Neural Network Controlled Nano-Grid Technologies for Reliable Residential Grid Formation

Authors

  • M. Ramu  Associate Professor, Electrical And Electronics Engineering, Sree Venkateswara College of Engineering, Nellore, Andhra Pradesh, India
  • Sk. Ruksar  Associate Professor, Electrical And Electronics Engineering, Sree Venkateswara College of Engineering, Nellore, Andhra Pradesh, India
  • Sk. Shameez  B.Tech Student, Electrical And Electronics Engineering, Sree Venkateswara College of Engineering, Nellore, Andhra Pradesh, India
  • G. Naga Jaswanth Raju  B.Tech Student, Electrical And Electronics Engineering, Sree Venkateswara College of Engineering, Nellore, Andhra Pradesh, India
  • G. Chandrika  B.Tech Student, Electrical And Electronics Engineering, Sree Venkateswara College of Engineering, Nellore, Andhra Pradesh, India
  • M. Sai Rupa  

Keywords:

Neural network, Nano-Grid, Residential Grid, Power System Reliability, Distributed Energy Resources, Renewable Energy, Integration Smart Grid, Energy Management, Microgrids

Abstract

The development and implementation of neural network-controlled Nano-grid technologies to improve the reliability of residential grid formation. The aim is to create a self-sustaining system that can manage local energy generation and consumption to meet the needs of a community. The project will focus on developing algorithms for real-time control of power flow and voltage stability within the Nano-grid, as well as investigating the integration of renewable energy sources into the system. The proposed technology has the potential to increase the reliability and efficiency of residential power grids, reduce reliance on centralized power generation, and ultimately contribute to a more sustainable energy future. The simulation results can be evaluated by using MATLAB/Simulink Software.

References

  1. S. Mishra and O. Ray, "Advances in Nano grid technology and its integration into rural electrification in India," 2014 International Power Electronics Conference, Hiroshima, 2014, pp. 2707-2713.
  2. J. Bryan, R. Duke, and S. Round, “Distributed generation—Nano grid transmission and control options,” 2003 International Power Engineering Conference, Singapore, 2003, pp.341-346.
  3. R. R. Deshmukh, M. S. Ballal, H. M. Suryawanshi and M. K. Mishra, "An Adaptive Approach for Effective Power Management in DC Microgrid Based on Virtual Generation in Distributed Energy Sources," in IEEE Transactions on Industrial Informatics, vol. 16, no. 1, pp. 362-372, Jan. 2020.
  4. M. Zeraati, M. E. H. Golshan and J. M. Guerrero, "Voltage Quality Improvement in Low Voltage Distribution Networks Using Reactive Power Capability of SinglePhase PV Inverters," in IEEE Transactions on Smart Grid, vol. 10, no. 5, pp. 5057-5065, Sept. 2019.
  5. J. J. Justo, F. Mwasilu, J. Lee, and J.-W. Jung, “ACmicrogrids versus DC-Microgrids with distributed energy resources: A review,” in Renew. Sustain. Energy Rev., vol. 24, pp. 387–405, Aug. 2013.
  6. Y. Shan, J. Hu and J. M. Guerrero, "A Model Predictive Power Control Method for PV and Energy Storage Systems with Voltage Support Capability," in IEEE Transactions on Smart Grid, vol. 11, no. 2, pp. 1018-1029, March 2020.
  7. H. Mahmood and J. Jiang, "Decentralized Power Management of Multiple PV, Battery, and Droop Units in an Islanded Microgrid," in IEEE Transactions on Smart Grid, vol. 10, no. 2, pp. 1898-1906, March 2019.
  8. Kovaltchouk, A. Blavette, J. Aubry, H. B. Ahmed and B. Multon,"Comparison Between Centralized and Decentralized Storage Energy Management for Direct Wave Energy Converter Farm," in IEEE Transactions on Energy Conversion, vol. 31, no. 3, pp. 1051-1058, Sept. 2016.
  9. F. Guo, Q. Xu, C. Wen, L. Wang and P. Wang, "Distributed Secondary Control for Power Allocation and Voltage Restoration in Islanded DC Microgrids," in IEEE Transactions on Sustainable Energy, vol. 9, no. 4, pp. 1857-1869, Oct. 2018.
  10. K. Sun, L. Zhang, Y. Xing and J. M. Guerrero, "A Distributed Control Strategy Based on DC Bus Signaling for Modular Photovoltaic Generation Systems with Battery Energy Storage," in IEEE Transactions on Power Electronics, vol. 26, no. 10, pp. 3032-3045, Oct. 2011.
  11. J. Schonberger, R. Duke, and S. D. Round, “DC-Bus Signaling: A Distributed Control Strategy for a Hybrid Renewable Nanogrid,” in IEEE Transactions on Industrial Electronics, vol. 53, no. 5, pp. 1453–1460, Oct. 2006.
  12. M. Nasir, Z. Jin, H. A. Khan, N. A. Zaffar, J. C. Vasquez and J. M. Guerrero, "A Decentralized Control Architecture Applied to DC Nanogrid Clusters for Rural Electrification in Developing Regions," in IEEE Transactions on Power Electronics, vol. 34, no. 2, pp. 1773-1785, Feb. 2019.
  13. M. Nasir, H. A. Khan, A. Hussain, L. Mateen and N. A. Zaffar, "Solar PV-Based Scalable DC Microgrid for Rural Electrification in Developing Regions," in IEEE Transactions on Sustainable Energy, vol. 9, no. 1, pp. 390- 399, Jan. 2018.
  14. T. Dragičević, J. M. Guerrero, and J. C. Vasquez, “A Distributed Control Strategy for Coordination of an Autonomous LVDC Microgrid Based on Power-Line Signaling,” in IEEE Transactions on Industrial Electronics, vol. 61, no. 7, pp. 3313–3326, Jul. 2014.
  15. J. Bryan, R. Duke and S. Round, "Decentralized generator scheduling in a Nanogrid using DC bus signaling," IEEE Power Engineering Society General Meeting, 2004., Denver, CO, 2004, pp. 977-982 Vol.1,
  16. J. M. Guerrero, J. C. Vasquez, J. Matas, L. G. de Vicuna, and M. Castilla, “Hierarchical Control of DroopControlled AC and DC Microgrids -A General Approach Toward Standardization,” in IEEE Transactions on Industrial Electronics, vol. 58, no. 1, pp. 158–172, Jan. 2011.
  17. A. Elrayyah, F. Cingoz and Y. Sozer, "Smart Loads Management Using Droop-Based Control in Integrated Microgrid Systems," in IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 5, no. 3, pp. 1142-1153, Sept. 2017.
  18. J. W. Simpson-Porco, F. Dörfler, and F. Bullo, “Synchronization and power sharing for droop-controlled inverters in islanded Microgrids,”in Automatica, vol. 49, no. 9, pp. 2603–2611, Sep. 2013.
  19. T. L. Nguyen, J. M. Guerrero and G. Griepentrog, "A SelfSustained and Flexible Control Strategy for Islanded DC Nanogrids Without Communication Links," in IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 8, no. 1, pp. 877-892, March 2020.
  20. X. Lu, K. Sun, J. M. Guerrero, J. C. Vasquez, and L. Huang, "State-of-charge balance using adaptive droop control for distributed energy storage systems in DC microgrid applications," in IEEE Transactions on Industrial Electronics, vol. 61, no. 6, pp. 2804-2815, 2014.
  21. D. Burmester, R. Rayudu, W. Seah, D. Akinyele, "A review of Nanogrid topologies and technologies," in Renewable and Sustainable Energy Reviews, Vol. 67, pp. 760-775, Jan. 2017.
  22. P. K. Naresh, S. A Khan, A. Kumar, S. K. Singh, "Multicell multi-output converter to counter unbalanced input sources in Nanogrid applications," in International Transactions on Electrical Energy Systems, pp. 1-16, June 2019.
  23. O. Ray and S. Mishra, "Boost-Derived Hybrid Converter with Simultaneous DC and AC Outputs," in IEEE Transactions on Industry Applications, vol. 50, no. 2, pp. 1082-1093, March-April 2014.
  24. I. Roasto, D. Vinnikov, J. Zakis, and O. Husev, “New shoot-through control methods for qZSI-based DC/DC converters,” in IEEE Transactions on Industrial Informatics, vol. 9, no. 2, pp. 640 - 647, May 2013.
  25. M. K. Nguyen, Y. C. Lim, and G. B. Cho, “Switchedinductor quasi-Z source inverter,” in IEEE Transactions on Power Electronics, vol. 26, no. 11, pp. 3183-3191, Nov. 2011.
  26. R. Adda, O. Ray, S. K. Mishra, and A. Joshi, “Synchronous reference- frame-based control of switched boost inverter for standalone dc Nanogrid applications,” in IEEE Transactions on Power Electronics, vol. 28, no. 3, pp. 1219–1233, March 2013.
  27. Wu, Y. Liu, H. Wang, M. Huang and F. Blaabjerg, "Modelling and control design of a dual Buck-Boost AC/DC converter used in the DC Nano-grid," 2016 IEEE International Power Electronics and Motion Control Conference, Hefei, 2016, pp. 2187-2192.
  28. D. Salomonsson, L. Soder, A. Sannino, "Protection of Low-Voltage DC Microgrids", in IEEE Transactions on Power Delivery, vol. 24, no. 3, pp. 1045-1053, July 2009.
  29. Sankar U., S. S. Nag and S. K. Mishra, "A Multi-Input Single-Control (MISC) battery charger for DC nanogrids," 2013 IEEE ECCE Asia Downunder, Melbourne, VIC, 2013, pp. 304-310.
  30. K. R. Naik, B. Rajpathak, A. Mitra and M. Kolhe, "Voltage stability of Small Hydro Generator Based DC Microgrid," 2019 International Conference on Power Systems, Jaipur, India, 2019, pp. 1-6.

International Journal of Scientific Research in Science and Technology

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Published

2023-04-30

Issue

Volume 10, Issue 2, March-April-2023

Section

Research Articles

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How to Cite

[1]
M. Ramu, Sk. Ruksar, Sk. Shameez, G. Naga Jaswanth Raju, G. Chandrika, M. Sai Rupa "Neural Network Controlled Nano-Grid Technologies for Reliable Residential Grid Formation" International Journal of Scientific Research in Science and Technology(IJSRST), Online ISSN : 2395-602X, Print ISSN : 2395-6011,Volume 10, Issue 2, pp.522-531, March-April-2023.