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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
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    References listed on IDEAS

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    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).

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