Skip to main content
Erschienen in: Electrical Engineering 1/2021

24.08.2020 | Original Paper

Monte Carlo simulation of electric vehicle loads respect to return home from work and impacts to the low voltage side of distribution network

verfasst von: Önder Polat, Onur Hakkı Eyüboğlu, Ömer Gül

Erschienen in: Electrical Engineering | Ausgabe 1/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Usage of electrical vehicles (EV) is increasing at high rate due to their great benefits to the community well-being. However, EVs have considerable impacts to electrical power networks and especially to the low voltage side of the distribution network. In order to determine the impacts of EVs accurately, uncertain behaviors of drivers were modeled using Monte Carlo simulations. This method is proven to be a robust tool for the evaluation of stochastic processes and getting deterministic results out of it. Furthermore, real-world traffic pattern data were used to model drivers’ behaviors. Return home time of EVs was used as a charging start time, and average commute distance of drivers was used to determine the charging duration. Also, residential area was taken as a pilot network. Hourly basis transformer loading data were obtained and used to realistically reflect the base load of the pilot network. Load flow analysis was performed for non-EV and with-EVs scenarios. The results of the analysis were represented in a probabilistic approach. Violations of results were investigated according to power quality limits. Consequently, impacts of the EV charging load to the low voltage side of distribution network were analyzed in terms of voltage drops, transformers’ loadings, power losses and voltage unbalance. This study showed that with a 50% penetration rate of EVs, the probability of voltage violation increases by approximately 25%.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat ElNozahy MS, Salama MM (2013) A comprehensive study of the impacts of PHEVs on residential distribution networks. IEEE Trans Sustain Energy 5(1):332–342CrossRef ElNozahy MS, Salama MM (2013) A comprehensive study of the impacts of PHEVs on residential distribution networks. IEEE Trans Sustain Energy 5(1):332–342CrossRef
2.
Zurück zum Zitat Becker TA, Sidhu I (2009) Electric vehicles in the United States, a new model with forecasts to 2030. Technical brief, Center for Entrepreneurship & Technology (CET) Becker TA, Sidhu I (2009) Electric vehicles in the United States, a new model with forecasts to 2030. Technical brief, Center for Entrepreneurship & Technology (CET)
3.
Zurück zum Zitat Sortomme E, Hindi MM, MacPherson SJ, Venkata SS (2011) Coordinated charging of plug-in hybrid electric vehicles to minimize distribution system losses. IEEE Trans Smart Grid 2:186–193 Sortomme E, Hindi MM, MacPherson SJ, Venkata SS (2011) Coordinated charging of plug-in hybrid electric vehicles to minimize distribution system losses. IEEE Trans Smart Grid 2:186–193
4.
Zurück zum Zitat Kempton W, Tomic J (2005) Vehicle-to-grid power fundamentals: calculating capacity and net revenue. J Power Sources 144(1):268–279CrossRef Kempton W, Tomic J (2005) Vehicle-to-grid power fundamentals: calculating capacity and net revenue. J Power Sources 144(1):268–279CrossRef
5.
Zurück zum Zitat Putrus GA, Suwanapingkarl P, Johnston D, Bentley EC, Narayana M (2009) Impact of electric vehicles on power distribution networks. In: IEEE vehicle power and propulsion conference Putrus GA, Suwanapingkarl P, Johnston D, Bentley EC, Narayana M (2009) Impact of electric vehicles on power distribution networks. In: IEEE vehicle power and propulsion conference
6.
Zurück zum Zitat Clement-Nyns K, Haesen E, Driesen J (2009) The impact of charging plug-in hybrid electric vehicles on a residential distribution grid. IEEE Trans Power Syst 25:371–380CrossRef Clement-Nyns K, Haesen E, Driesen J (2009) The impact of charging plug-in hybrid electric vehicles on a residential distribution grid. IEEE Trans Power Syst 25:371–380CrossRef
7.
Zurück zum Zitat Gong Q, Midlam-Mohler S, Marano V, Rizzoni G (2011) Study of PEV charging on residential distribution transformer life. IEEE Trans Smart Grid 3(1):404–412CrossRef Gong Q, Midlam-Mohler S, Marano V, Rizzoni G (2011) Study of PEV charging on residential distribution transformer life. IEEE Trans Smart Grid 3(1):404–412CrossRef
8.
Zurück zum Zitat Blumsack S, Samaras C, Hines P (2008) Long-term electric system investments to support plug-in hybrid electric vehicles. In: Power and energy society general meeting Blumsack S, Samaras C, Hines P (2008) Long-term electric system investments to support plug-in hybrid electric vehicles. In: Power and energy society general meeting
9.
Zurück zum Zitat Camus C, Silva C, Farias TL, Esteves J (2009) Impact of plug-in hybrid electric vehicles in the Portuguese electric utility system. In: 2009 international conference on power engineering, energy and electrical drives Camus C, Silva C, Farias TL, Esteves J (2009) Impact of plug-in hybrid electric vehicles in the Portuguese electric utility system. In: 2009 international conference on power engineering, energy and electrical drives
10.
Zurück zum Zitat Hadley SW, Tsvetkova AA (2009) Potential impacts of plug-in hybrid electric vehicles on regional power generation. Electr J 22(10):56–68CrossRef Hadley SW, Tsvetkova AA (2009) Potential impacts of plug-in hybrid electric vehicles on regional power generation. Electr J 22(10):56–68CrossRef
11.
Zurück zum Zitat Scharrenberg R, Vonk B, Nguyen PH (2014) EV stochastic modelling and its impacts on the Dutch distribution network. In: 2014 international conference on probabilistic methods applied to power systems (PMAPS), pp 1–6 Scharrenberg R, Vonk B, Nguyen PH (2014) EV stochastic modelling and its impacts on the Dutch distribution network. In: 2014 international conference on probabilistic methods applied to power systems (PMAPS), pp 1–6
12.
Zurück zum Zitat Zhang B, Sun Y, Li B, Li J (2012) A modeling method for the power demand of electric vehicles based on Monte Carlo simulation. In: 2012 Asia-Pacific power and energy engineering conference, pp 1–5 Zhang B, Sun Y, Li B, Li J (2012) A modeling method for the power demand of electric vehicles based on Monte Carlo simulation. In: 2012 Asia-Pacific power and energy engineering conference, pp 1–5
13.
Zurück zum Zitat Leou RC, Su CL, Lu CN (2014) Stochastic analysis of electric vehicle charging impacts on distribution network. IEEE Trans Power Syst 3(29):1055–1063CrossRef Leou RC, Su CL, Lu CN (2014) Stochastic analysis of electric vehicle charging impacts on distribution network. IEEE Trans Power Syst 3(29):1055–1063CrossRef
14.
Zurück zum Zitat Başbakanlık TC (1984) Elektrik İç Tesisleri Yönetmeliği. Resmi Gazete, 11 April 1984 (in Turkish) Başbakanlık TC (1984) Elektrik İç Tesisleri Yönetmeliği. Resmi Gazete, 11 April 1984 (in Turkish)
15.
Zurück zum Zitat Istanbul Metropolitan Municipality—Department of Transportation (2011) Istanbul Metropolitan Transportation Master Plan (IUAP), May 2011 (in Turkish) Istanbul Metropolitan Municipality—Department of Transportation (2011) Istanbul Metropolitan Transportation Master Plan (IUAP), May 2011 (in Turkish)
16.
Zurück zum Zitat Setia GA, Sianipar GHM, Samudra K, Haz F, Winanti N, Iskandar HR (2019) Implementation of backward–forward sweep method on load model variation of distribution systems. In: International conference on high voltage engineering and power systems (ICHVEPS), Indonesia Setia GA, Sianipar GHM, Samudra K, Haz F, Winanti N, Iskandar HR (2019) Implementation of backward–forward sweep method on load model variation of distribution systems. In: International conference on high voltage engineering and power systems (ICHVEPS), Indonesia
Metadaten
Titel
Monte Carlo simulation of electric vehicle loads respect to return home from work and impacts to the low voltage side of distribution network
verfasst von
Önder Polat
Onur Hakkı Eyüboğlu
Ömer Gül
Publikationsdatum
24.08.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
Electrical Engineering / Ausgabe 1/2021
Print ISSN: 0948-7921
Elektronische ISSN: 1432-0487
DOI
https://doi.org/10.1007/s00202-020-01093-5

Weitere Artikel der Ausgabe 1/2021

Electrical Engineering 1/2021 Zur Ausgabe

Neuer Inhalt