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Multi-objective optimization algorithm coupled to EnergyPLAN software: The EPLANopt model

Author

Listed:
  • Prina, Matteo Giacomo
  • Cozzini, Marco
  • Garegnani, Giulia
  • Manzolini, Giampaolo
  • Moser, David
  • Filippi Oberegger, Ulrich
  • Pernetti, Roberta
  • Vaccaro, Roberto
  • Sparber, Wolfram

Abstract

The planning of energy systems with high penetration of renewables is becoming more and more important due to environmental and security issues. On the other hand, high shares of renewables require proper grid integration strategies. In order to overcome these obstacles, the diversification of renewable energy technologies, programmable or not, coupled with different types of storage, daily and seasonal, is recommended. The optimization of the different energy sources is a multi-objective optimization problem because it concerns economical, technical and environmental aspects. The aim of this study is to present the model EPLANopt, developed by Eurac Research, which couples the deterministic simulation model EnergyPLAN developed by Aalborg University with a Multi-Objective Evolutionary Algorithm built on the Python library DEAP. The test case is the energy system of South Tyrol, for which results obtained through this methodology are presented. Particular attention is devoted to the analysis of energy efficiency in buildings. A curve representing the marginal costs of the different energy efficiency strategies versus the annual energy saving is applied to the model through an external Python script. This curve describes the energy efficiency costs for different types of buildings depending on construction period and location.

Suggested Citation

  • Prina, Matteo Giacomo & Cozzini, Marco & Garegnani, Giulia & Manzolini, Giampaolo & Moser, David & Filippi Oberegger, Ulrich & Pernetti, Roberta & Vaccaro, Roberto & Sparber, Wolfram, 2018. "Multi-objective optimization algorithm coupled to EnergyPLAN software: The EPLANopt model," Energy, Elsevier, vol. 149(C), pages 213-221.
    • Handle: RePEc:eee:energy:v:149:y:2018:i:c:p:213-221
    DOI: 10.1016/j.energy.2018.02.050
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    1. Konak, Abdullah & Coit, David W. & Smith, Alice E., 2006. "Multi-objective optimization using genetic algorithms: A tutorial," Reliability Engineering and System Safety, Elsevier, vol. 91(9), pages 992-1007.
    2. Lund, Rasmus & Mathiesen, Brian Vad, 2015. "Large combined heat and power plants in sustainable energy systems," Applied Energy, Elsevier, vol. 142(C), pages 389-395.
    3. Connolly, D. & Lund, H. & Mathiesen, B.V., 2016. "Smart Energy Europe: The technical and economic impact of one potential 100% renewable energy scenario for the European Union," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1634-1653.
    4. Čulig-Tokić, Dario & Krajačić, Goran & Doračić, Borna & Mathiesen, Brian Vad & Krklec, Robert & Larsen, Jesper Møller, 2015. "Comparative analysis of the district heating systems of two towns in Croatia and Denmark," Energy, Elsevier, vol. 92(P3), pages 435-443.
    5. Connolly, D. & Lund, H. & Mathiesen, B.V. & Leahy, M., 2011. "The first step towards a 100% renewable energy-system for Ireland," Applied Energy, Elsevier, vol. 88(2), pages 502-507, February.
    6. Fernandes, Liliana & Ferreira, Paula, 2014. "Renewable energy scenarios in the Portuguese electricity system," Energy, Elsevier, vol. 69(C), pages 51-57.
    7. Xiong, Weiming & Wang, Yu & Mathiesen, Brian Vad & Zhang, Xiliang, 2016. "Case study of the constraints and potential contributions regarding wind curtailment in Northeast China," Energy, Elsevier, vol. 110(C), pages 55-64.
    8. Novosel, T. & Ćosić, B. & Pukšec, T. & Krajačić, G. & Duić, N. & Mathiesen, B.V. & Lund, H. & Mustafa, M., 2015. "Integration of renewables and reverse osmosis desalination – Case study for the Jordanian energy system with a high share of wind and photovoltaics," Energy, Elsevier, vol. 92(P3), pages 270-278.
    9. Connolly, D. & Mathiesen, B.V. & Ridjan, I., 2014. "A comparison between renewable transport fuels that can supplement or replace biofuels in a 100% renewable energy system," Energy, Elsevier, vol. 73(C), pages 110-125.
    10. Connolly, D. & Lund, H. & Mathiesen, B.V. & Leahy, M., 2010. "A review of computer tools for analysing the integration of renewable energy into various energy systems," Applied Energy, Elsevier, vol. 87(4), pages 1059-1082, April.
    11. Andrea Herbst & Felipe Andrés Toro & Felix Reitze & Eberhard Jochem, 2012. "Introduction to Energy Systems Modelling," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 148(II), pages 111-135, June.
    12. Connolly, D. & Lund, H. & Mathiesen, B.V. & Pican, E. & Leahy, M., 2012. "The technical and economic implications of integrating fluctuating renewable energy using energy storage," Renewable Energy, Elsevier, vol. 43(C), pages 47-60.
    13. Connolly, D. & Lund, H. & Mathiesen, B.V. & Leahy, M., 2010. "Modelling the existing Irish energy-system to identify future energy costs and the maximum wind penetration feasible," Energy, Elsevier, vol. 35(5), pages 2164-2173.
    14. Lund, H. & Mathiesen, B.V., 2009. "Energy system analysis of 100% renewable energy systems—The case of Denmark in years 2030 and 2050," Energy, Elsevier, vol. 34(5), pages 524-531.
    15. Mathiesen, B.V. & Lund, H. & Connolly, D. & Wenzel, H. & Østergaard, P.A. & Möller, B. & Nielsen, S. & Ridjan, I. & Karnøe, P. & Sperling, K. & Hvelplund, F.K., 2015. "Smart Energy Systems for coherent 100% renewable energy and transport solutions," Applied Energy, Elsevier, vol. 145(C), pages 139-154.
    16. Lund, H. & Möller, B. & Mathiesen, B.V. & Dyrelund, A., 2010. "The role of district heating in future renewable energy systems," Energy, Elsevier, vol. 35(3), pages 1381-1390.
    17. Nastasi, Benedetto & Lo Basso, Gianluigi, 2016. "Hydrogen to link heat and electricity in the transition towards future Smart Energy Systems," Energy, Elsevier, vol. 110(C), pages 5-22.
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