IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v14y2021i18p5848-d636267.html
   My bibliography  Save this article

Energy System Monitoring Based on Fuzzy Cognitive Modeling and Dynamic Clustering

Author

Listed:
  • Vadim Borisov

    (Department of Computer Engineering, National Research University “Moscow Power Engineering Institute” (Smolensk Branch), 214013 Smolensk, Russia)

  • Maksim Dli

    (Department of Information Technology in Economics and Management, National Research University “Moscow Power Engineering Institute” (Smolensk Branch), 214013 Smolensk, Russia)

  • Artem Vasiliev

    (Rector, Moscow University for Industry and Finance “Synergy”, 129090 Moscow, Russia)

  • Yaroslav Fedulov

    (Department of Computer Engineering, National Research University “Moscow Power Engineering Institute” (Smolensk Branch), 214013 Smolensk, Russia)

  • Elena Kirillova

    (Department of Information Technology in Economics and Management, National Research University “Moscow Power Engineering Institute” (Smolensk Branch), 214013 Smolensk, Russia)

  • Nikolay Kulyasov

    (Higher School of Tariff Regulation, Plekhanov Russian University of Economics, 117997 Moscow, Russia)

Abstract

A feature of energy systems (ESs) is the diversity of objects, as well as the variety and manifold of the interconnections between them. A method for monitoring ESs clusters is proposed based on the combined use of a fuzzy cognitive approach and dynamic clustering. A fuzzy cognitive approach allows one to represent the interdependencies between ESs objects in the form of fuzzy impact relations, the analysis results of which are used to substantiate indicators for fuzzy clustering of ESs objects and to analyze the stability of clusters and ESs. Dynamic clustering methods are used to monitor the cluster structure of ESs, namely, to assess the drift of cluster centers, to determine the disappearance or emergence of new clusters, and to unite or separate clusters of ESs.

Suggested Citation

  • Vadim Borisov & Maksim Dli & Artem Vasiliev & Yaroslav Fedulov & Elena Kirillova & Nikolay Kulyasov, 2021. "Energy System Monitoring Based on Fuzzy Cognitive Modeling and Dynamic Clustering," Energies, MDPI, vol. 14(18), pages 1-11, September.
    • Handle: RePEc:gam:jeners:v:14:y:2021:i:18:p:5848-:d:636267
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/14/18/5848/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1996-1073/14/18/5848/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Martin, Ben R., 2012. "The evolution of science policy and innovation studies," Research Policy, Elsevier, vol. 41(7), pages 1219-1239.
    2. Geels, Frank W., 2010. "Ontologies, socio-technical transitions (to sustainability), and the multi-level perspective," Research Policy, Elsevier, vol. 39(4), pages 495-510, May.
    3. Susana Borrás & Jakob Edler (ed.), 2014. "The Governance of Socio-Technical Systems," Books, Edward Elgar Publishing, number 16034.
    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. Vermunt, D.A. & Wojtynia, N. & Hekkert, M.P. & Van Dijk, J. & Verburg, R. & Verweij, P.A. & Wassen, M. & Runhaar, H., 2022. "Five mechanisms blocking the transition towards ‘nature-inclusive’ agriculture: A systemic analysis of Dutch dairy farming," Agricultural Systems, Elsevier, vol. 195(C).
    2. Davies, Andrew & Manning, Stephan & Söderlund, Jonas, 2018. "When neighboring disciplines fail to learn from each other: The case of innovation and project management research," Research Policy, Elsevier, vol. 47(5), pages 965-979.
    3. Carlo Rega & Alessandro Bonifazi, 2020. "The Rise of Resilience in Spatial Planning: A Journey through Disciplinary Boundaries and Contested Practices," Sustainability, MDPI, vol. 12(18), pages 1-18, September.
    4. Baldwin, Carliss Y. & Bogers, Marcel L.A.M. & Kapoor, Rahul & West, Joel, 2024. "Focusing the ecosystem lens on innovation studies," Research Policy, Elsevier, vol. 53(3).
    5. Jordi Molas-Gallart & Alejandra Boni & Sandro Giachi & Johan Schot, 2021. "A formative approach to the evaluation of Transformative Innovation Policies [The Need for Reflexive Evaluation Approaches in Development Cooperation]," Research Evaluation, Oxford University Press, vol. 30(4), pages 431-442.
    6. Petersen, Alexander M. & Rotolo, Daniele & Leydesdorff, Loet, 2016. "A triple helix model of medical innovation: Supply, demand, and technological capabilities in terms of Medical Subject Headings," Research Policy, Elsevier, vol. 45(3), pages 666-681.
    7. Filippo Corsini & Rafael Laurenti & Franziska Meinherz & Francesco Paolo Appio & Luca Mora, 2019. "The Advent of Practice Theories in Research on Sustainable Consumption: Past, Current and Future Directions of the Field," Sustainability, MDPI, vol. 11(2), pages 1-19, January.
    8. Capellán-Pérez, Iñigo & Campos-Celador, Álvaro & Terés-Zubiaga, Jon, 2018. "Renewable Energy Cooperatives as an instrument towards the energy transition in Spain," Energy Policy, Elsevier, vol. 123(C), pages 215-229.
    9. Serhat Burmaoglu & Ozcan Saritas, 2019. "An evolutionary analysis of the innovation policy domain: Is there a paradigm shift?," Scientometrics, Springer;Akadémiai Kiadó, vol. 118(3), pages 823-847, March.
    10. Pandza, Krsto & Ellwood, Paul, 2013. "Strategic and ethical foundations for responsible innovation," Research Policy, Elsevier, vol. 42(5), pages 1112-1125.
    11. James Boyer & Jean-Marc Touzard, 2021. "To what extent do an innovation system and cleaner technological regime affect the decision-making process of climate change adaptation? Evidence from wine producers in three wine clusters in France," Post-Print hal-03290224, HAL.
    12. Karolina Isaksson & Satu Heikkinen, 2018. "Sustainability Transitions at the Frontline. Lock-in and Potential for Change in the Local Planning Arena," Sustainability, MDPI, vol. 10(3), pages 1-17, March.
    13. Havas, Attila & Weber, K. Matthias, 2017. "The 'fit' between forward-looking activities and the innovation policy governance sub-system: A framework to explore potential impacts," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 327-337.
    14. Sam Hampton & Richard Blundel & Aqueel Wahga & Tina Fawcett & Christopher Shaw, 2022. "Transforming small and medium‐sized enterprises to address the climate emergency: The case for values‐based engagement," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1424-1439, September.
    15. Merrie, Andrew & Olsson, Per, 2014. "An innovation and agency perspective on the emergence and spread of Marine Spatial Planning," Marine Policy, Elsevier, vol. 44(C), pages 366-374.
    16. Marek Jemala & Ľubomír Jemala, 2015. "How Are Technologies Patented in Developed and Developing Countries of EU? [Ako sú technológie patentované v rozvinutých a rozvíjajúcich sa krajinách európskej únie?]," Acta Oeconomica Pragensia, Prague University of Economics and Business, vol. 2015(1), pages 27-44.
    17. Avelino, Flor & Wittmayer, Julia M. & Pel, Bonno & Weaver, Paul & Dumitru, Adina & Haxeltine, Alex & Kemp, René & Jørgensen, Michael S. & Bauler, Tom & Ruijsink, Saskia & O'Riordan, Tim, 2019. "Transformative social innovation and (dis)empowerment," Technological Forecasting and Social Change, Elsevier, vol. 145(C), pages 195-206.
    18. Souzanchi Kashani, Ebrahim & Roshani, Saeed, 2019. "Evolution of innovation system literature: Intellectual bases and emerging trends," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 68-80.
    19. María Jesús Rosado-García & Renata Kubus & Ramón Argüelles-Bustillo & María Jesús García-García, 2021. "A New European Bauhaus for a Culture of Transversality and Sustainability," Sustainability, MDPI, vol. 13(21), pages 1-22, October.
    20. Catia Milena Lopes & Annibal José Scavarda & Mauricio Nunes Macedo de Carvalho & André Luis Korzenowski, 2018. "The Business Model and Innovation Analyses: The Sustainable Transition Obstacles and Drivers for the Hospital Supply Chains," Resources, MDPI, vol. 8(1), pages 1-17, December.

    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:14:y:2021:i:18:p:5848-:d:636267. 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.