f Load modeling of electric bus charging station from data obtained through Phasor Measurement Units
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Load modeling of electric bus charging station from data obtained through Phasor Measurement Units

Author(s): Ricardo Isaza – Ruget* Cristhian Perilla and Javier Rosero-García

Publisher : FOREX Publication

Published : 25 October 2024

e-ISSN : 2347-470X

Page(s) : 1188-1195




Ricardo Isaza – Ruget, Universidad Nacional de Colombia; Email: risazar@unal.edu.co

Cristhian Perilla, Universidad Nacional de Colombia; Email: caperillag@unal.edu.co

Javier Rosero-García*, Universidad Nacional de Colombia; Email: jaroserog@unal.edu.co

    [1] G. Brückmann and T. Bernauer, “What drives public support for policies to enhance electric vehicle adoption?,” Environmental Research Letters, vol. 15, no. 9, p. 094002, Sep. 2020, doi: 10.1088/1748-9326/ab90a5.
    [2] F. Alanazi, “Electric Vehicles: Benefits, Challenges, and Potential Solutions for Widespread Adaptation,” Applied Sciences, vol. 13, no. 10, p. 6016, May 2023, doi: 10.3390/app13106016.
    [3] G. Santos and H. Davies, “Incentives for quick penetration of electric vehicles in five European countries: Perceptions from experts and stakeholders,” Transp Res Part A Policy Pract, vol. 137, pp. 326–342, Jul. 2020, doi: 10.1016/j.tra.2018.10.034.
    [4] X. Huang, D. Wu, and B. Boulet, “Ensemble Learning for Charging Load Forecasting of Electric Vehicle Charging Stations,” in 2020 IEEE Electric Power and Energy Conference (EPEC), IEEE, Nov. 2020, pp. 1–5. doi: 10.1109/EPEC48502.2020.9319916.
    [5] L. T. M. Mota and A. A. Mota, “Load modeling at electric power distribution substations using dynamic load parameters estimation,” International Journal of Electrical Power & Energy Systems, vol. 26, no. 10, pp. 805–811, Dec. 2004, doi: 10.1016/j.ijepes.2004.07.002.
    [6] H.- Rivera et al., “Citation: An Overview of Electric Vehicle Load Modeling Strategies for Grid Integration Studies,” 2024, doi: 10.3390/electronics13122259.
    [7] X. Wang, H. J. Kaleybar, M. Brenna, and D. Zaninelli, “Power Quality Indicators of Electric Vehicles in Distribution Grid,” in 2022 20th International Conference on Harmonics & Quality of Power (ICHQP), IEEE, May 2022, pp. 1–6. doi: 10.1109/ICHQP53011.2022.9808823.
    [8] M. H. Cedillo, H. Sun, J. Jiang, and Y. Cao, “Dynamic pricing and control for EV charging stations with solar generation,” Appl Energy, vol. 326, p. 119920, Nov. 2022, doi: 10.1016/j.apenergy.2022.119920.
    [9] T. Mannari and H. Hatta, “CIRED workshop on E-mobility and power distribution systems Analysis on the effect of V2G aggregation on distribution network based on traffic simulator,” 2022.
    [10] U. Bin Irshad and S. Rafique, “Stochastic Modelling of Electric Vehicle’s Charging Behaviour in Parking Lots,” in 2020 IEEE Transportation Electrification Conference & Expo (ITEC), IEEE, Jun. 2020, pp. 748–752. doi: 10.1109/ITEC48692.2020.9161566.
    [11] A. Huaman-Rivera, R. Calloquispe-Huallpa, A. C. L. Luna Hernandez, and A. Irizarry-Rivera, “An Overview of Electric Vehicle Load Modeling Strategies for Grid Integration Studies,” Electronics 2024, Vol. 13, Page 2259, vol. 13, no. 12, p. 2259, Jun. 2024, doi: 10.3390/ELECTRONICS13122259.
    [12] K. Fungyai, N. Sangmeg, A. Pichetjamroen, S. Dechanupaprittha, and N. Somakettarin, “Determination of ZIP Load Model Parameters based on Synchrophasor Data by Genetic Algorithm,” 2020 8th International Electrical Engineering Congress, iEECON 2020, Mar. 2020, doi: 10.1109/IEECON48109.2020.229509.
    [13] S. Han et al., “Measurement-based static load modeling using the PMU data installed on the university load,” Journal of Electrical Engineering and Technology, vol. 7, no. 5, pp. 653–658, 2012, doi: 10.5370/JEET.2012.7.5.653.
    [14] M. Leinakse, Estimation and Conversion of Static Load Models of Aggregated Transmission System Loads.
    [15] I. R. Navarro, “Dynamic Load Models for Power Systems Estimation of Time-Varying Parameters During Normal Operation.” [Online]. Available: http://www.iea.lth.se
    [16] M. Leinakse, Estimation and Conversion of Static Load Models of Aggregated Transmission System Loads.
    [17] A. Arif, Z. Wang, J. Wang, B. Mather, H. Bashualdo, and D. Zhao, “Load Modeling—A Review,” IEEE Trans Smart Grid, vol. 9, no. 6, pp. 5986–5999, Nov. 2018, doi: 10.1109/TSG.2017.2700436.
    [18] “Front Matter,” in Variable Generation, Flexible Demand, Elsevier, 2021, p. iii. doi: 10.1016/b978-0-12-823810-3.01001-3.
    [19] K. M. Ramachandran and C. P. Tsokos, Mathematical statistics with applications. Academic Press, 2009.
    [20] G. Frigo, A. Derviskadic, Y. Zuo, and M. Paolone, “PMU-Based ROCOF Measurements: Uncertainty Limits and Metrological Significance in Power System Applications,” IEEE Trans Instrum Meas, vol. 68, no. 10, pp. 3810–3822, Oct. 2019, doi: 10.1109/TIM.2019.2907756.
    [21] A. Derviskadic, Y. Zuo, G. Frigo, and M. Paolone, “Under Frequency Load Shedding based on PMU Estimates of Frequency and ROCOF,” in 2018 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), IEEE, Oct. 2018, pp. 1–6. doi: 10.1109/ISGTEurope.2018.8571481.
    [22] S. You et al., “Calculate Center-of-Inertia Frequency and System RoCoF Using PMU Data,” in 2021 IEEE Power & Energy Society General Meeting (PESGM), IEEE, Jul. 2021, pp. 1–5. doi: 10.1109/PESGM46819.2021.9638108.
    [23] D. Tzelepis, E. Tsotsopoulou, Q. Hong, V. Terzija, and C. Booth, “Measuring technologies for future power grids,” Encyclopedia of Electrical and Electronic Power Engineering: Volumes 1-3, vol. 2, pp. 310–319, Jan. 2023, doi: 10.1016/B978-0-12-821204-2.00147-1.
    [24] J. Reback et al., “pandas-dev/pandas: Pandas 1.0.1,” Feb. 2020, doi: 10.5281/ZENODO.3644238.
    [25] J. D. Hunter, “Matplotlib: A 2D Graphics Environment,” Comput Sci Eng, vol. 9, no. 3, pp. 90–95, 2007, doi: 10.1109/MCSE.2007.55.
    [26] F. Pedregosa FABIANPEDREGOSA et al., “Scikit-learn: Machine Learning in Python Gaël Varoquaux Bertrand Thirion Vincent Dubourg Alexandre Passos PEDREGOSA, VAROQUAUX, GRAMFORT ET AL. Matthieu Perrot,” Journal of Machine Learning Research, vol. 12, pp. 2825–2830, 2011, Accessed: Oct. 18, 2022. [Online]. Available: http://scikit-learn.sourceforge.net.
    [27] P. Virtanen et al., “SciPy 1.0: fundamental algorithms for scientific computing in Python,” Nat Methods, vol. 17, no. 3, pp. 261–272, Mar. 2020, doi: 10.1038/s41592-019-0686-2. in Python,” Nat Methods, vol. 17, no. 3, pp. 261–272, Mar. 2020, doi: 10.1038/s41592-019-0686-2.

Ricardo Isaza – Ruget, Cristhian Perilla and Javier Rosero-García (2024), Load modeling of electric bus charging station from data obtained through Phasor Measurement Units. IJEER 12(4), 1188-1195. DOI: 10.37391/IJEER.120409.