Artificial neural network-based dynamic power management of a DC microgrid: a hardware-in-loop real-time verification

References

• Abeywardana, Wickramasinghe, Damith Buddika, Branislav Hredzak, and Vassilios G. Agelidis. 2017. “A Fixed-Frequency Sliding Mode Controller for a Boost-Inverter-Based Battery-Supercapacitor Hybrid Energy Storage System.” IEEE Transactions on Power Electronics 32 (1): 668–680. doi:https://doi.org/10.1109/TPEL.2016.2527051.
   Web of Science ®Google Scholar
• Brandt, Robert D., and Feng Lin. 1999. “Adaptive Interaction and its Application to Neural Networks.” Information Sciences 121 (3–4): 201–215. doi:https://doi.org/10.1016/S0020-0255(99)00090-0.
   Web of Science ®Google Scholar
• Cheng, Zhan-li, Wei-rong Chen, Qi Li, Zhi-ling Jiang, and Zhi-han Yang. 2010. “Modeling and Dynamic Simulation of an Efficient Energy Storage Component- Supercapacitor.” 2010 Asia-Pacific power and energy engineering conference, Chengdu, China, 1–4. IEEE.
   Google Scholar
• Chettibi, Nadjwa, Adel Mellit, Giorgio Sulligoi, and Alessandro Massi Pavan. 2016. “Adaptive Neural Network-Based Control of a Hybrid AC/DC Microgrid.” IEEE Transactions on Smart Grid 9 (3): 1–13. doi:https://doi.org/10.1109/TSG.2016.2597006.
   Web of Science ®Google Scholar
• Dong, Weizhen, Shuhui Li, and Xingang Fu. 2018. “Artificial Neural Network Control of A Standalone DC Microgrid.” 2018 Clemson University power systems conference (PSC), Charleston, USA, 1–5. IEEE
   Google Scholar
• Faria, João, José Pombo, Maria Calado, and Sílvio Mariano. 2019. “Power Management Control Strategy Based on Artificial Neural Networks for Standalone PV Applications with a Hybrid Energy Storage System.” Energies 12 (5): 902. doi:https://doi.org/10.3390/en12050902.
   Web of Science ®Google Scholar
• Feng, Xue, H. B. Gooi, and S. X. Chen. 2014. “Hybrid Energy Storage with Multimode Fuzzy Power Allocator for PV Systems.” IEEE Transactions on Sustainable Energy 5 (2): 389–397. doi:https://doi.org/10.1109/TSTE.2013.2290543.
   Web of Science ®Google Scholar
• Gee, Anthony M., Francis V. P. Robinson, and Roderick W. Dunn. 2013. “Analysis of Battery Lifetime Extension in a Small-Scale Wind-Energy System Using Supercapacitors.” IEEE Transactions on Energy Conversion 28 (1): 24–33. doi:https://doi.org/10.1109/TEC.2012.2228195.
   Web of Science ®Google Scholar
• Kollimalla, Sathish Kumar, Mahesh Kumar Mishra, and Lakshmi Narasamma. 2014. “Coordinated Control and Energy Management of Hybrid Energy Storage System in PV System.” 2014 International conference on computation of power, energy, information and communication (ICCPEIC), Chennai, India, 363–368. IEEE
   Google Scholar
• Kumaravel, S., and S. Ashok. 2011. “Adapted Multilayer Feedforward ANN Based Power Management Control of Solar Photovoltaic and Wind Integrated Power System.” ISGT2011-India, Kollam, Kerala, India, 223–228. IEEE.
   Google Scholar
• Lasseter, R. H. 2002. “MicroGrids.” 2002 IEEE power engineering society winter meeting. Conference proceedings (Cat. No.02CH37309), New York, USA, 1, 305–308. IEEE.
   Google Scholar
• Li, Shuhui, Michael Fairbank, Cameron Johnson, Donald C. Wunsch, Eduardo Alonso, and Julio L. Proao. 2014. “Artificial Neural Networks for Control of a Grid-Connected Rectifier/Inverter Under Disturbance, Dynamic and Power Converter Switching Conditions.” IEEE Transactions on Neural Networks and Learning Systems 25 (4): 738–750. doi:https://doi.org/10.1109/TNNLS.2013.2280906.
   PubMed Web of Science ®Google Scholar
• Pareek, Avinash, Prashant Singh, and P. Narendra Rao. 2018. “Analysis and Comparison of Charging Time Between Battery and Supercapacitor for 300W Stand-Alone PV System.” Proceedings of the 2018 international conference on current trends towards converging technologies, ICCTCT2018, Coimbatore, India, 1–6. IEEE.
   Google Scholar
• Praveen Kumar, T., N. Subrahmanyam, and Maheswarapu Sydulu. 2019. “CMBSNN for Power Flow Management of the Hybrid Renewable Energy – Storage System-Based Distribution Generation.” IETE Technical Review 36 (3): 303–314. doi:https://doi.org/10.1080/02564602.2018.1465860.
   Web of Science ®Google Scholar
• Singh, Prashant, and J. S. Lather. 2018. “A PWM-Based Sliding Mode Voltage Control of DC-DC Boost Converter for DC Microgrid.” 2018 IEEE 8th power India international conference (PIICON), Kurukshetra, India, 1–5. IEEE.
   Google Scholar
• Singh, Prashant, A. Sujil, and Prabhat Kumar. 2016. “Analysis and Comparison of Batteries Charging Time for Stand Alone Photovoltaic System.” 2016 IEEE 6th international conference on power systems, ICPS 2016, New Delhi, India, 1–4. IEEE.
   Google Scholar
• Solanki, Bharatkumar V, Kankar Bhattacharya, and Claudio A. Canizares. 2017. “A Sustainable Energy Management System for Isolated Microgrids.” IEEE Transactions on Sustainable Energy 8 (4): 1507–1517. doi:https://doi.org/10.1109/TSTE.2017.2692754.
   Web of Science ®Google Scholar
• Tremblay, Olivier, Louis-A. Dessaint, and Abdel-Illah Dekkiche. 2007. “A Generic Battery Model for the Dynamic Simulation of Hybrid Electric Vehicles.” 2007 IEEE vehicle power and propulsion conference, Arlington, TX, USA, 284–289. IEEE.
   Google Scholar
• Venkatesan, Karunakaran, and Uma Govindarajan. 2019. “Optimal Power Flow Control of Hybrid Renewable Energy System with Energy Storage: A WOANN Strategy.” Journal of Renewable and Sustainable Energy 11 (1): 015501. doi:https://doi.org/10.1063/1.5048446.
   Web of Science ®Google Scholar
• Vu, Tuyen V., Dallas Perkins, Fernand Diaz, David Gonsoulin, Chris S. Edrington, and Touria El-Mezyani. 2017. “Robust Adaptive Droop Control for DC Microgrids.” Electric Power Systems Research 146 (May): 95–106. doi:https://doi.org/10.1016/j.epsr.2017.01.021.
   Web of Science ®Google Scholar
• Wang, Caisheng, and M. H. Nehrir. 2008. “Power Management of a Stand-Alone Wind/Photovoltaic/Fuel Cell Energy System.” IEEE Transactions on Energy Conversion 23 (3): 957–967. doi:https://doi.org/10.1109/TEC.2007.914200.
   Web of Science ®Google Scholar
• Xiao, Jianfang, Peng Wang, and Leonardy Setyawan. 2016. “Multilevel Energy Management System for Hybridization of Energy Storages in DC Microgrids.” IEEE Transactions on Smart Grid 7 (2): 847–856. doi:https://doi.org/10.1109/TSG.2015.2424983.
   Web of Science ®Google Scholar