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The effect of electric vehicles on waveform distortion in different types of low-voltage networks
Luleå University of Technology, Department of Engineering Sciences and Mathematics, Energy Science.ORCID iD: 0009-0000-4187-049X
2026 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Electrification of the transportation sector is an important part of the transition towards net-zero emissions. The resulting increase in electric-vehicle charging, ranging from residential charging to high-power and megawatt-scale charging, introduces new demands on distribution networks and increases the penetration of power-electronic converters. One consequence is waveform distortion, including harmonics, interharmonics, and supraharmonics, whose magnitude and propagation depend not only on the charger emissions but also on the interaction between the converter and the surrounding network.

This thesis investigates waveform distortion from electric-vehicle charging through a combination of laboratory and field measurements, converter modelling, network analysis, and hosting-capacity studies. Measurements of Mode 3 and Mode 4 charging, together with specialised vehicle-to-vehicle charging cases, show that charger emissions cannot in general be represented by a single fixed spectrum. Harmonic, interharmonic, and supraharmonic emissions vary with charger architecture, operating stage, power level, phase, background distortion, and network impedance. The measurements further show that the nature of the distortion differs across frequency ranges, reinforcing the need for broadband assessment rather than consideration of conventional harmonics alone. 

To represent the interaction between chargers and the network, frequency-coupled admittance models are developed and incorporated into frequency-domain network analysis. The converter response is found to be dominated by same-frequency interactions, while cross-frequency coupling remains relevant, particularly at lower frequencies and around network resonances. The network response is therefore governed jointly by converter admittance, frequency coupling, and frequency-dependent network impedance. The resulting frequency-coupled network equations are solved using an iterative GMRES-based formulation suitable for harmonic and supraharmonic propagation studies. 

The developed models are subsequently used to assess harmonic hosting capacity in distribution networks. The studies show that hosting capacity is not determined by charging power or EV penetration alone, but depends on charger location, phase connection, converter characteristics, population diversity, background distortion, and network impedance. Single-phase charging can become particularly restrictive in the studied low-voltage networks, while heterogeneous charger populations can exhibit different aggregation behaviour from homogeneous worst-case populations. Hosting capacity is therefore formulated not only as an emission margin or deterministic number of chargers, but also probabilistically, allowing the likelihood of violating network limits to be evaluated as EV penetration increases. 

Overall, the thesis demonstrates that EV-related waveform distortion and harmonic hosting capacity should be treated as converter–network interaction problems rather than as properties of the charger alone. The work provides a measurement-based and modelling framework for representing these interactions across harmonic and supraharmonic frequencies and for assessing their consequences for increasing EV penetration in distribution networks

Place, publisher, year, edition, pages
Luleå University of Technology, 2026.
Series
Doctoral thesis / Luleå University of Technologyy, ISSN 0348-8373
Keywords [en]
Admittance Matrix, Electric Vehicle, Frequency Coupled Admittance Matrix, Harmonics, Harmonic Hosting Capacity, Hosting Capacity, Interharmonics, Power Quality, Supraharmonics, Low voltage distribution networks, Waveform Distortion
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
URN: urn:nbn:se:ltu:diva-119464ISBN: 978-91-8142-112-5 (print)ISBN: 978-91-8142-113-2 (electronic)OAI: oai:DiVA.org:ltu-119464DiVA, id: diva2:2093333
Public defence
2026-10-02, Hörsal A, Luleå University of Technology, Skellefteå, 09:00 (English)
Opponent
Supervisors
Available from: 2026-08-19 Created: 2026-08-18 Last updated: 2026-09-02Bibliographically approved
List of papers
1. Evaluation of Waveform Distortion in BESS-Integrated Fast-Charging Station
Open this publication in new window or tab >>Evaluation of Waveform Distortion in BESS-Integrated Fast-Charging Station
2025 (English)In: World Electric Vehicle Journal, E-ISSN 2032-6653, Vol. 16, no 9, article id 497Article in journal (Refereed) Published
Abstract [en]

This paper presents a detailed, measurement-based assessment of interharmonic, harmonic, and supraharmonic emissions from a Battery Energy Storage System (BESS) supporting electric vehicle (EV) fast charging. In contrast to prior literature, which is largely simulation-based and often neglects interharmonic and even harmonic components, this study provides real-world data under dynamic operating conditions. Emission limits are established in accordance with relevant international standards, with the observed deviations from standard practices highlighted in existing studies. The operation of the BESS-assisted fast-charging system is classified into five distinct operating stages, and the variations in spectral emissions across these stages are analyzed. A comparative evaluation with a grid-fed fast charger reveals the influence of BESS integration on power quality. Notably, the analysis shows a significant increase in even harmonics during EV charging events. This component is identified as the limiting factor in the network’s harmonic hosting capacity, underscoring the need to account for even harmonics in future grid compatibility assessments. These findings provide valuable insights for grid operators, EV infrastructure planners, and standardization bodies aiming to ensure compliance with power quality standards in evolving charging scenarios.

Place, publisher, year, edition, pages
MDPI, 2025
Keywords
Battery Energy Storage System (BESS), EV fast charging, harmonics, harmonic hosting capacity, interharmonics, supraharmonics, waveform distortion, frequency-dependent network impedance (FDNI)
National Category
Energy Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-115116 (URN)10.3390/wevj16090497 (DOI)001579472000001 ()2-s2.0-105017427166 (Scopus ID)
Funder
Swedish Energy AgencySwedish Transport Administration
Note

Validerad;2025;Nivå 1;2025-11-27 (u5);

Full text license: CC BY

This article belongs to the Special Issue Fast-Charging Station for Electric Vehicles: Challenges and Issues

Available from: 2025-10-14 Created: 2025-10-14 Last updated: 2026-08-18Bibliographically approved
2. Assessing emission limits in the supraharmonic 20 to150 kHz range
Open this publication in new window or tab >>Assessing emission limits in the supraharmonic 20 to150 kHz range
2026 (English)In: IEEE Transactions on Power Delivery, ISSN 0885-8977, E-ISSN 1937-4208Article in journal (Refereed) Epub ahead of print
Abstract [en]

Measurements of the frequency-dependent network impedance in the frequency range 20-150 kHz have been carried out on points of common coupling in residential areas, office buildings, street cabinets, transformers, individual residence metering cabinets, and the Per Högström laboratory in Luleå University, located in the North of Sweden. The results of the measurements are presented. A method for representing the network impedance in the form of a finite number of lumped R-L C elements is proposed in this paper, based on measurements. Based on the measurements and lumped parameters, the emission limits in the frequency range 20-150 kHz have been identified and presented in this paper. In the absence of measurements, a method for identifying emission limits based on the extended IEC 61000 4-7 reference impedance using Monte Carlo analysis has been presented. As EV charging assumes prevalence in terms of loads on the grid, a comparative analysis of the change in grid impedance with the introduction of EVs on the grid is presented.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers Inc., 2026
Keywords
emission limits, EV charging, network impedance, sensitivity analysis, optimization
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering Energy Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-117543 (URN)10.1109/TPWRD.2026.3689007 (DOI)2-s2.0-105037879392 (Scopus ID)
Available from: 2026-05-19 Created: 2026-05-19 Last updated: 2026-08-18Bibliographically approved
3. Parameterized small signal approach for identifying the admittance matrix of EVs for harmonic and supraharmonic propagation studies
Open this publication in new window or tab >>Parameterized small signal approach for identifying the admittance matrix of EVs for harmonic and supraharmonic propagation studies
2026 (English)In: Electric power systems research, ISSN 0378-7796, E-ISSN 1873-2046, Vol. 257, article id 112977Article in journal (Refereed) Published
Abstract [en]

The growing penetration of power-electronic loads such as EVs in low-voltage networks motivates accurate models for harmonic and supraharmonic impact assessment. This paper proposes a parameterized framework for EV front-end converters in which a detailed Simulink switching model is used to identify the frequency coupling matrix (FCM) and the resulting frequency-dependent admittance. Based on a focused literature review, the FCM approach is adopted to capture cross-frequency, cross-sequence, and cross-phase interactions. The framework is applicable to both two-level VSC and three-level Vienna-type converters and their control strategies, enabling scalable frequency-domain propagation studies. A charging-hub case study demonstrates integration of the identified admittances into a network model, where disturbance propagation is quantified via controlled current injection and evaluation of the resulting nodal voltage spectra.

Place, publisher, year, edition, pages
Elsevier Ltd, 2026
Keywords
Admittance matrix, Conducted emissionsElectric vehicles (evs), Frequency coupled matrix, Harmonic propagation, Resonance, supraharmonics
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering Control Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-116968 (URN)10.1016/j.epsr.2026.112977 (DOI)001719511700001 ()2-s2.0-105033030963 (Scopus ID)
Funder
Swedish Energy Agency
Note

Fulltext license: CC BY

Available from: 2026-04-07 Created: 2026-04-07 Last updated: 2026-08-18Bibliographically approved
4. Estimating impact of Megawatt charging on waveform distortion in a distribution network
Open this publication in new window or tab >>Estimating impact of Megawatt charging on waveform distortion in a distribution network
2026 (English)In: Electric power systems research, ISSN 0378-7796, E-ISSN 1873-2046Article in journal (Refereed) Submitted
National Category
Power Systems and Components Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-119458 (URN)10.2139/ssrn.6502743 (DOI)
Available from: 2026-08-18 Created: 2026-08-18 Last updated: 2026-08-20Bibliographically approved
5. Admittance Identification of EV Converters under V2V Operation: Limitations of Measurement-Based Methods and a Frequency-Coupled Modeling Approach
Open this publication in new window or tab >>Admittance Identification of EV Converters under V2V Operation: Limitations of Measurement-Based Methods and a Frequency-Coupled Modeling Approach
2026 (English)Manuscript (preprint) (Other academic)
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-119459 (URN)10.2139/ssrn.6960161 (DOI)
Available from: 2026-08-18 Created: 2026-08-18 Last updated: 2026-08-19
6. Assessing the impact of EV introduction on fundamental voltage drop and waveform distortion in low voltage networks using Monte-Carlo analysis
Open this publication in new window or tab >>Assessing the impact of EV introduction on fundamental voltage drop and waveform distortion in low voltage networks using Monte-Carlo analysis
(English)Manuscript (preprint) (Other academic)
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-119460 (URN)
Available from: 2026-08-18 Created: 2026-08-18 Last updated: 2026-08-19Bibliographically approved
7. Observed Harmonic Levels on the Low Voltage Grid during EV DC Fast Charging
Open this publication in new window or tab >>Observed Harmonic Levels on the Low Voltage Grid during EV DC Fast Charging
2022 (English)In: 2022 20th International Conference on Harmonics & Quality of Power (ICHQP) Proceedings: “Power Quality in the Energy Transition”, IEEE, 2022Conference paper, Published paper (Refereed)
Abstract [en]

The paper contains a set of observations on the fast charging of electric vehicles (EV’s) on Swedish low voltage networks in rural/commercial and urban areas. The emphasis of the study has been to analyze the impact of EV charging on the electric grid and particularly on the observed waveform distortion. The paper focuses on the observation of harmonics on the grid and the variation in the observed harmonics with time as the charging current increases from a small value associated with limiting the inrush current, to the value required by the EV’s for the fast charging of the battery pack. Observations from a bus charging station at Gothenburg are also discussed.

Place, publisher, year, edition, pages
IEEE, 2022
Series
International Conference on Harmonics and Quality of Power, ISSN 1540-6008, E-ISSN 2164-0610
Keywords
Fast charging, Power System harmonics, Power Quality Analysis, Power Quality in e-mobility infrastructures, Power Quality, Waveform Distortion
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering Telecommunications
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-92102 (URN)10.1109/ICHQP53011.2022.9808798 (DOI)000844604500109 ()2-s2.0-85133771571 (Scopus ID)
Conference
20th International Conference on Harmonics & Quality of Power (ICHQP 2022), Naples, Italy, May 29 - June 1, 2022
Funder
Swedish Energy Agency
Note

Funder: Göteborg Energi Research Foundation; Umeå Energi;

ISBN för värdpublikation: 978-1-6654-1639-9

Available from: 2022-07-07 Created: 2022-07-07 Last updated: 2026-08-18Bibliographically approved
8. Comparison of waveform distortion from five different EVs charging on a Low-Voltage grid
Open this publication in new window or tab >>Comparison of waveform distortion from five different EVs charging on a Low-Voltage grid
2025 (English)Conference paper, Published paper (Refereed)
Abstract [en]

This paper presents an evaluation of waveform distortion resulting from the charging of five different electric vehicles (EVs) on a low-voltage distribution network with variable cable impedance, achieved by adjusting cable lengths. The influence of cable impedance on harmonic, interharmonic, and supraharmonic emission is modeled and analyzed. Additionally, the role of background supraharmonic distortion is investigated to identify potential contributing sources. Based on detailed measurements, insights into the modeling of EV-induced waveform distortion are derived and discussed. 

National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ltu:diva-119462 (URN)
Conference
EVS 38
Available from: 2026-08-18 Created: 2026-08-18 Last updated: 2026-08-19
9. Combining single-phase and three-phase EV charging: a way for increasing harmonic hosting capacity
Open this publication in new window or tab >>Combining single-phase and three-phase EV charging: a way for increasing harmonic hosting capacity
2025 (English)Conference paper, Published paper (Refereed)
Abstract [en]

The computation of the harmonic hosting capacity requires proper vector summation of the charging currents at the PCC and prior knowledge of the driving point/loop impedance of the network. This paper shows the harmonic magnitude reduction effect introduced by the addition of a new EV on the network while an existing EV is charging. The supraharmonic components are limited to the circuit between the EVs, while only lower-order harmonic components propagate toward the PCC. The impact of single-phase and three-phase charging on the network is discussed. The paper also discusses the reduction in the computed harmonic hosting capacity if the summation law as per IEC 61000-3-6 is used.

National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-119463 (URN)
Conference
EVS 38
Available from: 2026-08-18 Created: 2026-08-18 Last updated: 2026-08-19

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5678910118 of 16
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