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Time-varying Waveform Distortion in Low voltage network
Luleå University of Technology, Department of Engineering Sciences and Mathematics, Energy Science.ORCID iD: 0000-0002-3587-7879
2021 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

The progressive advancement in new technologies has introduced new types of equipment into the grid. Some of these devices, which have gained significant popularity in the last few decades are photovoltaic (PV) systems and wind power systems from the generation side, and energy-efficient lighting i.e. LED lamps and energy-efficient transportation via electric vehicles from the consumption side. All these equipment essentially consist of different kinds of power electronic converters with their associated control systems. There is always feasibility of mutual interactions between these non-linear power electronic devices with the grid as well as with other grid-connected equipment placed electrically close to each other, where the control loops can face new system dynamics. Adverse interactions can cause interferences and in the worst-case lead to instability issues. A mapping of the potential interactions, in the form of emission is needed to understand interferences at the device level and system level. The overall aim of this work is to enhance the existing knowledge about the power quality aspects of the different non-linear power electronic devices that are being increasingly connected to the grid especially in low voltage networks. The conclusions derived from this study can be extended to a broader scale where there is the feasibility of multiple non-linear power electronic-based devices operating together at medium and high voltage levels.

The main contributions of the work are classified into three main parts: 

In the first part, an in-depth study of interharmonics in PV systems is carried out. Different sets of field measurements and measurements from controlled but realistic laboratory environments are investigated for interharmonic existence, persistence, and propagation. To ensure the genuinity of the observed interharmonics and to address the different challenges associated with their estimation, combinations of methods are applied and results compared. The possible reasons for their origin are systematically established through a comprehensive study. The potential system impacts which it could create in the grid and to other grid-connected equipment are investigated. The possibility for aggregation of interharmonics when multiple sources are connected to the same point of common coupling is explored via a statistical approach.

In the second part, initially harmonic interactions in wind parks, and between PV and LED lamps, are first discussed. The time-varying harmonic interaction phenomenon is studied in detail with the help of a mathematical model as well as with the help of analysis of field measurements at multiple locations of a wind park. The outcome of this study contributes to the yet challenging problem of harmonic contribution estimation in twofold. (a) A method is developed from long-term field measurements with which one could potentially identify which source of emission dominates in the analysis period, and (b) Limitations of the extended mathematical model are identified and inferences from field measurements are linked to further improve the mathematical model. Further, some specific cases of harmonic interactions between PV and LED lamps are illustrated. These examples could be a guidance for power electronic designers to increase individual device immunity subjected to harmonic interferences.

Additionally in the same part, the impact of PV induced voltage variations on different topologies of LED lamps are investigated. The considered voltage variations are distinguished as overvoltage, undervoltage, rapid voltage changes, and voltage steps due to fast-moving cloud transients, due to inverter operation itself, and due to voltage regulations caused by load tap changing operations of distribution transformers. Due to PV induced voltage variations, LED lamps are impacted in various ways. LED lamps are either potential victims of these voltage variations or LED lamps to act as sources of increased grid distortions. As potential victims, the studied LED lamps have shown changes in the light output, instability issues, and degradation in the driver efficiency. As potential sources of grid distortion, LED lamps have exhibited increased harmonic and interharmonic emissions. The difference in impact has been linked to the topology of the lamps.

In the third part, the application of a deep leaning based unsupervised machine learning method to extract waveform distortion patterns in big data for enhancing power quality knowledge is illustrated. Specifically, signal processing of interharmonics with precise frequency and amplitude estimation needs the processing of data of large volume for a higher resolution. Thus, the interharmonics analysis in long-term measurements evidences the need for an automatic tool to assist the experts. In this work, a deep learning method for the identification of spectral patterns of time-varying waveform distortion in photovoltaic installations is proposed. The PQ big data with information on harmonic and/or interharmonics in PV installations is handled by a deep autoencoder followed by feature clustering. Measurements of voltage and current from four distinct PV installations are used to illustrate the method. The proposed method accelerates the process of manual interpretation and is a starting point to determine how to proceed further with the data analysis.

Place, publisher, year, edition, pages
Skellefteå: Luleå University of Technology, 2021. , p. 100
Series
Doctoral thesis / Luleå University of Technology 1 jan 1997 → …, ISSN 1402-1544
Keywords [en]
Interharmonics, Harmonic interactions, Voltage variations, Deep learning
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
URN: urn:nbn:se:ltu:diva-83416ISBN: 978-91-7790-795-4 (print)ISBN: 978-91-7790-796-1 (electronic)OAI: oai:DiVA.org:ltu-83416DiVA, id: diva2:1540857
Public defence
2021-05-26, Hörsal A, Skellefteå samt zoom, Skellefteå, 16:30 (English)
Opponent
Supervisors
Funder
Swedish Energy Agency, 245 110Available from: 2021-03-30 Created: 2021-03-30 Last updated: 2025-10-21Bibliographically approved
List of papers
1. Interharmonics in PV systems: A Review of analysis and estimation methods; considerations for selection of an apt method
Open this publication in new window or tab >>Interharmonics in PV systems: A Review of analysis and estimation methods; considerations for selection of an apt method
2019 (English)In: IET Renewable Power Generation, ISSN 1752-1416, E-ISSN 1752-1424, Vol. 13, no 12, p. 2023-2034Article, review/survey (Refereed) Published
Abstract [en]

A comprehensive reviewing of existing interharmonic analysis and estimation methodologies irrespective of application is carried out. The paper is enlisting the characteristics of an appropriate method to analyse and estimate interharmonics in PV systems, and linking these characteristics with the features of the reviewed methodologies. The distinctive characteristics of interharmonic emissions related to PV systems are therefore presented. The various methodologies are classified, summarized, and a checklist is prepared to emphasize the areas to be paid attention to while establishing an apt method for interharmonic analysis in PV systems. The priorities for selection of a method by a practicing engineer vary case by case. This paper will serve as a guideline for selection and further development of a suitable method for interharmonic analysis in a PV included power system.

Place, publisher, year, edition, pages
Stevenage, UK: Institution of Engineering and Technology, 2019
Keywords
Interharmonics, Photovoltaic systems, methods
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-74442 (URN)10.1049/iet-rpg.2018.5697 (DOI)000482441200001 ()2-s2.0-85071253619 (Scopus ID)
Funder
Swedish Energy Agency
Note

Validerad;2019;Nivå 2;2019-09-13 (johcin)

Available from: 2019-06-12 Created: 2019-06-12 Last updated: 2025-10-22Bibliographically approved
2. Comparison of a non-parametric and parametric method for interharmonic estimation in PV systems
Open this publication in new window or tab >>Comparison of a non-parametric and parametric method for interharmonic estimation in PV systems
2019 (English)In: 2019 IEEE Milan PowerTech, IEEE, 2019Conference paper, Published paper (Refereed)
Abstract [en]

A comparative analysis of ‘Desynchronized processing technique’ (non-parametric) and ‘Sliding window ESPRIT method’ (parametric) for interharmonic estimation in PV systems is carried out. Both methods were applied to field measurements and semi-measured signals to test their feasibility under different conditions. In Desynchronized processing technique, in the second stage of estimation, a Short-term Fourier transform was used to address the time-varying nature of interharmonics. In Sliding window ESPRIT method, the signal subspace dimension was fixed in all analysed cases. An adaptive algorithm was used to find the best rank of the Hankel matrix and apt order of the filter to ensure stability. A set of critical parameters affecting the performance of these methods in interharmonic estimation are identified. This paper emphasizes the significance of using appropriate methods for accurate interharmonic estimation and also demonstrates through the illustrated results that different inferences can be drawn for the same measurements analysed using different methods.

Place, publisher, year, edition, pages
IEEE, 2019
Keywords
Interharmonics, power system measurements, time-frequency analysis, Photovoltaic systems, Power quality
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-73360 (URN)10.1109/PTC.2019.8810762 (DOI)000531166202018 ()2-s2.0-85072328868 (Scopus ID)
Conference
2019 IEEE Milan PowerTech, 23-27 June, 2019, Milan, Italy
Funder
Swedish Energy Agency
Note

ISBN för värdpublikation: 978-1-5386-4722-6, 978-1-5386-4723-3

Available from: 2019-03-29 Created: 2019-03-29 Last updated: 2025-10-22Bibliographically approved
3. Inspection of Interharmonic emissions from a Grid-tied PV Inverter in North Sweden
Open this publication in new window or tab >>Inspection of Interharmonic emissions from a Grid-tied PV Inverter in North Sweden
2018 (English)In: Proceedings of International Conference on Harmonics and Quality of Power, ICHQP, Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), 2018Conference paper, Published paper (Refereed)
Abstract [en]

The main objective of the paper is to investigate theexistence of interharmonic emissions from an MPPT drivengrid-connected PV inverter, identify their severity andpersistence. The presence of interharmonics in the measuredcurrent from a PV installation is linked to direct and diffusedsolar irradiation as well as a high ramping rate of theirradiation causing variations in both active and reactive power.The paper sets forth a set of observations and inferences, whichis an appendage to the ongoing research on the power qualityaspects of solar power. Three different case studies areevaluated in detail using signal processing tools like STFT andFFT.

Place, publisher, year, edition, pages
Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), 2018
Series
International Conference on Harmonics and Quality of Power, E-ISSN 1540-6008
Keywords
Electrical Power distribution, Power Quality, Interharmonics, Photovoltaic systems
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-68630 (URN)10.1109/ICHQP.2018.8378887 (DOI)000444771900076 ()2-s2.0-85049251669 (Scopus ID)978-1-5386-0517-2 (ISBN)
Conference
18th International Conference on Harmonics and Quality of Power (ICHQP 2018), Ljubljana, Slovenia, May 13–16 2018
Available from: 2018-05-04 Created: 2018-05-04 Last updated: 2025-10-22Bibliographically approved
4. Time-Varying Interharmonics in Different Types of Grid-Tied PV Inverter Systems
Open this publication in new window or tab >>Time-Varying Interharmonics in Different Types of Grid-Tied PV Inverter Systems
Show others...
2020 (English)In: IEEE Transactions on Power Delivery, ISSN 0885-8977, E-ISSN 1937-4208, Vol. 35, no 2, p. 483-496Article in journal (Refereed) Published
Abstract [en]

Widely existing circuit topologies and inverter control strategies for photovoltaic (PV) systems allow customer flexibility but also introduce different kinds of interharmonics into the grid. A complete understanding of interharmonics from PV systems, with reasons behind their origin, remains needed. In addition, the time-varying nature of interharmonics and the potential impacts on other equipment are yet to be understood. In this paper, laboratory and field measurements of seven different inverter types at multiple locations are presented. A comprehensive analysis is performed to understand the existence, persistence, and propagation of interharmonics in PV systems on the dc side as well as grid side for different power levels. The origins of the interharmonics are established with experimental evidence and through a comparative analysis. A rural low voltage six customer network, with two different impedance profiles caused by the installation of PV, is considered to show the potential impact on customer voltage. To address the time-varying nature of interharmonics, a sliding window ESPRIT method is preferred over fast fourier transform (FFT)-based methods.

Place, publisher, year, edition, pages
IEEE, 2020
Keywords
Interharmonics, Islanding, Maximum power point tracking, Power quality, Photovoltaic systems, Reactive power control
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-73359 (URN)10.1109/TPWRD.2019.2906995 (DOI)000522350600004 ()2-s2.0-85063369770 (Scopus ID)
Funder
Swedish Energy Agency
Note

Validerad;2020;Nivå 2;2020-04-16 (alebob)

Available from: 2019-03-29 Created: 2019-03-29 Last updated: 2025-10-22Bibliographically approved
5. Time domain aggregation of interharmonics from parallel operation of multiple sources
Open this publication in new window or tab >>Time domain aggregation of interharmonics from parallel operation of multiple sources
(English)In: IEEE Transactions on Power Delivery, ISSN 0885-8977, E-ISSN 1937-4208Article in journal (Refereed) Submitted
Abstract [en]

A model to analyze the probability distribution of the peak value of the interharmonics aggregating at the point of common connection is developed. With multiple sources of interharmonics, the fluctuations in the peak value of voltage or current matters. It is shown by virtue of Monte Carlo Simulations that the distribution of aggregated interharmonic peak value follows either a Gumbel distribution with random number of interharmonics or a normal distribution with constant number of interharmonics. Approximate mathematical expressions are formulated from the estimated parameters of the probability distribution functions to predict the highest probability of 95 percentile peak value occurence. The results from the model are verified using real data from a PV installation and a wind park with multiple converters. The significance of probabistic studies to understand the extremities due to interharmonic aggregation and also the analysis in time domain for evaluation of instantaneous aggregated peak value is emphasized in this paper

Keywords
interharmonics, power quality, aggregation, photovoltaic systems, electric vehicles
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-83420 (URN)
Funder
Swedish Energy Agency, 245 110
Available from: 2021-03-26 Created: 2021-03-26 Last updated: 2025-10-21
6. Assessing time-varying harmonic interactions in a wind park
Open this publication in new window or tab >>Assessing time-varying harmonic interactions in a wind park
2021 (English)In: IEEE Access, E-ISSN 2169-3536, Vol. 9, p. 68151-68160Article in journal (Refereed) Published
Abstract [en]

The harmonic interaction mechanism in a wind park is examined in this paper. The paper investigates the feasibility of a solution to the yet challenging harmonic contribution estimation from multiple sources in a wind park with limited available information, via an extension of a simple modeling approach as well as from detailed analysis of field measurements. The paper has two distinct objectives in assessing harmonic interactions (a) one to extend the classical Norton equivalent model to a multi-measurement wind park system and to suggest potential areas for further model developments from field measurement analysis, and (b) second to draw inferences from field measurements and to develop a new independent concept of analysis from long-term field measurements in the wind park. From practical experience, a new concept of analysis with a ‘harmonic interaction break-even point’ is introduced. With the help of it, one could identify whether the primary emission (emission from considered source) or secondary emission (emission from a distant source) dominates in the analysis period. In this way, the highest responsibility between different interacting time-varying harmonic sources is evaluated. It was concluded that from long-term measurements one can define a magnitude of power production where a certain harmonic order is canceled or reaches its lowest magnitude. If one finds this cancellation point, one can define a level of secondary/primary emission or at least a feasible range. This knowledge is a step forward towards harmonic contribution analysis.

Place, publisher, year, edition, pages
IEEE, 2021
Keywords
power quality, wind power generation, power system harmonics, interharmonics
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-83418 (URN)10.1109/ACCESS.2021.3076879 (DOI)000649566600001 ()2-s2.0-85105074281 (Scopus ID)
Funder
Swedish Energy Agency, 245 110
Note

Validerad;2021;Nivå 2;2021-05-17 (alebob)

Available from: 2021-03-26 Created: 2021-03-26 Last updated: 2025-10-21Bibliographically approved
7. Characterization of the impact of PV and EV induced voltage variations on LED lamps in a low voltage installation
Open this publication in new window or tab >>Characterization of the impact of PV and EV induced voltage variations on LED lamps in a low voltage installation
2020 (English)In: Electric power systems research, ISSN 0378-7796, E-ISSN 1873-2046, Vol. 185, article id 106352Article in journal (Refereed) Published
Abstract [en]

Photovoltaic (PV) systems, Electric vehicles (EV) and LED lamps have gained significant popularity in our current society. It is therefore common to find customer installations with all three operating together. PV and EV are known sources of voltage variations on the grid. The impact of these voltage variations on LED lamps situated in close proximity to PV or EV in a low voltage installation, in terms of overvoltage, undervoltage, and rapid voltage changes is systematically studied in a laboratory environment in this paper. Such variations can cause malfunctioning of the lamp based on its immunity and tolerance level or be disturbing to the end-user based on the intensity of variations and rate of recurrence of being subjected to such variations. In this work, the observed impacts on LED lamps are illustrated as 15 different cases. The scope of this work is to identify the possible impacts due to voltage variations induced by PV and EV systems on LED lamps and the potential problems that could happen long term due to recurrent subjection of such voltage variations.

Place, publisher, year, edition, pages
Elsevier, 2020
Keywords
Electric vehicle, LED lamps, Light emitting diodes, Photovoltaic systems, Harmonic analysis, Power quality, Voltage variations
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-78984 (URN)10.1016/j.epsr.2020.106352 (DOI)000540159500007 ()2-s2.0-85085199499 (Scopus ID)
Note

Validerad;2020;Nivå 2;2020-05-26 (johcin)

Available from: 2020-05-26 Created: 2020-05-26 Last updated: 2025-10-22Bibliographically approved
8. Deep Learning Method With Manual Post-Processing for Identification of Spectral Patterns of Waveform Distortion in PV Installations
Open this publication in new window or tab >>Deep Learning Method With Manual Post-Processing for Identification of Spectral Patterns of Waveform Distortion in PV Installations
2021 (English)In: IEEE Transactions on Smart Grid, ISSN 1949-3053, E-ISSN 1949-3061, Vol. 12, no 6, p. 5444-5456Article in journal (Refereed) Published
Abstract [en]

This paper proposes a deep learning (DL) method for the identification of spectral patterns of timevarying waveform distortion in photovoltaic (PV) installations. The PQ big data with information on harmonic and/or interharmonics in PV installations is handled by a deep autoencoder followed by feature clustering. Measurements of voltage and current from four distinct PV installations are used to illustrate the method. This paper shows that the DL method can be used as a starting point for further data analysis. The main contributions of the paper include: (a) providing a novel DL method for finding patterns in spectra; (b) guiding the manual post-processing based on the patterns found by the DL method; and (c) obtaining information about the emission from four PV installations.

Place, publisher, year, edition, pages
IEEE, 2021
Keywords
power quality, power system harmonics, electric power distribution, interharmonics, pattern analysis, unsupervised learning, deep learning, solar power
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Electric Power Engineering
Identifiers
urn:nbn:se:ltu:diva-83447 (URN)10.1109/TSG.2021.3107908 (DOI)000709090100078 ()2-s2.0-85114608265 (Scopus ID)
Funder
Swedish Energy Agency, 245 110
Note

Validerad;2021;Nivå 2;2021-11-08 (johcin)

Available from: 2021-03-30 Created: 2021-03-30 Last updated: 2025-10-21Bibliographically approved

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