IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v13y2020i14p3751-d387727.html
   My bibliography  Save this article

A Stochastic MPC Based Energy Management System for Simultaneous Participation in Continuous and Discrete Prosumer-to-Prosumer Energy Markets

Author

Listed:
  • Pablo Baez-Gonzalez

    (Department of Systems Engineering and Automatic Control, Universidad de Sevilla, 41092 Sevilla, Spain)

  • Felix Garcia-Torres

    (Applications Unit, Centro Nacional del Hidrógeno, 13500 Puertollano, Spain)

  • Miguel A. Ridao

    (Department of Systems Engineering and Automatic Control, Universidad de Sevilla, 41092 Sevilla, Spain)

  • Carlos Bordons

    (Department of Systems Engineering and Automatic Control, Universidad de Sevilla, 41092 Sevilla, Spain)

Abstract

This article studies the exchange of self-produced renewable energy between prosumers (and with pure end consumers), through the discrete trading of energy packages and proposes a framework for optimizing this exchange. In order to mitigate the imbalances derived from discrepancies between production and consumption and their respective forecasts, the simultaneous continuous trading of instantaneous power quotas is proposed, giving rise to a time-ahead market running in parallel with a real-time one. An energy management system (EMS) based on stochastic model predictive control (SMPC) simultaneously determines the optimal bidding strategies for both markets, as well as the optimal utilisation of any energy storage system (ESS). Simulations carried out for a heterogeneous group of agents show that those with SMPC-EMS achieve savings of between 3% and 15% in their energy operation economic result. The proposed structures allows the peer-to-peer (P2P) energy trading between end users without ESS and constitute a viable alternative to avoid deviation penalties in secondary regulation markets.

Suggested Citation

  • Pablo Baez-Gonzalez & Felix Garcia-Torres & Miguel A. Ridao & Carlos Bordons, 2020. "A Stochastic MPC Based Energy Management System for Simultaneous Participation in Continuous and Discrete Prosumer-to-Prosumer Energy Markets," Energies, MDPI, vol. 13(14), pages 1-23, July.
  • Handle: RePEc:gam:jeners:v:13:y:2020:i:14:p:3751-:d:387727
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/13/14/3751/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1996-1073/13/14/3751/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kuruseelan S & Vaithilingam C, 2019. "Peer-to-Peer Energy Trading of a Community Connected with an AC and DC Microgrid," Energies, MDPI, vol. 12(19), pages 1-15, September.
    2. Juhar Abdella & Khaled Shuaib, 2018. "Peer to Peer Distributed Energy Trading in Smart Grids: A Survey," Energies, MDPI, vol. 11(6), pages 1-22, June.
    3. Palacios-Garcia, E.J. & Moreno-Munoz, A. & Santiago, I. & Flores-Arias, J.M. & Bellido-Outeirino, F.J. & Moreno-Garcia, I.M., 2018. "A stochastic modelling and simulation approach to heating and cooling electricity consumption in the residential sector," Energy, Elsevier, vol. 144(C), pages 1080-1091.
    4. Jingpeng Yue & Zhijian Hu & Amjad Anvari-Moghaddam & Josep M. Guerrero, 2019. "A Multi-Market-Driven Approach to Energy Scheduling of Smart Microgrids in Distribution Networks," Sustainability, MDPI, vol. 11(2), pages 1-16, January.
    5. Lurian Pires Klein & Aleksandra Krivoglazova & Luisa Matos & Jorge Landeck & Manuel de Azevedo, 2019. "A Novel Peer-To-Peer Energy Sharing Business Model for the Portuguese Energy Market," Energies, MDPI, vol. 13(1), pages 1-20, December.
    6. Cristiano Codagnone & Bertin Martens, 2016. "Scoping the Sharing Economy: Origins, Definitions, Impact and Regulatory Issues," JRC Working Papers on Digital Economy 2016-01, Joint Research Centre.
    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. Mohamed Toub & Chethan R. Reddy & Rush D. Robinett & Mahdi Shahbakhti, 2021. "Integration and Optimal Control of MicroCSP with Building HVAC Systems: Review and Future Directions," Energies, MDPI, vol. 14(3), pages 1-41, January.
    2. Amrutha Raju Battula & Sandeep Vuddanti & Surender Reddy Salkuti, 2021. "Review of Energy Management System Approaches in Microgrids," Energies, MDPI, vol. 14(17), pages 1-32, September.

    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. Daisy Bertrand & Pierre-Yves Léo & Jean Philippe, 2019. "The New Go-Between Services: Peer-To-Peer Sharing Platforms In Hospitality Services," Post-Print hal-02299130, HAL.
    2. Manuel Sánchez-Pérez & Nuria Rueda-López & María Belén Marín-Carrillo & Eduardo Terán-Yépez, 2021. "Theoretical dilemmas, conceptual review and perspectives disclosure of the sharing economy: a qualitative analysis," Review of Managerial Science, Springer, vol. 15(7), pages 1849-1883, October.
    3. Tomasz Zalega, 2020. "The Sharing Economy and the Behaviour of Young Polish Singles: The Case of BlaBlaCar," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 4, pages 105-134.
    4. Santiago, I. & Moreno-Munoz, A. & Quintero-Jiménez, P. & Garcia-Torres, F. & Gonzalez-Redondo, M.J., 2021. "Electricity demand during pandemic times: The case of the COVID-19 in Spain," Energy Policy, Elsevier, vol. 148(PA).
    5. Tseng, Fang-Mei & Palma Gil, Eunice Ina N. & Lu, Louis Y.Y., 2021. "Developmental trajectories of blockchain research and its major subfields," Technology in Society, Elsevier, vol. 66(C).
    6. Capper, Timothy & Gorbatcheva, Anna & Mustafa, Mustafa A. & Bahloul, Mohamed & Schwidtal, Jan Marc & Chitchyan, Ruzanna & Andoni, Merlinda & Robu, Valentin & Montakhabi, Mehdi & Scott, Ian J. & Franci, 2022. "Peer-to-peer, community self-consumption, and transactive energy: A systematic literature review of local energy market models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 162(C).
    7. Santiago, Isabel & Palacios-Garcia, Emilio J. & Gonzalez-Redondo, Miguel & Arenas-Ramos, Victoria & Simon, Bernardo & Hayes, Barry P. & Moreno-Munoz, Antonio, 2024. "Assessment of generation capacity and economic viability of photovoltaic systems on urban buildings in southern Spain: A socioeconomic, technological, and regulatory analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 203(C).
    8. Samende, Cephas & Cao, Jun & Fan, Zhong, 2022. "Multi-agent deep deterministic policy gradient algorithm for peer-to-peer energy trading considering distribution network constraints," Applied Energy, Elsevier, vol. 317(C).
    9. Woo, Hongjoo & Shin, Daeun Chloe & Kim, Naeun Lauren & Tong, Zhenghao & Kwon, Soyon, 2024. "Can sharing with others whom consumers Can't see increase their sense of community? An examination of social presence on sharing platforms," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    10. Alessandra Chiarini & Lorenzo Compagnucci, 2022. "Blockchain, Data Protection and P2P Energy Trading: A Review on Legal and Economic Challenges," Sustainability, MDPI, vol. 14(23), pages 1-20, December.
    11. Hu, Wenxuan & Scholz, Yvonne & Yeligeti, Madhura & Deng, Ying & Jochem, Patrick, 2024. "Future electricity demand for Europe: Unraveling the dynamics of the Temperature Response Function," Applied Energy, Elsevier, vol. 368(C).
    12. Anna Jasinska-Biliczak, 2020. "TRIBE 2.0 – The Microcommunity Needs in the Frames of the Sharing Economy Concept," European Research Studies Journal, European Research Studies Journal, vol. 0(Special 2), pages 75-84.
    13. Uyikumhe Damisa & Nnamdi I. Nwulu & Pierluigi Siano, 2022. "Towards Blockchain-Based Energy Trading: A Smart Contract Implementation of Energy Double Auction and Spinning Reserve Trading," Energies, MDPI, vol. 15(11), pages 1-16, June.
    14. Yunwei Cai & Byung-Ryul Bae, 2023. "Antecedents of Engagement within Online Sharing Economy Communities," Sustainability, MDPI, vol. 15(10), pages 1-16, May.
    15. Maria Cesira Urzi Brancati & Annarosa Pesole & Enrique Férnandéz-Macías, 2020. "New evidence on platform workers in Europe: Results from the second COLLEEM survey," JRC Research Reports JRC118570, Joint Research Centre.
    16. Guo Bai & S. Ramakrishna Velamuri, 2021. "Contextualizing the Sharing Economy," Journal of Management Studies, Wiley Blackwell, vol. 58(4), pages 977-1001, June.
    17. Diane Coyle & Shane O'Connor, 2019. "Understanding the Sharing Economy," Economic Statistics Centre of Excellence (ESCoE) Discussion Papers ESCoE DP-2019-04, Economic Statistics Centre of Excellence (ESCoE).
    18. Brian Fabo & Jovana Karanovic & Katerina Dukova, 2017. "In search of an adequate European policy response to the platform economy," Transfer: European Review of Labour and Research, , vol. 23(2), pages 163-175, May.
    19. Schwidtal, J.M. & Piccini, P. & Troncia, M. & Chitchyan, R. & Montakhabi, M. & Francis, C. & Gorbatcheva, A. & Capper, T. & Mustafa, M.A. & Andoni, M. & Robu, V. & Bahloul, M. & Scott, I.J. & Mbavarir, 2023. "Emerging business models in local energy markets: A systematic review of peer-to-peer, community self-consumption, and transactive energy models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 179(C).
    20. Fernando V. Cerna & Mahdi Pourakbari-Kasmaei & Luizalba S. S. Pinheiro & Ehsan Naderi & Matti Lehtonen & Javier Contreras, 2021. "Intelligent Energy Management in a Prosumer Community Considering the Load Factor Enhancement," Energies, MDPI, vol. 14(12), pages 1-24, June.

    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:gam:jeners:v:13:y:2020:i:14:p:3751-:d:387727. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.