Year 2023,
Volume: 7 Issue: 1, 121 - 131, 31.03.2023
Daouda Gueye
,
Alphousseyni Ndiaye
,
Amadou Diao
References
- [1] Kebe A. Contribution to the pre-sizing and control of electrical energy production units on isolated sites from renewable energies: Application to the case of Senegal. PhD, University of Paris-South, Faculty of Sciences of Orsay, France 2013.
- [2] Ba, A. Universal and sustainable access to electricity in Senegal: The success conditions. PhD, University of Paris Dauphine, PSL, Research University, France, 2018.
- [3] Traore, M, Ndiaye, A, Mbodji, S, Faye, M, Gueye, D, Tankari, M, Lefebvre, G, Thiaw, L. Supervision of a PV system with storage connected to the power line and design of a battery protection system. Wireless Networks 2018. DOI: 10.1007/s11276-018-1886-x
- [4] Ndiaye, A, Thiaw, L, Sow, G. Application of new modelling and control for grid connected photovoltaic systems based on artificial intelligence. Journal of Electrical and Electronics Engineering Research 2015; 7: 1-7, DOI: 10.5897 / JEEER2013.0523
- [5] Mlilo, N, Brown, J, Ahfock, T. Impact of intermittent renewable energy generation penetration on the power system networks - A review. Technology and Economics of Smart Grids and Sustainable Energy 2021; 1–19, DOI: 10.1007/s40866-021-00123-w
- [6] Hellier, P, Ladommatos, N. The influence of biodiesel composition on compression ignition combustion and emissions. Journal of POWER AND ENERGY 2015; 229, 714–726, DOI: 10.1177/0957650915598424
- [7] Ozcan, M, Enhancing the renewable energy auctions in Turkey. Journal of Polytechnic 2021; 24: 1379-1390, DOI: 10.2339/politeknik.721850
- [8] Nureddin, A, Rahebi, J, Ab-BelKhair, A. Power Management Controller for Microgrid Integration of Hybrid PV/Fuel Cell System Based on Artificial Deep Neural Network. International Journal of Photoenergy 2020; 8896412: 21. doi.org/10.1155/2020/8896412
- [9] Madougou, S. Study of the wind potential of the nocturnal jet in the Sahelian zone from observations of wind profiler radars. PhD, University of Toulouse 3, Paul Sabatier, France, 2010.
- [10] Ab-BelKhair, A, Rahebi, J, Abdulhamed, A. A Study of Deep Neural Network Controller-Based Power Quality Improvement of Hybrid PV/Wind Systems by Using Smart Inverter. International Journal of Photoenergy 2020; 8891469: 22. doi.org/10.1155/2020/8891469
- [11] Ayadi, F, Colak, I, Garip, I, Bulbul, I. Impacts of Renewable Energy Resources in Smart Grid. In: icSmartGrid 2020 8. IEEE International Conference on Smart Grid; 17-19 June 2020: Paris-FRANCE, pp. 183-188.
- [12] Kacejko, P, Pijarski, P. Optimal Voltage Control in MV Network with Distributed Generation. Energies 2021; 469: 1-19, DOI: 10.3390/en14020469
- [13] Chandra, S, Agrawal, S, Chauhan, S. Impact of Photovoltaic Module Temperature on Size and Voltage Stability, a Case Study in Indian Climate. Appl. Sol. Energy 2020; 56: 324–333. DOI: 10.3103/S0003701X20050059
- [14] Boukezata, B, Choui, A, Gaubert, J, Hachemi, M. Photovoltaic solar system connected to the grid and assocoated a parallel active filter. In: SGE 2014 Symposium of Electrical Engineering; 8-10 July 2014: Cachan-France, pp. 1-9.
- [15] Latha, R, Bharatiraja, C, Palanisamy, C, Subhransu, D. Hysteresis Current Controller based Transformer-less Split Inductor NPC MLI for Grid Connected PV- System. Procedia Engineering 2013; 224-233. DOI: 10.1016/j.proeng.2013.09.094
- [16] Boukezata, B, Gaubert, J, Chaoui, A, Hachemi, M. Photovoltaic generator with direct power control and connected with the addition of services to the grid. In: SGE 2016 Symposium of Electrical Engineering; 7-9 June 2016: Grenoble-France, pp. 1-7.
- [17] Lakshmi, M, Hemamalini, S. Coordinated control of MPPT and voltage regulation using single stage high gain DC/ DC converter in a grid connected PV system. Electric Power Systems Research 2018; 65-73. DOI: 10.1016/j.epsr.2018.12.011
- [18] Gueye, D, Ndiaye, A, Tankari, M, Faye, M, Thiam, A, Thiaw, L, Lefebvre, G. Design Methodology of Novel PID for Efficient Integration of PV Power to Electrical Distributed Network. International Journal of Smart Grid 2018; 2: 77-86.
- [19] Hamrouni, N, Jraidi, M, Dhouib, A, Cherif, A. Design of a command scheme for grid connected PV systems using classical controllers. Electric Power Systems Research 2017; 503-512, DOI: 10.1016/j.epsr.2016.10.064
- [20] Malakondareddy, B, Krumar, S, Gounden, N, Anand, I. An adaptive PI control scheme to balance the neutral-point voltage in a solar PV fed grid connected neutral point clamped inverter. Electrical Power and Energy Systems 2019; 318-331, DOI: 10.1016/j.ijepes.2019.03.012
- [21] Xie, B, Mao, M, Zhou, L, Wan, Y, Hao, G. Systematic design of linear quadratic regulator for digitally controlled grid-connected inverters. IET Power Electronic 2020; 13: 557-567 DOI: 10.1049/iet-pel.2019.0514
- [22] Deepamangai, P, Manoharan, P. Robust controller for grid-connected quasi-admittance source inverter for photovoltaic system. Electric Power Systems Research 2019; DOI: 10.1016/j.epsr.2019.105879
- [23] Altin, N, Sefa, I. dSPACE based adaptive neuro-fuzzy controller of grid interactive inverter. Energy Conversion and Management 2012; 130-139, DOI: 10.1016/j.enconman.2011.11.017
- [24] Aouchiche, N. Meta-heuristic optimization algorithms based direct current and DC link voltage controllers for three-phase grid connected photovoltaic inverter. Solar Energy 2020; 683-692, DOI: 10.1016/j.solener.2020.06.086
- [25] Sujatha, B, Anitha, G. Enhancement of PQ in grid connected PV system using hybrid technique. Ain Shams Engineering Journal 2016, DOI: 10.1016/j.asej.2016.04.007
- [26] Sathiya, S, Punitha, K. Artificial Neural Network for Control and Grid Integration of Floating Solar Photovoltaic System. International Journal of Advanced Research in Electrical Electronics and Instrumentation Engineering 2018; 7: 3974-3984, DOI: 10.15662/IJAREEIE.2018.0711009
- [27] Meddour, S, Rahem, D, Yahia, A, Hachelfi, W, Hichem, L. A novel novel approach for PV system based on metaheuristic algorithm connected to grid using FS-MPC controller. Energy Procedia 2019; 57-66, DOI: 10.1016/j.egypro.04.007
- [28] Mohamed, A, Metwally, H, El-sayed, A, Selem, S. Predictive neural network based adaptive controller for grid-connected PV systems supplying pulse-load. Solar Energy 2019; 139-147, DOI: 10.1016/j.solener.2019.09.018
- [29] Garcia, L, Mendoza, A, Navarro, J. Artificial Intelligence artificial neural networks in microgrids: A review. Engineering Applications of Artificial Intelligence 2020; DOI: 10.1016/j.engappai.2020.103894
Design and implementation of a robust ANN-PID corrector to improve high penetrations photovoltaic solar energy connected to the grid
Year 2023,
Volume: 7 Issue: 1, 121 - 131, 31.03.2023
Daouda Gueye
,
Alphousseyni Ndiaye
,
Amadou Diao
Abstract
The best quality of PV energy into the grid is now problematic that is why this paper focuses on the design and implementation of a robust Proportional Integral Derivative based on Artificial Neural Network (ANN-PID). This technique used to ensure the regulation of the Boost Converter (BC) output voltage and the Three Phase Inverter (3 PI) output currents of a photovoltaic solar system (PVS) connected to the grid. The mathematical model of the DC bus and the 3-PI is presented. Applications under Matlab/Simulink justify the efficiency of the neural regulator. In comparison with the conventional one, the proposed method presents the best follow-up of the DC link voltage reference and a maximum overshoot of 3.16 %. In addition, despite the long time put in transient mode, the proposed method keeps better robustness and ensures an injection of current of a total harmonic distortion (THD) of 0.96 % against 2.18 % of the classical PID regulator.
References
- [1] Kebe A. Contribution to the pre-sizing and control of electrical energy production units on isolated sites from renewable energies: Application to the case of Senegal. PhD, University of Paris-South, Faculty of Sciences of Orsay, France 2013.
- [2] Ba, A. Universal and sustainable access to electricity in Senegal: The success conditions. PhD, University of Paris Dauphine, PSL, Research University, France, 2018.
- [3] Traore, M, Ndiaye, A, Mbodji, S, Faye, M, Gueye, D, Tankari, M, Lefebvre, G, Thiaw, L. Supervision of a PV system with storage connected to the power line and design of a battery protection system. Wireless Networks 2018. DOI: 10.1007/s11276-018-1886-x
- [4] Ndiaye, A, Thiaw, L, Sow, G. Application of new modelling and control for grid connected photovoltaic systems based on artificial intelligence. Journal of Electrical and Electronics Engineering Research 2015; 7: 1-7, DOI: 10.5897 / JEEER2013.0523
- [5] Mlilo, N, Brown, J, Ahfock, T. Impact of intermittent renewable energy generation penetration on the power system networks - A review. Technology and Economics of Smart Grids and Sustainable Energy 2021; 1–19, DOI: 10.1007/s40866-021-00123-w
- [6] Hellier, P, Ladommatos, N. The influence of biodiesel composition on compression ignition combustion and emissions. Journal of POWER AND ENERGY 2015; 229, 714–726, DOI: 10.1177/0957650915598424
- [7] Ozcan, M, Enhancing the renewable energy auctions in Turkey. Journal of Polytechnic 2021; 24: 1379-1390, DOI: 10.2339/politeknik.721850
- [8] Nureddin, A, Rahebi, J, Ab-BelKhair, A. Power Management Controller for Microgrid Integration of Hybrid PV/Fuel Cell System Based on Artificial Deep Neural Network. International Journal of Photoenergy 2020; 8896412: 21. doi.org/10.1155/2020/8896412
- [9] Madougou, S. Study of the wind potential of the nocturnal jet in the Sahelian zone from observations of wind profiler radars. PhD, University of Toulouse 3, Paul Sabatier, France, 2010.
- [10] Ab-BelKhair, A, Rahebi, J, Abdulhamed, A. A Study of Deep Neural Network Controller-Based Power Quality Improvement of Hybrid PV/Wind Systems by Using Smart Inverter. International Journal of Photoenergy 2020; 8891469: 22. doi.org/10.1155/2020/8891469
- [11] Ayadi, F, Colak, I, Garip, I, Bulbul, I. Impacts of Renewable Energy Resources in Smart Grid. In: icSmartGrid 2020 8. IEEE International Conference on Smart Grid; 17-19 June 2020: Paris-FRANCE, pp. 183-188.
- [12] Kacejko, P, Pijarski, P. Optimal Voltage Control in MV Network with Distributed Generation. Energies 2021; 469: 1-19, DOI: 10.3390/en14020469
- [13] Chandra, S, Agrawal, S, Chauhan, S. Impact of Photovoltaic Module Temperature on Size and Voltage Stability, a Case Study in Indian Climate. Appl. Sol. Energy 2020; 56: 324–333. DOI: 10.3103/S0003701X20050059
- [14] Boukezata, B, Choui, A, Gaubert, J, Hachemi, M. Photovoltaic solar system connected to the grid and assocoated a parallel active filter. In: SGE 2014 Symposium of Electrical Engineering; 8-10 July 2014: Cachan-France, pp. 1-9.
- [15] Latha, R, Bharatiraja, C, Palanisamy, C, Subhransu, D. Hysteresis Current Controller based Transformer-less Split Inductor NPC MLI for Grid Connected PV- System. Procedia Engineering 2013; 224-233. DOI: 10.1016/j.proeng.2013.09.094
- [16] Boukezata, B, Gaubert, J, Chaoui, A, Hachemi, M. Photovoltaic generator with direct power control and connected with the addition of services to the grid. In: SGE 2016 Symposium of Electrical Engineering; 7-9 June 2016: Grenoble-France, pp. 1-7.
- [17] Lakshmi, M, Hemamalini, S. Coordinated control of MPPT and voltage regulation using single stage high gain DC/ DC converter in a grid connected PV system. Electric Power Systems Research 2018; 65-73. DOI: 10.1016/j.epsr.2018.12.011
- [18] Gueye, D, Ndiaye, A, Tankari, M, Faye, M, Thiam, A, Thiaw, L, Lefebvre, G. Design Methodology of Novel PID for Efficient Integration of PV Power to Electrical Distributed Network. International Journal of Smart Grid 2018; 2: 77-86.
- [19] Hamrouni, N, Jraidi, M, Dhouib, A, Cherif, A. Design of a command scheme for grid connected PV systems using classical controllers. Electric Power Systems Research 2017; 503-512, DOI: 10.1016/j.epsr.2016.10.064
- [20] Malakondareddy, B, Krumar, S, Gounden, N, Anand, I. An adaptive PI control scheme to balance the neutral-point voltage in a solar PV fed grid connected neutral point clamped inverter. Electrical Power and Energy Systems 2019; 318-331, DOI: 10.1016/j.ijepes.2019.03.012
- [21] Xie, B, Mao, M, Zhou, L, Wan, Y, Hao, G. Systematic design of linear quadratic regulator for digitally controlled grid-connected inverters. IET Power Electronic 2020; 13: 557-567 DOI: 10.1049/iet-pel.2019.0514
- [22] Deepamangai, P, Manoharan, P. Robust controller for grid-connected quasi-admittance source inverter for photovoltaic system. Electric Power Systems Research 2019; DOI: 10.1016/j.epsr.2019.105879
- [23] Altin, N, Sefa, I. dSPACE based adaptive neuro-fuzzy controller of grid interactive inverter. Energy Conversion and Management 2012; 130-139, DOI: 10.1016/j.enconman.2011.11.017
- [24] Aouchiche, N. Meta-heuristic optimization algorithms based direct current and DC link voltage controllers for three-phase grid connected photovoltaic inverter. Solar Energy 2020; 683-692, DOI: 10.1016/j.solener.2020.06.086
- [25] Sujatha, B, Anitha, G. Enhancement of PQ in grid connected PV system using hybrid technique. Ain Shams Engineering Journal 2016, DOI: 10.1016/j.asej.2016.04.007
- [26] Sathiya, S, Punitha, K. Artificial Neural Network for Control and Grid Integration of Floating Solar Photovoltaic System. International Journal of Advanced Research in Electrical Electronics and Instrumentation Engineering 2018; 7: 3974-3984, DOI: 10.15662/IJAREEIE.2018.0711009
- [27] Meddour, S, Rahem, D, Yahia, A, Hachelfi, W, Hichem, L. A novel novel approach for PV system based on metaheuristic algorithm connected to grid using FS-MPC controller. Energy Procedia 2019; 57-66, DOI: 10.1016/j.egypro.04.007
- [28] Mohamed, A, Metwally, H, El-sayed, A, Selem, S. Predictive neural network based adaptive controller for grid-connected PV systems supplying pulse-load. Solar Energy 2019; 139-147, DOI: 10.1016/j.solener.2019.09.018
- [29] Garcia, L, Mendoza, A, Navarro, J. Artificial Intelligence artificial neural networks in microgrids: A review. Engineering Applications of Artificial Intelligence 2020; DOI: 10.1016/j.engappai.2020.103894