Skip to main content
SpringerLink
Log in

Simulation and Analysis of Single-Stage Grid-Connected Solar PV System Using ANN

  • Conference paper
  • First Online:
Intelligent Computing Techniques for Smart Energy Systems

Part of the book series: Lecture Notes in Electrical Engineering ((LNEE,volume 862))

  • 517 Accesses

Abstract

The research paper presents a single-stage solar photovoltaic battery grid-tied system with a simple phase-locked loop which needs less control to operate. The system losses are decreased because of the exclusion of boost converter and addition of a storage battery. Earlier, many other techniques were implemented to extract maximum power from the solar panels such as incremental conductance (InCond) and perturb and observe (P and O). Now, the maximum power is being tried to be extracted by using the artificial intelligence’s artificial neural network (ANN) technique. Tests results for the system operations are studied from doing the simulations of the proposed model. The operation conducts on two modes, i.e., fixed power and variable power in compliance with IEEE-519 standards. The power given as input to the grid is fixed during mode 1 and varies during mode 2. It is very essential to extract maximum power from the solar panels by increasing the efficiency, reducing the losses, and evading any possible faults. Hence, Simulink model of solar PV system using the artificial neural network is being built and simulated. The obtained results are observed and analyzed in the research paper.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 219.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 279.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 279.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Andrews A, Scaria R (2019) Three-phase single stage solar PV integrated UPQC. In: 2nd international conference on intelligent computing, instrumentation and control technologies (ICICICT), pp 1130–1135. https://doi.org/10.1109/ICICICT46008.2019.8993163

  2. Abu-Zaher M, Atia Y, Abo-Elyousr FK, El-Zohri E (2019) Experimental realization for P&O maximum power point tracking applied for single-stage three-phase grid-connected photovoltaic system. In: 21st international Middle East power systems conference (MEPCON), pp 704–709. https://doi.org/10.1109/MEPCON47431.2019.9008070

  3. Bouzguenda M, Shwehdi MH, Mohamedi R, Aldoghan QM (2019) Performance of the 10-kW KFU Grid connected solar photovoltaic station9 Al Hasa9 KSA. In: IEEE international conference on intelligent techniques in control, optimization and signal processing (INCOS), pp 1–4. https://doi.org/10.1109/INCOS45849.2019.8951383

  4. Chandran P, Madhura RS, Roselyn JP, Devaraj D, Gopal V, Ravi A (2019) Development of intelligent fuzzy PQ-FRT control strategy for grid-connected solar PV system. In: IEEE international conference on intelligent techniques in control, optimization and signal processing (INCOS), pp 1–5. https://doi.org/10.1109/INCOS45849.2019.8951347

  5. Hinsui T, Sangtungtong W (2019) Voltage observer-based control for single-phase grid-connected PV inverter. In: 7th international electrical engineering congress (iEECON), pp 1–4. https://doi.org/10.1109/iEECON45304.2019.8938957

  6. Das MSK, Sathyan S (2018) Comparison of control methods for single stage 3-phase grid connected PV system. In: International conference on inventive research in computing applications (ICIRCA), pp 1004–1007. https://doi.org/10.1109/ICIRCA.2018.8597330

  7. Chigane K, Ouassaid M (2018) Online control using ANN-PI controller for single stage transformerless grid tied PV system. In: International symposium on advanced electrical and communication technologies (ISAECT), pp 1–6. https://doi.org/10.1109/ISAECT.2018.8618843

  8. Gangavarapu S, Verma M, Rathore AK (2020) A novel transformerless single-stage grid-connected solar inverter. IEEE J Emerg Sel Top Power Electron. https://doi.org/10.1109/JESTPE.2020.3007556

    Article  Google Scholar 

  9. Chaudhary S, Ahmad Z, Singh SN (2018) Single phase grid interactive solar photovoltaic inverters: a review. In: National power engineering conference (NPEC), pp 1–6. https://doi.org/10.1109/NPEC.2018.8476767

  10. Jain S, Agarwal V (2007) A single-stage grid connected inverter topology for solar PV systems with maximum power point tracking. IEEE Trans Power Electron 22(5):1928–1940. https://doi.org/10.1109/TPEL.2007.904202

    Article  Google Scholar 

  11. Sampaio LP, Silva SAO, Costa PJS (2019) Integrated zeta inverter applied in a single-phase grid-connected photovoltaic system. In: IEEE 15th Brazilian power electronics conference and 5th IEEE southern power electronics conference (COBEP/SPEC), pp 1–6. https://doi.org/10.1109/COBEP/SPEC44138.2019.9065295

  12. Sharma RK, Mishra S, Mudliyar S (2018) Robust state feedback current controller with harmonic compensation for single stage grid connected PV inverter with LCL filter. In: IEEMA engineer infinite conference (eTechNxT), pp 1–6. https://doi.org/10.1109/ETECHNXT.2018.8385280

  13. Kumar A, Gupta V, Gupta N, Babu BC (2019) Active power coefficient based control for grid-connected PV systems. In: IEEE 1st international conference on energy, systems and information processing (ICESIP), pp 1–7. https://doi.org/10.1109/ICESIP46348.2019.8938264

  14. Alluhaybi K, Batarseh I, Hu H (2020) Comprehensive review and comparison of single-phase grid-tied photovoltaic microinverters. IEEE J Emerg Sel Top Power Electron 8(2):1310–1329. https://doi.org/10.1109/JESTPE.2019.2900413

    Article  Google Scholar 

  15. Arab N, Kedjar B, Javadi A, Al-Haddad K (2019) A Multifunctional single-phase grid-integrated residential solar PV systems based on LQR control. IEEE Trans Ind Appl 55(2):2099–2109. https://doi.org/10.1109/TIA.2018.2883551

    Article  Google Scholar 

  16. Jain V, Singh B (2019) A multiple improved notch filter-based control for a single-stage PV system tied to a weak grid. IEEE Trans Sustain Energy 10(1):238–247. https://doi.org/10.1109/TSTE.2018.2831704

    Article  Google Scholar 

  17. Shah N (2018) Multilevel inverter based single-stage grid connected photovoltaic system using cascaded two-level inverter. In: IEEE international conference on power electronics, drives and energy systems (PEDES), pp 1–6. https://doi.org/10.1109/PEDES.2018.8707445

  18. Singh B, Mishra S (2018) Dual mode operational control of single stage PV-battery based microgrid. In: IEEMA engineer infinite conference (eTechNxT), pp 1–5. https://doi.org/10.1109/ETECHNXT.2018.8385379

  19. Myneni H, Ganjikunta SK (2020) Energy management and control of single-stage grid-connected solar PV and BES system. IEEE Trans Sustain Energy 11(3):1739–1749. https://doi.org/10.1109/TSTE.2019.2938864

    Article  Google Scholar 

  20. Siriwattanasit C, Sangswang A, Naetiladdanon S, Mujjalinvimut E (2018) Single-phase transformerless grid-connected impedance source inverter. In: International electrical engineering congress (iEECON), pp 1–4. https://doi.org/10.1109/IEECON.2018.8712223

  21. Singh M, Singh O, Kumar A (2019) Renewable energy sources integration in micro-grid including load patterns. In: 3rd international conference on recent developments in control, automation and power engineering (RDCAPE), pp 88–93. https://doi.org/10.1109/RDCAPE47089.2019.8979036

  22. Singh M, Rana V, Ansari MA, Saini B, Singh P (2018) Power quality enhancement to sensitive loads with PV based microgrid system. In: International conference on sustainable energy, electronics, and computing systems (SEEMS), pp 1–6. https://doi.org/10.1109/SEEMS.2018.8687334

  23. Kumar TS, Shanrnugam J (2020) Design and anlaysis of CHB inverter by using Pi fuzzy and ANN techniques with grid connected PV system. In: IEEE international conference for innovation in technology (INOCON), pp 1–7. https://doi.org/10.1109/INOCON50539.2020.9298260

  24. Bhatia D, Singh A, Arora A (2020) PI and fuzzy logic control of single phase grid connected inverter serving two PV panels. In: IEEE 17th India council international conference (INDICON), pp 1–6. https://doi.org/10.1109/INDICON49873.2020.9342393

  25. Chaicharoenaudomrung K, Boontawee T, Pakdeeto J, Areerak K, Areerak K (2021) Single phase grid connected PV system with a non—iterative MPPT. In: 9th international electrical engineering congress (iEECON), pp 57–60. https://doi.org/10.1109/iEECON51072.2021.9440067

  26. Singh M, Singh O (2019) Phasor solution of a microgrid to accelerate simulation speed. In: 2nd international conference on advanced computing and software engineering (ICACSE). https://doi.org/10.2139/ssrn.3351025

  27. Singh M, Ansari MA, Tripathi P, Wadhwani A (2018) VSC-HVDC transmission system and its dynamic stability analysis. In: International conference on computational and characterization techniques in engineering sciences (CCTES), doi: https://doi.org/10.1109/CCTES.2018.8674095

Download references

Author information

Authors and Affiliations

  1. Department of Electrical Engineering, Gautam Buddha University, Gr. Noida, India

    Mukul Singh, Omveer Singh &  M.A.Ansari

  2. Department of Electronics Engineering, Delhi Technological University, Delhi, India

    Vishwamitra Singh

Authors
  1. Mukul Singh
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Omveer Singh
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. M.A.Ansari
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Vishwamitra Singh
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Mukul Singh .

Editor information

Editors and Affiliations

  1. Nanyang Technological University, Singapore, Singapore

    Anshuman Tripathi

  2. Manipal University Jaipur, Jaipur, India

    Amit Soni

  3. Manipal University Jaipur, Jaipur, India

    Ashish Shrivastava

  4. Malaviya National Institute of Technology Jaipur, Jaipur, India

    Anil Swarnkar

  5. National Institute of Technology Uttarakhand, Srinagar, India

    Jagrati Sahariya

Rights and permissions

Reprints and permissions

Copyright information

© 2022 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Singh, M., Singh, O., M.A.Ansari, Singh, V. (2022). Simulation and Analysis of Single-Stage Grid-Connected Solar PV System Using ANN. In: Tripathi, A., Soni, A., Shrivastava, A., Swarnkar, A., Sahariya, J. (eds) Intelligent Computing Techniques for Smart Energy Systems. Lecture Notes in Electrical Engineering, vol 862. Springer, Singapore. https://doi.org/10.1007/978-981-19-0252-9_34

Download citation

  • DOI: https://doi.org/10.1007/978-981-19-0252-9_34

  • Published:

  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-19-0251-2

  • Online ISBN: 978-981-19-0252-9

  • eBook Packages: EnergyEnergy (R0)

Publish with us

Policies and ethics

Search

Navigation