Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

Scientific Reports
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. scientific reports
  3. articles
  4. article
Differential geometry-based harmonic analysis of three-phase systems
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 17 February 2026

Differential geometry-based harmonic analysis of three-phase systems

  • Nitin Sundriyal1,
  • Padmanabh Thakur1,
  • Ashutosh Dixit1,
  • Sandeep Gupta1 &
  • …
  • Mukesh Kumar2,3 

Scientific Reports , Article number:  (2026) Cite this article

  • 624 Accesses

  • Metrics details

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Electrical and electronic engineering
  • Engineering

Abstract

This study presents an advanced framework for harmonic analysis in three-phase systems based on differential geometry principles. The proposed method employs the Frenet frame to geometrically represent voltage and current waveforms as spatial curves, establishing a consistent foundation for power computation under unbalanced and dynamically changing conditions. Compared to conventional approaches such as Clarke and Park transforms, this framework demonstrates improved accuracy in handling asymmetrical operating scenarios. The methodology is validated through extensive simulation using ERPI-DOE test signals, confirming its robustness and computational efficiency. The outcomes highlight the potential of the proposed approach to enhance power quality assessment and strengthen control strategies in modern power converter systems.

Data availability

The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.

Abbreviations

r(t):

Position vector

v(t):

Velocity vector

a(t):

Acceleration vector

J(t):

Jerk vector

s(t):

Arc length

r′(t):

First derivative of r(t)

r′′(t):

Second derivative r(t)

r′′′(t):

Third derivative of r(t)

T:

Tangent vector of Frenet frame

N:

Normal vector of Frenet frame

B:

Binormal vector of Frenet frame

\(\:\dot{p}\) :

velocity vector

ω:

Angular velocity

κ:

The curvature of a curve

τ:

Torsion of a curve

\(\:v\kappa\:\) :

Rate of Binormal vector

\(\:v{\uptau\:}\) :

Speed of Tangent vector

κv :

Curvature associated with voltage

κi :

Curvature associated with current

τv :

Torque associated with voltage

PQ:

Power quality

References

  1. Jin, S., Ou, Y., Wu, X. & Feng, W. A novel model for robots to avoid obstacles based on tensor analysis and differential geometry, IEEE International Conference on Real-time Computing and Robotics (RCAR), Angkor Wat, Cambodia, 2016, pp. 192–197, (2016). https://doi.org/10.1109/RCAR.2016.7784024

  2. Stramigioli, S., van der Schaft, A., Maschke, B. & Melchiorri, C. Geometric scattering in robotic telemanipulation. IEEE Trans. Robot. Autom. 18 (4), 588–596. https://doi.org/10.1109/TRA.2002.802200 (Aug. 2002).

  3. Milano, F. A Geometrical Interpretation of Frequency, in IEEE Transactions on Power Systems, vol. 37, no. 1, pp. 816–819, Jan. (2022). https://doi.org/10.1109/TPWRS.2021.3108915

  4. Milano, F., Tzounas, G., Dassios, I. & Kërçi, T. Applications of the Frenet Frame to Electric Circuits, in IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 69, no. 4, pp. 1668–1680, April (2022). https://doi.org/10.1109/TCSI.2021.3133948

  5. Hajieghrary, H., Kularatne, D. & Hsieh, M. A. Differential Geometric Approach to Trajectory Planning: Cooperative Transport by a Team of Autonomous Marine Vehicles, 2018 Annual American Control Conference (ACC), pp. 858–863, (2018). https://doi.org/10.23919/ACC.2018.8430951

  6. Seo, J., Kim, Y. & Tsourdos, A. Differential Geometry based Collision Avoidance Guidance for Multiple UAVs, IFAC Proceedings Volumes, Volume 46, Issue 19, Pages 113–118, ISSN 1474–6670, ISBN 9783902823465, (2013). https://doi.org/10.3182/20130902-5-DE-2040.00061

  7. Hestenes, D. & Sobczyk, G. Clifford Algebra To Geometric Calculus: a Unified Language for Mathematics and Physics Vol. 5 (Springer Science & Business Media, 2012).

  8. Montoya, F. G., Alcayde, R. B. A. & Arrabal-Campos, F. M. Analysis of power flow under non-sinusoidal conditions in the presence of harmonics and inter-harmonics using geometric algebra. Int. J. Electr. Power Energy Syst. 111, 486–49252 (2019).

    Google Scholar 

  9. Lev-Ari, H. & Stankovic, A. M. Instantaneous power quantities in polyphase systems — a geometric algebra approach. 2009 IEEE Energy Convers. Congress Exposition. 592–596. https://doi.org/10.1109/ECCE.2009.5316097 (2009).

  10. Milano, F., Tzounas, G. & Dassios, I. Instantaneous power theory revisited with classical Mechanics, in IEEE transactions on circuits and systems I: regular papers, https://doi.org/10.1109/TCSI.2024.3421945

  11. Nitin Sundriyal, J. M., Ramirez & Corrachano, E. B. A Comparison of Geometric Algebra and Harmonic Domain for Linear Circuit Analysis, AGACSE-2021, Mathematics for Application, Vol-1, June-2023. https://doi.org/10.13164/ma.2023.08

  12. Fotis, G., Gupta, S., Varshney, T., Dhar, S. L. & Gulzar, M. M. (eds), Modern Computing Technologies for EV Efficiency and Sustainable Energy Integration, IGI global, (2025). https://doi.org/10.4018/979-8-3373-2382-4

  13. Sundriyal, N., Ramirez, J. M. & Saini, P. A Differential Geometry Perspective to Study Power and Harmonics in Three-Phase Circuits, International Conference on Computer, Electronics & Electrical Engineering & their Applications (IC2E3), Srinagar Garhwal, India, 2023, pp. 1–5, Srinagar Garhwal, India, 2023, pp. 1–5, (2023). https://doi.org/10.1109/IC2E357697.2023.10262500

  14. J. J. Stoker, Differential Geometry. New York: Wiley-Interscience, (1969).

  15. Aller, J. M., Bueno, A. & Paga, T. Power system analysis using space-vector transformation. IEEE Trans. Power Syst. 17 (4), 957–965. https://doi.org/10.1109/TPWRS.2002.804995 (Nov. 2002).

  16. Menti, A., Zacharias, T. & Milias-Argitis, J. Geometric Algebra: A Powerful Tool for Representing Power Under Non-Sinusoidal Conditions, in IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 54, no. 3, pp. 601–609, March (2007). https://doi.org/10.1109/TCSI.2006.887608

  17. Castro-Núñez, M., Castro-Puche, R. & Nowicki, E. The use of geometric algebra in circuit analysis and its impact on the definition of power, 2010 international school on Non-SinusoidalCurrents and Compensation, 2010, pp. 89–95, https://doi.org/10.1109/ISNCC.2010.5524519

  18. Montoya, F. G., Alcayde, R. B. A. & Arrabal-Campos, F. M. A new approach to single-phase systems under sinusoidal and non-sinusoidal supply using geometric algebra. Electr. Power Syst. Res. 189, 106605 (2020).

    Google Scholar 

  19. Chappell, J. M. et al. Sept., Geometric Algebra for Electrical and Electronic Engineers, in Proceedings of the IEEE, vol. 102, no. 9, pp. 1340–1363, (2014). https://doi.org/10.1109/JPROC.2014.2339299

  20. Willems, J. L. Mathematical foundations of the instantaneous power concepts: a geometrical approach. Euro. Trans. Electr. Power. 6 (5), 299–304 (1996).

    Google Scholar 

  21. Dai, X., Liu, G. & Gretsch, R. Generalized theory of instantaneous reactive quantity for multiphase power system, 2003 IEEE power engineering society general meeting (IEEE Cat. No.03CH37491), p. 1114 -, (2003). https://doi.org/10.1109/PES.2003.1270477

  22. Zheng, P. F. & Sheng, L. J. Generalized instantaneous reactive power theory for three-phase power systems, in IEEE Transactions on Instrumentation and Measurement, vol. 45, no. 1, pp. 293–297, Feb. (1996). https://doi.org/10.1109/19.481350

  23. Akagi, H., Ogasawara, S. & Kim, H. The theory of instantaneous power in three-phase four-wire systems: A comprehensive approach, Proc. Conf. Rec. IEEE Ind. Appl. Conf. 34th IAS Annu. Meeting, vol. 1, pp. 431–439, Oct. (1999).

  24. Brasil, V. P., de Leles Ferreira Filho, A. & Ishihara, J. Y. Electrical three-phase circuit analysis using quaternions, 18th International Conference on Harmonics and Quality of Power (ICHQP), 2018, pp. 1–6, (2018). https://doi.org/10.1109/ICHQP.2018.8378813

  25. Ignatova, V., Granjon, P. & Bacha, S. Space vector method for voltage dips and swells Analysis, in IEEE transactions on power delivery. Oct 24 (4), 2054–2061. https://doi.org/10.1109/TPWRD.2009.2028787 (2009).

    Google Scholar 

  26. Juan, M. et al. Study of harmonics in linear, non-linear non-sinusoidal electrical circuits by geometric algebra, in Monitoring and Control of Electrical Power Systems Using Machine Learning Techniques, Elsevier,2023, Pages289-308, ISBN780323999045. https://doi.org/10.1016/B978-0-32-399904-5.00018-1

  27. IEEE Standard Definitions for the Measurement of Electric Power Quantities Under Sinusoidal. Nonsinusoidal, Balanced, or Unbalanced Conditions - Redline, in IEEE Std 1459–2010 (Revision of IEEE Std 1459–2000) - Redline, vol., no., pp.1–52, 19 March 2010, DOI: 10.1109/IEEE STD.2010.5953405.

  28. Carmo, M. P. Differential Geometry of Curves and Surfaces. Prentice-Hall, Inc. Englewood Cliffs, New Jersey, (1976).

  29. Casado-Machado, F., Martinez-Ramos, J. L., Barragán-Villarejo, M., Maza-Ortega, J. M. & Rosendo-Macías, J. A. Reduced Reference Frame Transform: Deconstructing Three-Phase Four-Wire Systems, in IEEE Access, vol. 8, pp. 143021–143032, (2020). https://doi.org/10.1109/ACCESS.2020.3012510

  30. Park, R. H. Two-reaction theory of synchronous machines generalized method of analysis – Part I, transactions of the American Institute of electrical engineers, 48, 3, pp. 716–727, (1929).

  31. Clarke, E. Circuit Analysis of AC Power Systems – Volume I: Symmetrical and Related Components, ser. General Electric Series (J. Wiley & Sons, 1943).

  32. Castilla, M. et al. The Geometric Algebra as a Power Theory Analysys Tool, in IEEE IX Conference-Seminar on Nonsinusoidal Currents and Compensation, Łagów, Poland, June 10–13 (2008).

  33. Paolone, M. et al. Fundamentals of power systems modelling in the presence of converter-interfaced generation. Electr. Power Syst. Res. 189, 0378–7796. https://doi.org/10.1016/j.epsr.2020.106811 (2020).

    Google Scholar 

  34. DOE Disturbance Library, US Dept. Energy Electr. Power Res. Inst., Orlando, FL, USA. [Online]. Available: http://pqmon.epri.com/disturbance_library/see_all.asp

  35. Alam, M. R., Bai, F., Yan, R. & Saha, T. K. Classification and visualization of power quality Disturbance-Events using space vector ellipse in complex plane. IEEE Trans. Power Delivery. 36 (3), 1380–1389. https://doi.org/10.1109/TPWRD.2020.3008003 (June 2021).

  36. Alam, M. R., Muttaqi, K. M. & Saha, T. K. Classification and Localization of Fault-Initiated Voltage Sags Using 3-D Polarization Ellipse Parameters, in IEEE Transactions on Power Delivery, vol. 35, no. 4, pp. 1812–1822, Aug. (2020). https://doi.org/10.1109/TPWRD.2019.2954857

Download references

Author information

Authors and Affiliations

  1. Department of Electrical Engineering, Graphic Era Deemed to be University, Dehradun, Uttarakhand, India

    Nitin Sundriyal, Padmanabh Thakur, Ashutosh Dixit & Sandeep Gupta

  2. Department of Mechanical Engineering, Assosa University, Assosa, Ethiopia

    Mukesh Kumar

  3. Department of Mechanical Engineering, Vivekananda Global University, Jaipur, India

    Mukesh Kumar

Authors
  1. Nitin Sundriyal
    View author publications

    Search author on:PubMed Google Scholar

  2. Padmanabh Thakur
    View author publications

    Search author on:PubMed Google Scholar

  3. Ashutosh Dixit
    View author publications

    Search author on:PubMed Google Scholar

  4. Sandeep Gupta
    View author publications

    Search author on:PubMed Google Scholar

  5. Mukesh Kumar
    View author publications

    Search author on:PubMed Google Scholar

Contributions

Dr. Nitin Sundriyal: Data curation, Conceptualization, Investigation, validation and Writing of the original draft.Dr. Padmanabh Thakur: Supervision, Conceptualization, Visualization, Data curation.Mr. Ashutosh Dixit: Visualization, Data curation, Validation.Dr. Sandeep Gupta: Data curation, Formal analysis, Validation.Dr. Mukesh Kumar: Visualization, Formal analysis.

Corresponding authors

Correspondence to Padmanabh Thakur, Sandeep Gupta or Mukesh Kumar.

Ethics declarations

Competing interests

The authors declare no competing interests.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Sundriyal, N., Thakur, P., Dixit, A. et al. Differential geometry-based harmonic analysis of three-phase systems. Sci Rep (2026). https://doi.org/10.1038/s41598-026-40101-9

Download citation

  • Received: 15 March 2025

  • Accepted: 10 February 2026

  • Published: 17 February 2026

  • DOI: https://doi.org/10.1038/s41598-026-40101-9

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Keywords

  • Active power
  • Curvature
  • Clark and park transform
  • Harmonic analysis
  • Commuting techniques
  • Differential geometry
  • Power calculation
Download PDF

Advertisement

Explore content

  • Research articles
  • News & Comment
  • Collections
  • Subjects
  • Follow us on Facebook
  • Follow us on X
  • Sign up for alerts
  • RSS feed

About the journal

  • About Scientific Reports
  • Contact
  • Journal policies
  • Guide to referees
  • Calls for Papers
  • Editor's Choice
  • Journal highlights
  • Open Access Fees and Funding

Publish with us

  • For authors
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

Scientific Reports (Sci Rep)

ISSN 2045-2322 (online)

nature.com sitemap

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing