi*, Dr. M.Narendra Kumar and Dr. Rajendra Kumar Khadanga
Published In : International Journal of Electrical and Electronics Research (IJEER) Volume 12, Issue 2
Publisher : FOREX Publication
Published : 25 June 2024
e-ISSN : 2347-470X
Page(s) : 639-646
Abstract
When a system is operated with multiple renewable sources connected to the same bus, several power quality issues are raised which may damage the devices connected to it. The issues like DC voltage regulation, harmonics in the AC voltages and ripple in the currents of the devices might be a major concern in the system. This compromising power quality can be improved by integrating advanced adaptive controller into the system for stable voltages. For this a multi renewable source system is considered including PMSG wind farm, FC module, PV source and a battery unit energy storage module. The battery unit is a mandatory module which maintains the power exchange and DC link voltage stability. The fuel cell module is a backup unit to the system when the battery unit fails. In normal operating conditions the battery unit has the majority control over the system. Therefore, the controller of the battery unit is updated with an ANFIS control structure improving the DC link voltage stabilization, helps to mitigate harmonics on the AC side. A relative analysis is done with traditional PI controller and proposed ANFIS controller generating comparative parameters and graphs using MATLAB software Simulink tools. The stability of the system is validated by operating it in different conditions, testing the ability of the proposed controller.
Keywords: PMSG (Permanent Magnet Synchronous Motor)
, FC (Fuel Cell)
, PV (Photo Voltaic)
, ANFIS (Adaptive Neuro Fuzzy Inference System)
, PI (Proportional Integral)
, MATLAB (Matrix Laboratory)
.
Ch. Laxmi*, Centurion University of Technology and Management, Odisha, India; Email: laxmichanumalla@gmail.com
Dr. M.Narendra Kumar, Kasireddy Narayanreddy College of Engineering & Research, Hyderabad, India; Email: narendrakumar_maddargi@yahoo.com
Dr. Rajendra Kumar Khadanga, Centurion University of Technology and Management, Odisha, India; Email: rajendra.khadanga@cutm.ac.in
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[1] O. M. Babatunde, J. L. Munda and Y. Hamam, "A Comprehensive State-of-the-Art Survey on Hybrid Renewable Energy System Operations and Planning," in IEEE Access, vol. 8, pp. 75313-75346, 2020, doi: 10.1109/ACCESS.2020.2988397.
-
[2] S. M. Dawoud, X. Lin, M. I. Okba, Hybrid renewable microgrid op-timization techniques: A review, Renewable and Sustainable Energy Reviews 82 (2018) 2039–2052 (2018).
-
[3] Y. Jiang, C. Wan, C. Chen, M. Shahidehpour and Y. Song, "A Hybrid Stochastic-Interval Operation Strategy for Multi-Energy Microgrids," in IEEE Transactions on Smart Grid, vol. 11, no. 1, pp. 440-456, Jan. 2020, doi: 10.1109/TSG.2019.2923984.
-
[4] M Jayachandran, G Ravi, Design and Optimization of Hybrid Micro-Grid System, Energy Procedia, Volume 117, 2017, Pages 95-103, ISSN 1876-6102, https://doi.org/10.1016/j.egypro.2017.05.111.
-
[5] C. G. Monyei, A. O. Adewumi, D. Akinyele, O. M. Babatunde, M. O. Obolo, J. C. Onunwor, A biased load manager home energy management system for low-cost residential building low-income occupants, Energy 150 (2018) 822–838 (2018).
-
[6] Kharrich, M.; Kamel, S.; Alghamdi, A.S.; Eid, A.; Mosaad, M.I.; Akherraz, M.; Abdel-Akher, M. Optimal Design of an Isolated Hybrid Microgrid for Enhanced Deployment of Renewable Energy Sources in Saudi Arabia. Sustainability 2021, 13, 4708. https://doi.org/10.3390/su13094708.
-
[7] C. Huang, H. Zhang, Y. Song, L. Wang, T. Ahmad and X. Luo, "Demand Response for Industrial Micro-Grid Considering Photovoltaic Power Uncertainty and Battery Operational Cost," in IEEE Transactions on Smart Grid, vol. 12, no. 4, pp. 3043-3055, July 2021, doi: 10.1109/TSG.2021.3052515.
-
[8] Amar Kumar Barik, Smriti Jaiswal & Dulal Chandra Das (2022) Recent trends and development in hybrid microgrid: a review on energy resource planning and control, International Journal of Sustainable Energy, 41:4, 308-322, DOI: 10.1080/14786451.2021.1910698.
-
[9] Saponara, S.; Saletti, R.; Mihet-Popa, L. Hybrid Micro-Grids Exploiting Renewables Sources, Battery Energy Storages, and Bi-Directional Converters. Appl. Sci. 2019, 9, 4973. https://doi.org/10.3390/app9224973.
-
[10] X. Ma, S. Liu, H. Liu and S. Zhao, "The Selection of Optimal Structure for Stand-Alone Micro-Grid Based on Modeling and Optimization of Distributed Generators," in IEEE Access, vol. 10, pp. 40642-40660, 2022, doi: 10.1109/ACCESS.2022.3164514.
-
[11] Y. Liang, H. Zhang, M. Du and K. Sun, "Parallel coordination control of multi-port DC-DC converter for stand-alone photovoltaic-energy storage systems," in CPSS Transactions on Power Electronics and Applications, vol. 5, no. 3, pp. 235-241, Sept. 2020, doi: 10.24295/CPSSTPEA.2020.00020.
-
[12] Pires, V.F.; Pires, A.; Cordeiro, A. DC Microgrids: Benefits, Architectures, Perspectives and Challenges. Energies 2023, 16, 1217. https://doi.org/10.3390/en16031217.
-
[13] W. Jiang, C. Yang, Z. Liu, M. Liang, P. Li and G. Zhou, "A Hierarchical Control Structure for Distributed Energy Storage System in DC Micro-Grid," in IEEE Access, vol. 7, pp. 128787-128795, 2019, doi: 10.1109/ACCESS.2019.2939626.
-
[14] Babangida Modu, Md Pauzi Abdullah, Mufutau Adewolu Sanusi, Mukhtar Fatihu Hamza, DC-based microgrid: Topologies, control schemes, and implementations, Alexandria Engineering Journal, Volume 70, 2023, Pages 61-92, ISSN 1110-0168, https://doi.org/10.1016/j.aej.2023.02.021.
-
[15] Rangarajan, S.S.; Raman, R.; Singh, A.; Shiva, C.K.; Kumar, R.; Sadhu, P.K.; Collins, E.R.; Senjyu, T. DC Microgrids: A Propitious Smart Grid Paradigm for Smart Cities. Smart Cities 2023, 6, 1690-1718. https://doi.org/10.3390/smartcities6040079.
-
[16] Yang, Z.; Wang, C.; Han, J.; Yang, F.; Shen, Y.; Min, H.; Hu, W.; Song, H. Analysis of Voltage Control Strategies for DC Microgrid with Multiple Types of Energy Storage Systems. Electronics 2023, 12, 1661. https://doi.org/10.3390/electronics12071661.
-
[17] A. F. Habibullah and K. -H. Kim, "Decentralized Power Management of DC Microgrid Based on Adaptive Droop Control With Constant Voltage Regulation," in IEEE Access, vol. 10, pp. 129490-129504, 2022, doi: 10.1109/ACCESS.2022.3228703.
-
[18] Magaldi, G.L.; Serra, F.M.; de Angelo, C.H.; Montoya, O.D.; Giral-Ramírez, D.A. Voltage Regulation of an Isolated DC Microgrid with a Constant Power Load: A Passivity-based Control Design. Electronics 2021, 10, 2085. https://doi.org/10.3390/electronics10172085.
-
[19] Md. Shafiul Alam, Fahad Saleh Al-Ismail, Fahad A. Al-Sulaiman, Mohammad. A. Abido, Energy management in DC microgrid with an efficient voltage compensation mechanism, Electric Power Systems Research, Volume 214, Part A, 2023, 108842, ISSN 0378-7796, https://doi.org/10.1016/j.epsr.2022.108842.
-
[20] Alice Hepzibah, A., Premkumar, K. ANFIS current–voltage controlled MPPT algorithm for solar powered brushless DC motor based water pump. Electr Eng 102, 421–435 (2020). https://doi.org/10.1007/s00202-019-00885-8.
-
[21] S. Fathima and U. Syamkumar, "ANFIS driven DC Link Voltage Control and Power Quality Enhancement in PV-Battery Incorporated UPQC," 2022 IEEE 3rd Global Conference for Advancement in Technology (GCAT), Bangalore, India, 2022, pp. 1-6, doi: 10.1109/GCAT55367.2022.9971866.
-
[22] J. Saroha, M. Singh and D. K. Jain, "ANFIS-Based Add-On Controller for Unbalance Voltage Compensation in a Low-Voltage Microgrid," in IEEE Transactions on Industrial Informatics, vol. 14, no. 12, pp. 5338-5345, Dec. 2018, doi: 10.1109/TII.2018.2803748.
-
[23] Srimatha, S., Mallala, B. & Upendar, J. A novel ANFIS-controlled customized UPQC device for power quality enhancement. Journal of Electrical Systems and Inf Technol 10, 55 (2023). https://doi.org/10.1186/s43067-023-00121-1.