journal article·2024-09-10Open access

High-Resolution Monitored Data Analysis of EV Public Charging Stations for Modelled Grid Impact Validation

Aaron Estrada Poggio, Giuseppe Rotondo, Matteo Giacomo Prina, Alyona Zubaryeva, Wolfram Sparber

Applied Sciences· Volume 14· Issue 18

Abstract

As electric vehicle adoption grows, understanding the impact of electric vehicle charging on electricity grids becomes increasingly important. Accurate grid impact modelling requires high-quality charging infrastructure data. This study examined the electric vehicle recharging infrastructure and usage patterns in a region of the Italian Alps over a three-year period from 2021 to 2023. The primary objectives were to analyze the growth and distribution of electric vehicle charging stations, assess energy consumption, and evaluate charging behaviours across various recharging points. The research involved collecting empirical data from 411,800 recharging sessions and simulated data using the emobpy tool to model energy consumption and charging behavior. Key findings reveal a substantial increase in the number of recharging points, from 673 in 2021 to 970 in 2023, with the total energy delivered increasing from 938 MWh in 2021 to 4133 MWh in 2023. The data showed distinct temporal trends: AC points were primarily used during the day, while DC points saw higher usage during morning and late afternoon peaks, aligning with travelling times. The study’s validation of simulation results against empirical data emphasized the importance of high-quality input for accurate grid impact assessments. These findings suggest the necessity for strategic placement of recharging infrastructure and provide practical insights for policymakers, urban planners, and utility companies to support sustainable electric vehicle integration.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Electric Vehicles and Infrastructure · Advanced Battery Technologies Research · Advanced battery technologies research

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Eurac Research, Institute for Renewable Energy, 39100 Bolzano, Italy

Funding

Zero Emission LIFE IP LifeAlps LIFE17 · European Union—NextGenerationEU

References (48)

Show source-provided references
1. IPCC (2022, May 01). Climate Change 2022: Mitigation of Climate Change. Contribution of Working Group III to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Available online: https://www.ipcc.ch/report/ar6/wg3/.
2. IEA (2023, May 05). Global EV Outlook 2023. Available online: https://www.iea.org/reports/global-ev-outlook-2023.
3. Impact analysis of vehicle-to-grid technology and charging strategies of electric vehicles on distribution networks-A review10.1016/j.jpowsour.2014.12.020 ↗
4. Modeling of load demand due to EV battery charging in distribution systems10.1109/TPWRS.2010.2057456 ↗
5. Assessment of the impact of plug-in electric vehicles on distribution networks10.1109/TPWRS.2010.2049133 ↗
6. Plug-in electric vehicles in electric distribution networks: A review of smart charging approaches10.1016/j.rser.2014.07.040 ↗
7. Grid influenced peer-to-peer energy trading10.1109/TSG.2019.2937981 ↗
8. On the ease of being green: An investigation of the inconvenience of electric vehicle charging10.1016/j.apenergy.2019.114090 ↗
9. Location-based data analysis for electric vehicle charging stations
10. Hildermeier, J., Kolokathis, C., Rosenow, J., Hogan, M., Wiese, C., and Jahn, A. (2019). Smart EV charging: A global review of promising practices. World Electr. Veh. J., 10.10.3390/wevj10040080 ↗
11. Intelligent parking garage EV charging scheduling considering battery charging characteristic10.1109/TIE.2017.2740834 ↗
12. Hybrid optimization for economic deployment of ESS in PV-integrated EV charging stations10.1109/TII.2017.2713481 ↗
13. Hernández-Leal, P., Kaisers, M., Baarslag, T., and de Cote, E.M. (2017). A survey of learning in multiagent environments: Dealing with non-stationarity. arXiv.
14. Smart load management of plug-in electric vehicles in distribution and residential networks with charging stations for peak shaving and loss minimisation considering voltage regulation10.1049/iet-gtd.2010.0574 ↗
15. Van den Hoed, R., Helmus, J.R., de Vries, R., and Bardok, D. (2013, January 17–20). Data analysis on the public charge infrastructure in the city of Amsterdam. Proceedings of the 2013 World Electric Vehicle Symposium and Exhibition (EVS27), Barcelona, Spain.10.1109/EVS.2013.6915009 ↗
16. Benchmarking Charging Infrastructure Utilization10.3390/wevj8040754 ↗
17. Wolbertus, R., and Van den Hoed, R. (2017, January 14–16). Managing parking pressure concerns related to charging stations for electric vehicles: Data analysis on the case of daytime charging in The Hague. Proceedings of the European Battery, Hybrid & Fuel Cell Electric Vehicle Congress, Geneva, Switzerland.
18. Almaghrebi, A., Shom, S., Al Juheshi., F., James, K., and Alahmad, M. (2019, January 19–21). Analysis of User Charging Behavior at Public Charging Stations. Proceedings of the 2019 IEEE Transportation Electrification Conference and Expo (ITEC), Detroit, MI, USA.10.1109/ITEC.2019.8790534 ↗
19. Almaghrebi, A., Al Juheshi, F., Nekl, J., James, K., and Alahmad, M. (2020, January 23–26). Analysis of Energy Consumption at Public Charging Stations, a Nebraska Case Study. Proceedings of the 2020 IEEE Transportation Electrification Conference & Expo (ITEC), Chicago, IL, USA.10.1109/ITEC48692.2020.9161456 ↗
20. Technical and economic analysis of battery electric buses with different charging rates10.1016/j.trd.2024.104254 ↗
21. Friese, P.A., Michalk, W., Fischer, M., Hardt, C., and Bogenberger, K. (2021). Charging point usage in Germany—Automated retrieval, analysis, usage types explained. Sustainability, 13.10.3390/su132313046 ↗
22. Future standard and fast charging infrastructure planning: An analysis of electric vehicle charging behaviour10.1016/j.enpol.2015.12.001 ↗
23. Optimization of Charging-Station Location and Capacity Determination Based on Optical Storage, Charging Integration, and Multi-Strategy Fusion10.56578/jgelcd030101 ↗
24. Electric vehicle scheduling: State of the art, critical challenges, and future research opportunities
25. Optimal scheduling of renewable micro-grids considering plug-in hybrid electric vehicle charging demand10.1016/j.energy.2016.01.063 ↗
26. Charging scheduling of electric vehicles with local renewable energy under uncertain electric vehicle arrival and grid power price10.1109/TVT.2013.2295591 ↗
27. Anderson, J.E., Böttcher, N., and Kuhnimhof, T. (2016). An Approach to Determine Charging Infrastructure for One Million Electric Vehicles in Germany. Proceedings of the TRB 95th Annual Meeting Compendium of Papers, Transportation Research Board.
28. Ienkamp, M. (2021). Multi-Criteria, Co-Evolutionary Charging Behavior: An Agent-Based Simulation of Urban Electromobility. World Electr. Veh. J., 12.10.3390/wevj12010018 ↗
29. Economic Feasibility of Solar-Powered Electric Vehicle Charging Stations: A Case Study in Ngawi, Indonesia
30. Design and Economic Analysis of a Solar-Powered Charging Station for Personal Electric Vehicles in Indonesia10.56578/jse030201 ↗
31. A network-based dispatch model for evaluating the spatial and temporal effects of plug-in electric vehicle charging on GHG emissions10.1016/j.trd.2015.04.014 ↗
32. Istituto Nazionale di Statistica-ISTAT (2023, May 16). Il Censimento Permanente della Popolazione a Bolzano-Anno 2021. Available online: https://www.istat.it/it/files//2023/10/Bolzano_Focus-2021_Censimento-permanente.pdf.
33. Istituto Nazionale di Statistica-ISTAT (2023, May 15). Il Censimento Permanente della Popolazione in Trentino-Anno 2021. Available online: https://www.istat.it/it/files//2023/09/Trento_Focus-2021_Censimento-permanente.pdf.
34. Istituto Nazionale di Statistica-ISTAT (2023, May 15). Dati Statistici per il Territorio. Available online: https://www.istat.it/it/archivio/253460.
35. Istituto Provinciale di Statistica Provincia Autonoma di Bolzano-ASTAT (2023, September 07). Andamento Turistico-2021/22. Available online: https://astat.provincia.bz.it/it/news-pubblicazioni-info.asp?news_action=300&news_image_id=1151130.
36. Istituto di Statistica Provincia Autonoma di Trento-ISPAT (2023, May 15). Annuario del Turismo Online. Available online: https://statweb.provincia.tn.it/annuario/(S(rk3uot55hr13kd45o35ogx55))/default.aspx?t=at.
37. E-mobility and Sustainable Tourism Transport in Remote Areas
38. Camera di Commercio Industria Artigianato e Agricoltura di Bolzano (2024, May 15). L’economia ha Bisogno di Infrastrutture Efficienti. Available online: https://www.handelskammer.bz.it/it/l’economia-ha-bisogno-di-infrastrutture-efficienti.
39. (2021, September 19). TERNA. Statistiche Regionali 2021. Available online: https://download.terna.it/terna/Terna_Annuario_Statistico_2021_8dafd2a9a68989c.pdf.
40. Bottarin, R., Tappeiner, G., Viganò, F., Ciurnelli, S., Gasparella, A., Kaser, G., Sparber, W., Testa, F., and Tasser, E. (2022, May 07). Piano Clima Alto Adige 2040. Available online: https://www.klimaland.bz/wp-content/uploads/Klimaplan-Suedtirol-2040_ITA_WEB-pagine-singole.pdf.
41. Motus-E (2023, May 15). Le Infrastrutture di Ricarica a Uso Pubblico in Italia 2023. Available online: https://www.motus-e.org/wp-content/uploads/2023/02/Report-Infrastrutture-di-ricarica-a-uso-pubblico-Italia-quarta-edizione.pdf.
42. Automobile Club d’Italia-ACI (2024, May 15). Dati e Statistiche. Available online: https://www.aci.it/laci/studi-e-ricerche/dati-e-statistiche.html.
43. School of Management-Politecnico di Milano and Energy & Strategy Group (2022, May 17). Smart Mobility Report 2022. Available online: https://www.mobility.enelx.com/content/dam/enelxmobility/global/documenti/SMR22_web.pdf.
44. An open tool for creating battery- electric vehicle time series from empirical data, emobpy10.1038/s41597-021-00932-9 ↗
45. Evaluating hourly charging profiles for different electric vehicles and charging strategies10.1016/j.est.2024.112388 ↗
46. European Alternative Fuels Observatory (2024, May 15). European Alternative Fuels Observatory-General Information-Recharging Systems. Available online: https://alternative-fuels-observatory.ec.europa.eu/general-information/recharging-systems.
47. HDMotori (2024, June 14). A Bolzano il Nuovo Hub di Ricarica di Neogy con Stazioni da 400 kW. Available online: http://www.hdmotori.it/auto/articoli/n574803/neogy-hub-bolzano-ricarica-auto-elettriche-400-kw.
48. TERNA (2024, July 16). Pubblicazioni Statistiche. Available online: https://www.terna.it/it/sistema-elettrico/statistiche/pubblicazioni-statistiche.