IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v322y2025ics0360544225012800.html
   My bibliography  Save this article

Phase diagram calculation and neural network prediction of nitrate/nitrite molten salts with wide working temperature range for thermal storage system

Author

Listed:
  • Wang, Yuanyuan
  • Wang, Zixuan
  • Lu, Yuanwei
  • Wu, Yuting
  • Zhang, Cancan

Abstract

Molten salt with wide temperature range is an excellent thermal energy storage medium, which is essential in concentrating solar power plants. In this work, the novel nitrate/nitrite molten salts for thermal energy storage (TES) were designed. The eutectic points of the NaNO3-KNO2 and NaNO3-NaNO2 systems were predicted by developing the back-propagation (BP) neural network optimized based on genetic algorithm (GA). In addition, the phase diagrams of the molten salts were calculated using the thermodynamic sub-regular solution model (SSM). The nitrate/nitrite thermodynamic database was supplemented. Based on experimental validation, both BP-GA and SSM methods were effective means of predicting the molten salts eutectic points, with maximum prediction errors of 7.9 % and 6.0 %, respectively. The liquid usage temperature ranges for NaNO3-KNO2 and NaNO3-KNO2 eutectic salts were 152.4–612.2 °C and 232.4–602.0 °C, respectively. The sensible heat storage density of NaNO3-KNO2 molten salt was 729.8 kJ/kg, which was about 63.5 % higher than the Solar salt. This work not only provided methods for screening target molten salt, but also provided the theoretical and experimental basis for the widespread application of molten salts for TES. In future work, we will further optimize the prediction algorithm and explore the long-term thermal stability of the preferred molten salts.

Suggested Citation

  • Wang, Yuanyuan & Wang, Zixuan & Lu, Yuanwei & Wu, Yuting & Zhang, Cancan, 2025. "Phase diagram calculation and neural network prediction of nitrate/nitrite molten salts with wide working temperature range for thermal storage system," Energy, Elsevier, vol. 322(C).
  • Handle: RePEc:eee:energy:v:322:y:2025:i:c:s0360544225012800
    DOI: 10.1016/j.energy.2025.135638
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544225012800
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.energy.2025.135638?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. Li, Xiang & Wu, Shuang & Wang, Yang & Xie, Leidong, 2018. "Experimental investigation and thermodynamic modeling of an innovative molten salt for thermal energy storage (TES)," Applied Energy, Elsevier, vol. 212(C), pages 516-526.
    2. Zhang, Xiaoyi & Zhang, Rui & Feng, Cuiyang & Wang, Yue & Zhao, Meilin & Zhao, Xin, 2024. "Decomposition analysis of renewable energy demand and coupling effect between renewable energy and energy demand: Evidence from China," Renewable Energy, Elsevier, vol. 237(PC).
    3. Khalili, Siavash & Lopez, Gabriel & Breyer, Christian, 2025. "Role and trends of flexibility options in 100% renewable energy system analyses towards the Power-to-X Economy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 212(C).
    4. Kenisarin, Murat M., 2010. "High-temperature phase change materials for thermal energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(3), pages 955-970, April.
    5. Na, Heya & Zhang, Cancan & Wu, Yuting & Wang, Guoqing & Lu, Yuanwei, 2024. "Effect of Na2CO3 content on thermophysical properties, corrosion behaviors of KNO3-NaNO2 molten salt," Energy, Elsevier, vol. 311(C).
    6. Villada, Carolina & Bonk, Alexander & Bauer, Thomas & Bolívar, Francisco, 2018. "High-temperature stability of nitrate/nitrite molten salt mixtures under different atmospheres," Applied Energy, Elsevier, vol. 226(C), pages 107-115.
    7. Iverson, Brian D. & Conboy, Thomas M. & Pasch, James J. & Kruizenga, Alan M., 2013. "Supercritical CO2 Brayton cycles for solar-thermal energy," Applied Energy, Elsevier, vol. 111(C), pages 957-970.
    8. Wang, Tao & Mantha, Divakar & Reddy, Ramana G., 2013. "Novel low melting point quaternary eutectic system for solar thermal energy storage," Applied Energy, Elsevier, vol. 102(C), pages 1422-1429.
    9. Li, Xiang & Wang, Yang & Wu, Shuang & Xie, Leidong, 2018. "Preparation and investigation of multicomponent alkali nitrate/nitrite salts for low temperature thermal energy storage," Energy, Elsevier, vol. 160(C), pages 1021-1029.
    10. Peng, Qiang & Yang, Xiaoxi & Ding, Jing & Wei, Xiaolan & Yang, Jianping, 2013. "Design of new molten salt thermal energy storage material for solar thermal power plant," Applied Energy, Elsevier, vol. 112(C), pages 682-689.
    11. Starke, Allan R. & Cardemil, José M. & Bonini, Vinicius R.B. & Escobar, Rodrigo & Castro-Quijada, Matías & Videla, Álvaro, 2024. "Assessing the performance of novel molten salt mixtures on CSP applications," Applied Energy, Elsevier, vol. 359(C).
    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. Adrián Caraballo & Santos Galán-Casado & Ángel Caballero & Sara Serena, 2021. "Molten Salts for Sensible Thermal Energy Storage: A Review and an Energy Performance Analysis," Energies, MDPI, vol. 14(4), pages 1-15, February.
    2. Han, Dongmei & Guene Lougou, Bachirou & Xu, Yantao & Shuai, Yong & Huang, Xing, 2020. "Thermal properties characterization of chloride salts/nanoparticles composite phase change material for high-temperature thermal energy storage," Applied Energy, Elsevier, vol. 264(C).
    3. Skrbek, Kryštof & Bartůněk, Vilém & Sedmidubský, David, 2022. "Molten salt-based nanocomposites for thermal energy storage: Materials, preparation techniques and properties," Renewable and Sustainable Energy Reviews, Elsevier, vol. 164(C).
    4. Tian, Heqing & Wang, Weilong & Ding, Jing & Wei, Xiaolan, 2021. "Thermal performance and economic evaluation of NaCl–CaCl2 eutectic salt for high-temperature thermal energy storage," Energy, Elsevier, vol. 227(C).
    5. El-Sayed, Wael G. & Attia, Nour F. & Ismail, Ibrahim & El-Khayat, Mohamed & Nogami, Masanobu & Abdel-Mottaleb, M.S.A., 2021. "Innovative and cost-effective nanodiamond based molten salt nanocomposite as efficient heat transfer fluid and thermal energy storage media," Renewable Energy, Elsevier, vol. 177(C), pages 596-602.
    6. Nunes, V.M.B. & Queirós, C.S. & Lourenço, M.J.V. & Santos, F.J.V. & Nieto de Castro, C.A., 2016. "Molten salts as engineering fluids – A review," Applied Energy, Elsevier, vol. 183(C), pages 603-611.
    7. Michał Jurczyk & Tomasz Spietz & Agata Czardybon & Szymon Dobras & Karina Ignasiak & Łukasz Bartela & Wojciech Uchman & Jakub Ochmann, 2024. "Review of Thermal Energy Storage Materials for Application in Large-Scale Integrated Energy Systems—Methodology for Matching Heat Storage Solutions for Given Applications," Energies, MDPI, vol. 17(14), pages 1-28, July.
    8. Du, Lichan & Ding, Jing & Tian, Heqing & Wang, Weilong & Wei, Xiaolan & Song, Ming, 2017. "Thermal properties and thermal stability of the ternary eutectic salt NaCl-CaCl2-MgCl2 used in high-temperature thermal energy storage process," Applied Energy, Elsevier, vol. 204(C), pages 1225-1230.
    9. Nunes, V.M.B. & Lourenço, M.J.V. & Santos, F.J.V. & Nieto de Castro, C.A., 2019. "Molten alkali carbonates as alternative engineering fluids for high temperature applications," Applied Energy, Elsevier, vol. 242(C), pages 1626-1633.
    10. Jiang, Feng & Zhang, Lingling & She, Xiaohui & Li, Chuan & Cang, Daqiang & Liu, Xianglei & Xuan, Yimin & Ding, Yulong, 2020. "Skeleton materials for shape-stabilization of high temperature salts based phase change materials: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    11. Zhao, Bing-chen & Cheng, Mao-song & Liu, Chang & Dai, Zhi-min, 2018. "System-level performance optimization of molten-salt packed-bed thermal energy storage for concentrating solar power," Applied Energy, Elsevier, vol. 226(C), pages 225-239.
    12. Song, Chao & Che, Jinbo & Wang, Fengnian & Wang, Rui & Li, Yinshi, 2025. "Modelling investigation for multi-physics heat storage performance of solar-driven calcium looping in moving bed collector based on CFD-DEM," Applied Energy, Elsevier, vol. 379(C).
    13. Elfeky, K.E. & Mohammed, A.G. & Ahmed, N. & Lu, Lin & Wang, Qiuwang, 2020. "Thermal and economic evaluation of phase change material volume fraction for thermocline tank used in concentrating solar power plants," Applied Energy, Elsevier, vol. 267(C).
    14. Li, Xiang & Wu, Shuang & Wang, Yang & Xie, Leidong, 2018. "Experimental investigation and thermodynamic modeling of an innovative molten salt for thermal energy storage (TES)," Applied Energy, Elsevier, vol. 212(C), pages 516-526.
    15. Gustavo García-Martin & María I. Lasanta & María T. de Miguel & Andre Illana Sánchez & Francisco J. Pérez-Trujillo, 2021. "Corrosion Behavior of VM12-SHC Steel in Contact with Solar Salt and Ternary Molten Salt in Accelerated Fluid Conditions," Energies, MDPI, vol. 14(18), pages 1-16, September.
    16. Xu, Ben & Li, Peiwen & Chan, Cholik & Tumilowicz, Eric, 2015. "General volume sizing strategy for thermal storage system using phase change material for concentrated solar thermal power plant," Applied Energy, Elsevier, vol. 140(C), pages 256-268.
    17. Liu, Ming & Steven Tay, N.H. & Bell, Stuart & Belusko, Martin & Jacob, Rhys & Will, Geoffrey & Saman, Wasim & Bruno, Frank, 2016. "Review on concentrating solar power plants and new developments in high temperature thermal energy storage technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 1411-1432.
    18. Mostafavi Tehrani, S. Saeed & Shoraka, Yashar & Nithyanandam, Karthik & Taylor, Robert A., 2019. "Shell-and-tube or packed bed thermal energy storage systems integrated with a concentrated solar power: A techno-economic comparison of sensible and latent heat systems," Applied Energy, Elsevier, vol. 238(C), pages 887-910.
    19. ELSihy, ELSaeed Saad & Mokhtar, Omar & Xu, Chao & Du, Xiaoze & Adel, Mohamed, 2023. "Cyclic performance characterization of a high-temperature thermal energy storage system packed with rock/slag pebbles granules combined with encapsulated phase change materials," Applied Energy, Elsevier, vol. 331(C).
    20. Li, Xiang & Wang, Yang & Wu, Shuang & Xie, Leidong, 2018. "Preparation and investigation of multicomponent alkali nitrate/nitrite salts for low temperature thermal energy storage," Energy, Elsevier, vol. 160(C), pages 1021-1029.

    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:energy:v:322:y:2025:i:c:s0360544225012800. 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/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.