IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v255y2025ics096014812501376x.html

Optimum tilt and azimuth of fixed grid-connected photovoltaic system for peak load shaving: a multi-scale model

Author

Listed:
  • Bakhshi-Jafarabadi, Reza
  • Doh Dinga, Christian

Abstract

Peak load shaving is a practical alternative to over-designing the power system to meet maximum demand. In this context, grid-connected photovoltaic system (GCPVS) is an effective solution across regional and national scales. The tilt (β) and azimuth (ψ) angles of fixed-structure GCPVS are conventionally optimized to ensure maximum annual yield or minimum electricity costs. This highlights a gap that no existing study has optimized the orientation of PV modules from a peak load shaving perspective. To address this gap, for the first time, this paper proposes a multi-scale, search-based optimization methodology to determine the tilt and azimuth angles for maximizing peak load shaving. The proposed approach is applied to a 10 kW GCPVS at two commercial buildings in Delft, Netherlands, and Mashhad, Iran. The method finds β = 24° and ψ = 45° as an optimum solution in Delft with a heating-dominated load during cold afternoons. For Mashhad, the GCPVS shaves summer noon air conditioning-based peak load with β = 12° and ψ = −10°. The results highlight that the proposed method ensures maximum peak load shaving of the GCPVS, even with a non-optimized annual energy yield. Also, the substantial dependency of the optimal angles on the local load profile, GCPVS characteristics, and the site's solar potential is demonstrated. Although the effectiveness of this method is shown on two commercial buildings, it can be applied to any geographical scope from regional to national scales, making it a multi-scale model. The proposed model is markedly practical to the policymakers, who can design policies to incentivize GCPVS owners to operate their system for maximum peak load shaving, thereby increasing the overall economic efficiency of the power system.

Suggested Citation

  • Bakhshi-Jafarabadi, Reza & Doh Dinga, Christian, 2025. "Optimum tilt and azimuth of fixed grid-connected photovoltaic system for peak load shaving: a multi-scale model," Renewable Energy, Elsevier, vol. 255(C).
  • Handle: RePEc:eee:renene:v:255:y:2025:i:c:s096014812501376x
    DOI: 10.1016/j.renene.2025.123714
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S096014812501376X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2025.123714?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Schram, Wouter L. & Lampropoulos, Ioannis & van Sark, Wilfried G.J.H.M., 2018. "Photovoltaic systems coupled with batteries that are optimally sized for household self-consumption: Assessment of peak shaving potential," Applied Energy, Elsevier, vol. 223(C), pages 69-81.
    2. Ito, Risa & Lee, Sihwan, 2024. "Development of adjustable solar photovoltaic system for integration with solar shading louvers on building façades," Applied Energy, Elsevier, vol. 359(C).
    3. Le Roux, W.G., 2016. "Optimum tilt and azimuth angles for fixed solar collectors in South Africa using measured data," Renewable Energy, Elsevier, vol. 96(PA), pages 603-612.
    4. Shekar, Vinay & Abraham, Daniel & Caló, Antonio & Pongrácz, Eva, 2025. "Determining the optimal azimuth for solar-ready buildings: Simulating for maximising the economic value of solar PV installations in Lapland, Finland," Renewable Energy, Elsevier, vol. 241(C).
    5. Rowlands, Ian H. & Kemery, Briana Paige & Beausoleil-Morrison, Ian, 2011. "Optimal solar-PV tilt angle and azimuth: An Ontario (Canada) case-study," Energy Policy, Elsevier, vol. 39(3), pages 1397-1409, March.
    6. Joel Alpízar-Castillo & Victor Vega-Garita & Nishant Narayan & Laura Ramirez-Elizondo, 2023. "Open-Access Model of a PV–BESS System: Quantifying Power and Energy Exchange for Peak-Shaving and Self Consumption Applications," Energies, MDPI, vol. 16(14), pages 1-16, July.
    7. Agrawal, Monika & Chhajed, Priyank & Chowdhury, Amartya, 2022. "Performance analysis of photovoltaic module with reflector: Optimizing orientation with different tilt scenarios," Renewable Energy, Elsevier, vol. 186(C), pages 10-25.
    8. Li, Yanxue & Gao, Weijun & Ruan, Yingjun, 2018. "Performance investigation of grid-connected residential PV-battery system focusing on enhancing self-consumption and peak shaving in Kyushu, Japan," Renewable Energy, Elsevier, vol. 127(C), pages 514-523.
    9. Rampinelli, G.A. & Krenzinger, A. & Chenlo Romero, F., 2014. "Mathematical models for efficiency of inverters used in grid connected photovoltaic systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 34(C), pages 578-587.
    10. Lu, Ning & Qin, Jun, 2024. "Optimization of tilt angle for PV in China with long-term hourly surface solar radiation," Renewable Energy, Elsevier, vol. 229(C).
    11. Liu, Gang & Rasul, M.G. & Amanullah, M.T.O. & Khan, M.M.K., 2012. "Techno-economic simulation and optimization of residential grid-connected PV system for the Queensland climate," Renewable Energy, Elsevier, vol. 45(C), pages 146-155.
    12. Hartner, Michael & Ortner, André & Hiesl, Albert & Haas, Reinhard, 2015. "East to west – The optimal tilt angle and orientation of photovoltaic panels from an electricity system perspective," Applied Energy, Elsevier, vol. 160(C), pages 94-107.
    13. Lv, Yuexia & Si, Pengfei & Rong, Xiangyang & Yan, Jinyue & Feng, Ya & Zhu, Xiaohong, 2018. "Determination of optimum tilt angle and orientation for solar collectors based on effective solar heat collection," Applied Energy, Elsevier, vol. 219(C), pages 11-19.
    14. Hafez, A.Z. & Soliman, A. & El-Metwally, K.A. & Ismail, I.M., 2017. "Tilt and azimuth angles in solar energy applications – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 147-168.
    15. Bahrami, Arian & Okoye, Chiemeka Onyeka & Atikol, Ugur, 2016. "The effect of latitude on the performance of different solar trackers in Europe and Africa," Applied Energy, Elsevier, vol. 177(C), pages 896-906.
    16. Tian, Y. & Zhao, C.Y., 2013. "A review of solar collectors and thermal energy storage in solar thermal applications," Applied Energy, Elsevier, vol. 104(C), pages 538-553.
    17. Karimi, M. & Mokhlis, H. & Naidu, K. & Uddin, S. & Bakar, A.H.A., 2016. "Photovoltaic penetration issues and impacts in distribution network – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 594-605.
    18. Jafarkazemi, Farzad & Saadabadi, S. Ali, 2013. "Optimum tilt angle and orientation of solar surfaces in Abu Dhabi, UAE," Renewable Energy, Elsevier, vol. 56(C), pages 44-49.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chinchilla, Monica & Santos-Martín, David & Carpintero-Rentería, Miguel & Lemon, Scott, 2021. "Worldwide annual optimum tilt angle model for solar collectors and photovoltaic systems in the absence of site meteorological data," Applied Energy, Elsevier, vol. 281(C).
    2. Dey, Sumon & Lakshmanan, Madan Kumar & Pesala, Bala, 2018. "Optimal solar tree design for increased flexibility in seasonal energy extraction," Renewable Energy, Elsevier, vol. 125(C), pages 1038-1048.
    3. Hafez, A.Z. & Soliman, A. & El-Metwally, K.A. & Ismail, I.M., 2017. "Tilt and azimuth angles in solar energy applications – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 147-168.
    4. Al Garni, Hassan Z. & Awasthi, Anjali & Wright, David, 2019. "Optimal orientation angles for maximizing energy yield for solar PV in Saudi Arabia," Renewable Energy, Elsevier, vol. 133(C), pages 538-550.
    5. Barbón, A. & Ayuso, P. Fortuny & Bayón, L. & Silva, C.A., 2021. "A comparative study between racking systems for photovoltaic power systems," Renewable Energy, Elsevier, vol. 180(C), pages 424-437.
    6. Freitas, S. & Brito, M.C., 2019. "Non-cumulative only solar photovoltaics for electricity load-matching," Renewable and Sustainable Energy Reviews, Elsevier, vol. 109(C), pages 271-283.
    7. Zhong, Qing & Tong, Daoqin, 2020. "Spatial layout optimization for solar photovoltaic (PV) panel installation," Renewable Energy, Elsevier, vol. 150(C), pages 1-11.
    8. Gönül, Ömer & Yazar, Fatih & Duman, A. Can & Güler, Önder, 2022. "A comparative techno-economic assessment of manually adjustable tilt mechanisms and automatic solar trackers for behind-the-meter PV applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    9. Rehman, Tauseef-ur & Qaisrani, Mumtaz A. & Shafiq, M. Basit & Baba, Yousra Filali & Aslfattahi, Navid & Shahsavar, Amin & Cheema, Taqi Ahmad & Park, Cheol Woo, 2025. "Global perspectives on advancing photovoltaic system performance—A state-of-the-art review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(C).
    10. Kaddoura, Tarek O. & Ramli, Makbul A.M. & Al-Turki, Yusuf A., 2016. "On the estimation of the optimum tilt angle of PV panel in Saudi Arabia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 626-634.
    11. Xu, Luting & Long, Enshen & Wei, Jincheng & Cheng, Zhu & Zheng, Hanjie, 2021. "A new approach to determine the optimum tilt angle and orientation of solar collectors in mountainous areas with high altitude," Energy, Elsevier, vol. 237(C).
    12. Herrera-Romero, J.V. & Colorado-Garrido, D. & Escalante Soberanis, M.A. & Flota-Bañuelos, M., 2020. "Estimation of the optimum tilt angle of solar collectors in Coatzacoalcos, Veracruz," Renewable Energy, Elsevier, vol. 153(C), pages 615-623.
    13. Oh, Myeongchan & Kim, Jin-Young & Kim, Boyoung & Yun, Chang-Yeol & Kim, Chang Ki & Kang, Yong-Heack & Kim, Hyun-Goo, 2021. "Tolerance angle concept and formula for practical optimal orientation of photovoltaic panels," Renewable Energy, Elsevier, vol. 167(C), pages 384-394.
    14. Brown, Patrick R. & O’Sullivan, Francis M., 2019. "Shaping photovoltaic array output to align with changing wholesale electricity price profiles," Applied Energy, Elsevier, vol. 256(C).
    15. Mohammadi, Kasra & Khorasanizadeh, Hossein, 2015. "A review of solar radiation on vertically mounted solar surfaces and proper azimuth angles in six Iranian major cities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 504-518.
    16. Agrawal, Monika & Chhajed, Priyank & Chowdhury, Amartya, 2022. "Performance analysis of photovoltaic module with reflector: Optimizing orientation with different tilt scenarios," Renewable Energy, Elsevier, vol. 186(C), pages 10-25.
    17. Kwak, Younghoon & Mun, Sun-Hye & Park, Chang-Dae & Lee, Sang-Moon & Huh, Jung-Ho, 2022. "Statistical analysis of power generation of semi-transparent photovoltaic (STPV) for diversity in building envelope design: A mock-up test by azimuth and tilt angles," Renewable Energy, Elsevier, vol. 188(C), pages 651-669.
    18. Kovač, Marko & Stegnar, Gašper & Al-Mansour, Fouad & Merše, Stane & Pečjak, Andrej, 2019. "Assessing solar potential and battery instalment for self-sufficient buildings with simplified model," Energy, Elsevier, vol. 173(C), pages 1182-1195.
    19. Tang, Hong & Li, Bingxu & Zhang, Yingbo & Pan, Jingjing & Wang, Shengwei, 2025. "A coordinated predictive scheduling and real-time adaptive control for integrated building energy systems with hybrid storage and rooftop PV," Renewable Energy, Elsevier, vol. 239(C).
    20. Ma, Tao & Zhang, Yijie & Gu, Wenbo & Xiao, Gang & Yang, Hongxing & Wang, Shuxiao, 2022. "Strategy comparison and techno-economic evaluation of a grid-connected photovoltaic-battery system," Renewable Energy, Elsevier, vol. 197(C), pages 1049-1060.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:255:y:2025:i:c:s096014812501376x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.