IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v339y2023ics0306261923003082.html
   My bibliography  Save this article

Digital twin of a Fresnel solar collector for solar cooling

Author

Listed:
  • Machado, Diogo Ortiz
  • Chicaiza, William D.
  • Escaño, Juan M.
  • Gallego, Antonio J.
  • de Andrade, Gustavo A.
  • Normey-Rico, Julio E.
  • Bordons, Carlos
  • Camacho, Eduardo F.

Abstract

This work develops digital entities of a commercial Fresnel Solar Collector (FSC) installed in an absorption cooling plant. The objective is to create and validate models that describe the FSC dynamics across its whole operation range during the day and the night. Thus, the temperatures range between operation temperature of 180 °C and almost ambient temperature due to overnight heat losses. In the same sense, the flow range between zero to 13m3/h. The idea is that the digital twin will aid start-up and shut-down optimization and control design reliability. The paper employs two modeling approaches, then evaluates their twinning/adaptation time and performance validation. One model uses phenomenological modeling through Partial Differential Equations (PDE) and parameters identification, and another uses a data-driven technique with Adaptive Neuro-Fuzzy Inference Systems (ANFIS). The available measurement data sets comprise 25 days of operation with a sampling time of 20 s which, after outlier removal, filtering and treatment, resulted in 108416 samples. The validation considers six separate operating days. Results show that both models can twinning/adapt considering measured data. The models present pretty good results and are suitable for control and optimization. Besides, this is the first paper considering the FSC mirror defocus action on dynamic modeling and validation.

Suggested Citation

  • Machado, Diogo Ortiz & Chicaiza, William D. & Escaño, Juan M. & Gallego, Antonio J. & de Andrade, Gustavo A. & Normey-Rico, Julio E. & Bordons, Carlos & Camacho, Eduardo F., 2023. "Digital twin of a Fresnel solar collector for solar cooling," Applied Energy, Elsevier, vol. 339(C).
    • Handle: RePEc:eee:appene:v:339:y:2023:i:c:s0306261923003082
    DOI: 10.1016/j.apenergy.2023.120944
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261923003082
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2023.120944?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Ceusters, Glenn & Rodríguez, Román Cantú & García, Alberte Bouso & Franke, Rüdiger & Deconinck, Geert & Helsen, Lieve & Nowé, Ann & Messagie, Maarten & Camargo, Luis Ramirez, 2021. "Model-predictive control and reinforcement learning in multi-energy system case studies," Applied Energy, Elsevier, vol. 303(C).
    2. Machado, Diogo Ortiz & Sánchez, Adolfo J. & Gallego, Antonio J. & de Andrade, Gustavo A. & Normey-Rico, Julio E. & Bordons, Carlos & Camacho, Eduardo F., 2022. "Split-range control for improved operation of solar absorption cooling plants," Renewable Energy, Elsevier, vol. 192(C), pages 361-372.
    3. Machado, Diogo Ortiz & Andrade, Gustavo Artur & Normey-Rico, Julio Elias & Bordons, Carlos, 2022. "Optimal operation of Concentrating Solar Collector fields using exergy-based hierarchical control," Energy, Elsevier, vol. 239(PE).
    4. Brandão, Adriano Silva Martins & da Costa Mendes, Paulo Renato & Normey-Rico, Julio Elias, 2022. "Simplified optical model, aiming strategy and partial defocusing strategy for solar Fresnel collectors," Renewable Energy, Elsevier, vol. 188(C), pages 11-36.
    5. Kincaid, Nicholas & Mungas, Greg & Kramer, Nicholas & Wagner, Michael & Zhu, Guangdong, 2018. "An optical performance comparison of three concentrating solar power collector designs in linear Fresnel, parabolic trough, and central receiver," Applied Energy, Elsevier, vol. 231(C), pages 1109-1121.
    6. Ghilardi, Lavinia Marina Paola & Castelli, Alessandro Francesco & Moretti, Luca & Morini, Mirko & Martelli, Emanuele, 2021. "Co-optimization of multi-energy system operation, district heating/cooling network and thermal comfort management for buildings," Applied Energy, Elsevier, vol. 302(C).
    7. Granacher, Julia & Nguyen, Tuong-Van & Castro-Amoedo, Rafael & Maréchal, François, 2022. "Overcoming decision paralysis—A digital twin for decision making in energy system design," Applied Energy, Elsevier, vol. 306(PA).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Akshay Ranade & Javier Gómez & Andrew de Juan & William D. Chicaiza & Michael Ahern & Juan M. Escaño & Andriy Hryshchenko & Olan Casey & Aidan Cloonan & Dominic O’Sullivan & Ken Bruton & Alan McGibney, 2024. "Implementing Industry 4.0: An In-Depth Case Study Integrating Digitalisation and Modelling for Decision Support System Applications," Energies, MDPI, vol. 17(8), pages 1-28, April.
    2. Hamza Assia & Houari Merabet Boulouiha & William David Chicaiza & Juan Manuel Escaño & Abderrahmane Kacimi & José Luis Martínez-Ramos & Mouloud Denai, 2023. "Wind Turbine Active Fault Tolerant Control Based on Backstepping Active Disturbance Rejection Control and a Neurofuzzy Detector," Energies, MDPI, vol. 16(14), pages 1-22, July.

    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. Wu, Long & Yin, Xunyuan & Pan, Lei & Liu, Jinfeng, 2022. "Economic model predictive control of integrated energy systems: A multi-time-scale framework," Applied Energy, Elsevier, vol. 328(C).
    2. Francisco José Sepúlveda & María Teresa Miranda & Irene Montero & José Ignacio Arranz & Francisco Javier Lozano & Manuel Matamoros & Paloma Rodríguez, 2019. "Analysis of Potential Use of Linear Fresnel Collector for Direct Steam Generation in Industries of the Southwest of Europe," Energies, MDPI, vol. 12(21), pages 1-15, October.
    3. Gokhale, Gargya & Claessens, Bert & Develder, Chris, 2022. "Physics informed neural networks for control oriented thermal modeling of buildings," Applied Energy, Elsevier, vol. 314(C).
    4. Ning, Jiajun & Xiong, Lixin, 2024. "Analysis of the dynamic evolution process of the digital transformation of renewable energy enterprises based on the cooperative and evolutionary game model," Energy, Elsevier, vol. 288(C).
    5. Awan, Ahmed Bilal & Zubair, Muhammad & Chandra Mouli, Kotturu V.V., 2020. "Design, optimization and performance comparison of solar tower and photovoltaic power plants," Energy, Elsevier, vol. 199(C).
    6. Ajbar, Wassila & Parrales, A. & Huicochea, A. & Hernández, J.A., 2022. "Different ways to improve parabolic trough solar collectors’ performance over the last four decades and their applications: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    7. Cesar Lucio & Omar Behar & Bassam Dally, 2023. "Techno-Economic Assessment of CPVT Spectral Splitting Technology: A Case Study on Saudi Arabia," Energies, MDPI, vol. 16(14), pages 1-23, July.
    8. Dong, Zihang & Zhang, Xi & Li, Yijun & Strbac, Goran, 2023. "Values of coordinated residential space heating in demand response provision," Applied Energy, Elsevier, vol. 330(PB).
    9. Shupeng Zheng & Zecheng Luo & Jiwu Wu & Lunyuan Zhang & Yijian He, 2024. "Study on Multivariable Dynamic Matrix Control for a Novel Solar Hybrid STIGT System," Energies, MDPI, vol. 17(6), pages 1-27, March.
    10. Nguyen, Hai-Tra & Safder, Usman & Loy-Benitez, Jorge & Yoo, ChangKyoo, 2022. "Optimal demand side management scheduling-based bidirectional regulation of energy distribution network for multi-residential demand response with self-produced renewable energy," Applied Energy, Elsevier, vol. 322(C).
    11. Saletti, Costanza & Morini, Mirko & Gambarotta, Agostino, 2022. "Smart management of integrated energy systems through co-optimization with long and short horizons," Energy, Elsevier, vol. 250(C).
    12. Wang, Qiliang & Yao, Yao & Shen, Yongting & Shen, Zhicheng & Yang, Hongxing, 2024. "A mutually beneficial system incorporating parabolic trough concentrating solar power system with photovoltaics: A comprehensive techno-economic analysis," Applied Energy, Elsevier, vol. 360(C).
    13. Memme, Samuele & Fossa, Marco, 2023. "Ray tracing analysis of linear Fresnel concentrators and the effect of plant azimuth on their optical efficiency," Renewable Energy, Elsevier, vol. 216(C).
    14. Hertel, Julian D. & Canals, Vincent & Pujol-Nadal, Ramón, 2020. "On-site optical characterization of large-scale solar collectors through ray-tracing optimization," Applied Energy, Elsevier, vol. 262(C).
    15. Hu, Mingke & Zhao, Bin & Suhendri, S. & Cao, Jingyu & Wang, Qiliang & Riffat, Saffa & Yang, Ronggui & Su, Yuehong & Pei, Gang, 2022. "Experimental study on a hybrid solar photothermic and radiative cooling collector equipped with a rotatable absorber/emitter plate," Applied Energy, Elsevier, vol. 306(PB).
    16. Sarvar-Ardeh, Sajjad & Rashidi, Saman & Rafee, Roohollah & Li, Guiqiang, 2024. "Recent advances in the applications of solar-driven co-generation systems for heat, freshwater and power," Renewable Energy, Elsevier, vol. 225(C).
    17. Spinti, Jennifer P. & Smith, Philip J. & Smith, Sean T. & Díaz-Ibarra, Oscar H., 2023. "Atikokan Digital Twin, Part B: Bayesian decision theory for process optimization in a biomass energy system," Applied Energy, Elsevier, vol. 334(C).
    18. Gonzalez-Salazar, Miguel & Klossek, Julia & Dubucq, Pascal & Punde, Thomas, 2023. "Portfolio optimization in district heating: Merit order or mixed integer linear programming?," Energy, Elsevier, vol. 265(C).
    19. Zhang, Yijie & Ma, Tao & Yang, Hongxing, 2022. "Grid-connected photovoltaic battery systems: A comprehensive review and perspectives," Applied Energy, Elsevier, vol. 328(C).
    20. Amr A. Elshazly & Mahmoud M. Badr & Mohamed Mahmoud & William Eberle & Maazen Alsabaan & Mohamed I. Ibrahem, 2024. "Reinforcement Learning for Fair and Efficient Charging Coordination for Smart Grid," Energies, MDPI, vol. 17(18), pages 1-28, September.

    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:appene:v:339:y:2023:i:c:s0306261923003082. 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.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    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.