IDEAS home Printed from https://ideas.repec.org/a/sae/engenv/v31y2020i8p1448-1472.html
   My bibliography  Save this article

Analyzing energy poverty using intelligent approach

Author

Listed:
  • Milena N Rajić
  • Miroslav B Milovanović
  • Dragan S Antić
  • Rado M Maksimović
  • Pedja M Milosavljević
  • Dragan Lj Pavlović

Abstract

The study represents a new approach of analyzing energy poverty using an intelligent method based on social factors. Energy poverty represents one of the most vital problems, especially in recent years, with serious implications in the social, economic, environmental, political, and health sphere. Identifying and measuring social energy parameters represents a challenge not only on the national, but also on the regional level. This research represents a new approach to neural network application in energy systems and energy resource planning activities with the aim of analyzing energy poverty with real socio-economic data. The analyzed data are associated with social factors within one country. The newly developed model includes a new data optimization framework for pre-processing and selecting the most important parameters from a raw dataset. In analyzing energy poverty, it is concluded that its weakness is based on the actual energy consumption of households (both electricity and heat consumption). The model presented in this paper uses 15 influential parameters in energy prediction.

Suggested Citation

  • Milena N Rajić & Miroslav B Milovanović & Dragan S Antić & Rado M Maksimović & Pedja M Milosavljević & Dragan Lj Pavlović, 2020. "Analyzing energy poverty using intelligent approach," Energy & Environment, , vol. 31(8), pages 1448-1472, December.
    • Handle: RePEc:sae:engenv:v:31:y:2020:i:8:p:1448-1472
    DOI: 10.1177/0958305X20907087
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0958305X20907087
    Download Restriction: no
    File URL: https://libkey.io/10.1177/0958305X20907087?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
    ---><---

    References listed on IDEAS

    as
    1. Tirado Herrero, Sergio & Ürge-Vorsatz, Diana, 2012. "Trapped in the heat: A post-communist type of fuel poverty," Energy Policy, Elsevier, vol. 49(C), pages 60-68.
    2. Xu, X.Y. & Ang, B.W., 2014. "Analysing residential energy consumption using index decomposition analysis," Applied Energy, Elsevier, vol. 113(C), pages 342-351.
    3. Bing Wang & Hua-Nan Li & Xiao-Chen Yuan & Zhen-Ming Sun, 2017. "Energy Poverty in China: A Dynamic Analysis Based on a Hybrid Panel Data Decision Model," Energies, MDPI, vol. 10(12), pages 1-14, November.
    4. Camprubí, Lluís & Malmusi, Davide & Mehdipanah, Roshanak & Palència, Laia & Molnar, Agnes & Muntaner, Carles & Borrell, Carme, 2016. "Façade insulation retrofitting policy implementation process and its effects on health equity determinants: A realist review," Energy Policy, Elsevier, vol. 91(C), pages 304-314.
    5. Stefan Bouzarovski, 2014. "Energy poverty in the European Union: landscapes of vulnerability," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 3(3), pages 276-289, May.
    6. Thomson, Harriet & Snell, Carolyn, 2013. "Quantifying the prevalence of fuel poverty across the European Union," Energy Policy, Elsevier, vol. 52(C), pages 563-572.
    7. Alexandru Maxim & Costică Mihai & Constantin-Marius Apostoaie & Cristian Popescu & Costel Istrate & Ionel Bostan, 2016. "Implications and Measurement of Energy Poverty across the European Union," Sustainability, MDPI, vol. 8(5), pages 1-20, May.
    8. Bouzarovski, Stefan & Petrova, Saska & Sarlamanov, Robert, 2012. "Energy poverty policies in the EU: A critical perspective," Energy Policy, Elsevier, vol. 49(C), pages 76-82.
    9. Papada, Lefkothea & Kaliampakos, Dimitris, 2018. "A Stochastic Model for energy poverty analysis," Energy Policy, Elsevier, vol. 116(C), pages 153-164.
    10. Andrew K. Copus, 2001. "From Core-periphery to Polycentric Development: Concepts of Spatial and Aspatial Peripherality," European Planning Studies, Taylor & Francis Journals, vol. 9(4), pages 539-552, June.
    11. Teller-Elsberg, Jonathan & Sovacool, Benjamin & Smith, Taylor & Laine, Emily, 2016. "Fuel poverty, excess winter deaths, and energy costs in Vermont: Burdensome for whom?," Energy Policy, Elsevier, vol. 90(C), pages 81-91.
    12. repec:dau:papers:123456789/14815 is not listed on IDEAS
    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. Milena Nebojša Rajić & Rado M. Maksimović & Pedja Milosavljević, 2023. "Emergency Planning and Disaster Recovery Management Model in Hospitality—Plan-Do-Check-Act Cycle Approach," Sustainability, MDPI, vol. 15(7), pages 1-18, April.
    2. Milena Nebojsa Rajić & Rado M. Maksimović & Pedja Milosavljević, 2022. "Energy Management Model for Sustainable Development in Hotels within WB6," Sustainability, MDPI, vol. 14(24), pages 1-19, December.
    3. Zorana Zoran Stanković & Milena Nebojsa Rajic & Zorana Božić & Peđa Milosavljević & Ancuța Păcurar & Cristina Borzan & Răzvan Păcurar & Emilia Sabău, 2024. "The Volatility Dynamics of Prices in the European Power Markets during the COVID-19 Pandemic Period," Sustainability, MDPI, vol. 16(6), pages 1-16, March.
    4. Lefkothea Papada & Dimitris Kaliampakos, 2024. "Artificial Neural Networks as a Tool to Understand Complex Energy Poverty Relationships: The Case of Greece," Energies, MDPI, vol. 17(13), pages 1-19, June.
    5. Ren, Zhiyuan & Zhu, Yuhan & Jin, Canyang & Xu, Aiting, 2023. "Social capital and energy poverty: Empirical evidence from China," Energy, Elsevier, vol. 267(C).

    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. Eva Llera-Sastresa & Sabina Scarpellini & Pilar Rivera-Torres & Juan Aranda & Ignacio Zabalza-Bribián & Alfonso Aranda-Usón, 2017. "Energy Vulnerability Composite Index in Social Housing, from a Household Energy Poverty Perspective," Sustainability, MDPI, vol. 9(5), pages 1-20, April.
    2. Dalia Streimikiene & Vidas Lekavičius & Tomas Baležentis & Grigorios L. Kyriakopoulos & Josef Abrhám, 2020. "Climate Change Mitigation Policies Targeting Households and Addressing Energy Poverty in European Union," Energies, MDPI, vol. 13(13), pages 1-24, July.
    3. Recep Ulucak & Ramazan Sari & Seyfettin Erdogan & Rui Alexandre Castanho, 2021. "Bibliometric Literature Analysis of a Multi-Dimensional Sustainable Development Issue: Energy Poverty," Sustainability, MDPI, vol. 13(17), pages 1-21, August.
    4. Pilar Murias & Beatriz Valcárcel-Aguiar & Rosa María Regueiro-Ferreira, 2020. "A Territorial Estimate for Household Energy Vulnerability: An Application for Spain," Sustainability, MDPI, vol. 12(15), pages 1-21, July.
    5. Agnieszka Biernat-Jarka & Paulina Trębska & Sławomir Jarka, 2021. "The Role of Renewable Energy Sources in Alleviating Energy Poverty in Households in Poland," Energies, MDPI, vol. 14(10), pages 1-21, May.
    6. Chiara Grazini, 2023. "La poverta' energetica come privazione delle capacita' (Energy poverty as capabilities deprivation)," Moneta e Credito, Economia civile, vol. 76(301), pages 3-25.
    7. Bouzarovski, Stefan & Simcock, Neil, 2017. "Spatializing energy justice," Energy Policy, Elsevier, vol. 107(C), pages 640-648.
    8. Koďousková, Hedvika & Bořuta, Dominik, 2022. "Energy poverty in Slovakia: Officially defined, but misrepresented in major policies," Energy Policy, Elsevier, vol. 168(C).
    9. Rodriguez-Alvarez, Ana & Llorca, Manuel & Jamasb, Tooraj, 2021. "Alleviating energy poverty in Europe: Front-runners and laggards," Energy Economics, Elsevier, vol. 103(C).
    10. Shahzad, Umer & Gupta, Mansi & Sharma, Gagan Deep & Rao, Amar & Chopra, Ritika, 2022. "Resolving energy poverty for social change: Research directions and agenda," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    11. Igawa, Moegi & Managi, Shunsuke, 2022. "Energy poverty and income inequality: An economic analysis of 37 countries," Applied Energy, Elsevier, vol. 306(PB).
    12. George E. Halkos & Panagiotis-Stavros C. Aslanidis, 2023. "Addressing Multidimensional Energy Poverty Implications on Achieving Sustainable Development," Energies, MDPI, vol. 16(9), pages 1-30, April.
    13. Siksnelyte-Butkiene, Indre & Streimikiene, Dalia & Balezentis, Tomas, 2022. "Addressing sustainability issues in transition to carbon-neutral sustainable society with multi-criteria analysis," Energy, Elsevier, vol. 254(PA).
    14. Pacudan, Romeo & Hamdan, Mahani, 2019. "Electricity tariff reforms, welfare impacts, and energy poverty implications," Energy Policy, Elsevier, vol. 132(C), pages 332-343.
    15. Yiming Xiao & Han Wu & Guohua Wang & Hong Mei, 2021. "Mapping the Worldwide Trends on Energy Poverty Research: A Bibliometric Analysis (1999–2019)," IJERPH, MDPI, vol. 18(4), pages 1-22, February.
    16. Halkos, George E. & Gkampoura, Eleni-Christina, 2021. "Evaluating the effect of economic crisis on energy poverty in Europe," Renewable and Sustainable Energy Reviews, Elsevier, vol. 144(C).
    17. Alexandru Maxim & Costică Mihai & Constantin-Marius Apostoaie & Cristian Popescu & Costel Istrate & Ionel Bostan, 2016. "Implications and Measurement of Energy Poverty across the European Union," Sustainability, MDPI, vol. 8(5), pages 1-20, May.
    18. Fabbri, Kristian, 2015. "Building and fuel poverty, an index to measure fuel poverty: An Italian case study," Energy, Elsevier, vol. 89(C), pages 244-258.
    19. Lowans, Christopher & Furszyfer Del Rio, Dylan & Sovacool, Benjamin K. & Rooney, David & Foley, Aoife M., 2021. "What is the state of the art in energy and transport poverty metrics? A critical and comprehensive review," Energy Economics, Elsevier, vol. 101(C).
    20. John M. Polimeni & Mihaela Simionescu & Raluca I. Iorgulescu, 2022. "Energy Poverty and Personal Health in the EU," IJERPH, MDPI, vol. 19(18), pages 1-21, 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:sae:engenv:v:31:y:2020:i:8:p:1448-1472. 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: SAGE Publications (email available below). General contact details of provider: .

    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.