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

npj Materials Degradation
  • 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. npj materials degradation
  3. articles
  4. article
An electrophoretic study of nickel ferrite particles in high-temperature aqueous solutions using particle image velocimetry
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 16 January 2026

An electrophoretic study of nickel ferrite particles in high-temperature aqueous solutions using particle image velocimetry

  • Hemanth Peddavenkatappagari1,
  • Nelson Colman1,
  • Ridge M. Bachman2,
  • Matthew Armstrong3,
  • John G. Arnason3 &
  • …
  • Derek M. Hall2 

npj Materials Degradation , Article number:  (2026) Cite this article

  • 641 Accesses

  • 3 Altmetric

  • 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

  • Chemistry
  • Engineering
  • Materials science

Abstract

Metal oxide deposition on the inner surfaces of power plant systems reduces heat transfer efficiency and promotes localized corrosion. Nickel ferrite (NixFe1-xFe2O4; 0 ≤ x ≤ 1) is a common yet understudied corrosion product in pressurized water reactors. Conventional electrophoretic studies inaccurately addressed background thermal convection, complicating the isolation of electrophoretic components. Herein, we integrated particle image velocimetry into a hydrothermal cell, to enable precise electrophoretic mobility measurements up to 250 °C. This approach was first validated by measuring the mobilities of zirconium dioxide at 25 °C and 200 °C. Electrophoretic mobilities of Ni0.37Fe0.63Fe2O4 particles were measured up to 250 °C at 50 bar, using HNO3 and KOH as pH modifiers. Results showed the isoelectric point decreased from 5.9 ± 0.1 at 150 °C, plateauing at 5.6 ± 0.1 above 230 °C indicating that higher temperatures favored further deprotonation of surface sites. Thermodynamic analysis indicated surface deprotonation was spontaneous (ΔG° = −43 ± 1 kJ mol−1) and exothermic (ΔH° = − 40 ± 0.8 kJ mol−1) with its favorability increasing due to its positive entropy (ΔS° = 10 ± 2 J mol−1 K−1). This study highlights PIV as a reliable and rapid tool for electrophoretic data acquisition, providing insights into surface chemistry of oxide solution interfaces.

Similar content being viewed by others

Synthesis and characterization of Ni-MOF and CoFe2O4/Ni-MOF as reusable heterogeneous catalysts for the synthesis of 5-substituted 1H-tetrazole

Article Open access 17 November 2025

Local and correlated studies of humidity-mediated ferroelectric thin film surface charge dynamics

Article Open access 05 October 2021

Cooperative Fe sites on transition metal (oxy)hydroxides drive high oxygen evolution activity in base

Article Open access 24 November 2023

Data availability

The datasets generated and analyzed during the current study are not publicly available due to their use in an ongoing study, but are available from the corresponding author upon reasonable request.

Code availability

Codes for the calculation of physiochemical properties, zeta potential fitting and thermodynamic analysis are present in the Mendeley data set (DOI: 10.17632/4jbv38c8ps.1).

References

  1. Lister, D. H. Understanding and mitigating corrosion in nuclear reactor systems. In Nuclear Corrosion Science and Engineering 57–74 (Woodhead Publishing, 2012).

  2. Cherpin, C. & Dacquait, F. Modeling particle deposition in the primary circuit of pressurized water reactors for the OSCAR code. Ann. Nucl. Energy 199, 110364 (2024).

    Google Scholar 

  3. Deshon, J. et al. Pressurized water reactor fuel crud and corrosion modeling. JOM 63, 64–72 (2011).

    Google Scholar 

  4. Song, M. C. & Lee, K. J. The evaluation of radioactive corrosion product at PWR as change of primary coolant chemistry for long-term fuel cycle. Ann. Nucl. Energy 30, 1231–1246 (2003).

    Google Scholar 

  5. Nagothi, B. S. Nickel Ferrite as a Model Corrosion Product and Its Deposition on Current and Future Nuclear Fuel Cladding Materials. PhD thesis, (University at Albany, State University of New York, 2024).

  6. Yeon, J.-W., Choi, I.-K., Park, K.-K., Kwon, H.-M. & Song, K. Chemical analysis of fuel crud obtained from Korean nuclear power plants. J. Nucl. Mater. 404, 160–164 (2010).

    Google Scholar 

  7. Ding, H. & Rahman, S. R. Investigation of the impact of potential determining ions from surface complexation modeling. Energy Fuels 32, 9314–9321 (2018).

    Google Scholar 

  8. Hunter, R. J. Foundations of Colloid Science 2nd edn (Oxford University Press, 2001).

  9. Velegol, D., Anderson, J. L. & Garoff, S. Probing the structure of colloidal doublets by electrophoretic rotation. Langmuir 12, 675–685 (1996).

    Google Scholar 

  10. Velegol, D., Feick, J. D. & Collins, L. R. Electrophoresis of spherical particles with a random distribution of zeta potential or surface charge. J. Colloid Interface Sci 230, 114–121 (2000).

    Google Scholar 

  11. Parks, G. A. The isoelectric points of solid oxides, solid hydroxides, and aqueous hydroxo complex systems. Chem. Rev. 65, 177–198 (1965).

    Google Scholar 

  12. Yang, C. Measuring zeta potential. In Encyclopedia of Microfluidics and Nanofluidics 1068–1076 (Springer, 2008).

  13. Zhou, X. Y., Wei, X. J., Fedkin, M. V., Strass, K. H. & Lvov, S. N. Zetameter for microelectrophoresis studies of the oxide/water interface at temperatures up to 200 °C. Rev. Sci. Instrum. 74, 2501–2506 (2003).

    Google Scholar 

  14. Rodriguez-Santiago, V., Fedkin, M. V. & Lvov, S. N. Electrophoresis system for high-temperature mobility measurements of nanosize particles. Rev. Sci. Instrum. 79, 093302 (2008).

    Google Scholar 

  15. Vidojkovic, S., Rodriguez-Santiago, V., Fedkin, M. V., Wesolowski, D. J. & Lvov, S. N. Electrophoretic mobility of magnetite particles in high-temperature water. Chem. Eng. Sci. 66, 4029–4035 (2011).

    Google Scholar 

  16. Santiago, J. G., Wereley, S. T., Meinhart, C. D., Beebe, D. J. & Adrian, R. J. A particle image velocimetry system for microfluidics. Exp. Fluids 25, 316–319 (1998).

    Google Scholar 

  17. Yan, D., Nguyen, N.-T., Yang, C. & Huang, X. Visualizing the transient electroosmotic flow and measuring the zeta potential of microchannels with a micro-PIV technique. J. Chem. Phys. 124, 021103 (2006).

    Google Scholar 

  18. Tatsumi, K., Katsumoto, Y. F. & Nakabe, K. Measuring method of electroosmotic flow velocity and electric field distributions using micro-PIV. In Proc. 12th International Conference on Miniaturized Systems for Chemistry and Life Sciences (µTAS) (2008).

  19. Devasenathipathy, S., Santiago, J. G. & Takehara, K. Particle tracking techniques for electrokinetic microchannel flows. Anal. Chem. 74, 3704–3713 (2002).

    Google Scholar 

  20. Oddy, M. H. & Santiago, J. G. A method for determining electrophoretic and electroosmotic mobilities using AC and DC electric field particle displacements. J. Colloid Interface Sci 269, 192–204 (2004).

    Google Scholar 

  21. Sadek, S. H., Pimenta, F., Pinho, F. T. & Alves, M. A. Measurement of electroosmotic and electrophoretic velocities using pulsed and sinusoidal electric fields. Electrophoresis 38, 1022–1037 (2017).

    Google Scholar 

  22. Kyosuke, S. et al. High-speed micro-PIV measurements of transient flow in microfluidic devices. Meas. Sci. Technol. 15, 1965 (2004).

    Google Scholar 

  23. Yan, D., Yang, C., Nguyen, N.-T. & Huang, X. A method for simultaneously determining the zeta potentials of the channel surface and the tracer particles using microparticle image velocimetry technique. Electrophoresis 27, 620–627 (2006).

    Google Scholar 

  24. Rietzel, R., Hügle, M., Dame, G., Behrmann, O. & Urban, G. A. In-situ electrophoretic mobility determination by particle image velocimetry for efficient microfluidic enrichment of bacteria. In Proc. Eurosensors (2017).

  25. Ohyama, R. & Kaneko, K. Experimental flow measurements of electrohydrodynamic convection fields by particle image velocimetry. In Proc. Conference on Electrical Insulation and Dielectric Phenomena (CEIDP) 328–331 (1996).

  26. Cherpin, C., Lister, D., Dacquait, F., Liu, L. & Weerakul, S. Magnetite and nickel ferrite zeta potential measurements at high temperature: Part 1 – Results, study of the influence of temperature, boron concentration and lithium concentration on the zeta potential. Colloids Surf. A Physicochem. Eng. Asp. 646, 128961 (2022).

    Google Scholar 

  27. Cherpin, C., Lister, D., Dacquait, F., Weerakul, S. & Liu, L. Magnetite and nickel ferrite zeta potential measurements at high temperature: Part 2 – Results, study of the influence of temperature, boron concentration and lithium concentration on the zeta potential. Colloids Surf. A Physicochem. Eng. Asp. 647, 129030 (2022).

    Google Scholar 

  28. Kosmulski, M. The pH dependent surface charging and points of zero charge. X. Update. Adv. Colloid Interface Sci 319, 102973 (2023).

    Google Scholar 

  29. Kosmulski, M. Isoelectric points and points of zero charge of metal (hydr)oxides: 50 years after Parks’ review. Adv. Colloid Interface Sci 238, 1–61 (2016).

    Google Scholar 

  30. Nobach, H. & Bodenschatz, E. Limitations of accuracy in PIV due to individual variations of particle image intensities. Exp. Fluids 47, 27–38 (2009).

    Google Scholar 

  31. Jayaweera, P. & Hettiarachchi, S. Determination of zeta potential and pH of zero charge of oxides at high temperatures. Rev. Sci. Instrum. 64, 524–528 (1993).

    Google Scholar 

  32. Bonthuis, D. J., Gekle, S. & Netz, R. R. Dielectric profile of interfacial water and its effect on double-layer capacitance. Phys. Rev. Lett. 107, 166102 (2011).

    Google Scholar 

  33. Raman, B., Hall, D. M., Shulder, S. J., Caravaggio, M. F. & Lvov, S. N. An experimental study of deposition of suspended magnetite in high temperature-high pressure boiler type environments. Colloids Surf. A Physicochem. Eng. Asp. 508, 48–56 (2016).

    Google Scholar 

  34. Rodriguez-Santiago, V., Fedkin, M. V. & Lvov, S. N. Protonation enthalpies of metal oxides from high temperature electrophoresis. J. Colloid Interface Sci 371, 136–143 (2012).

    Google Scholar 

  35. Rodriguez-Santiago, V., Fedkin, M. V., Wesolowski, D. J., Rosenqvist, J. & Lvov, S. N. Electrophoretic study of the SnO2aqueous solution interface up to 260 °C. Langmuir 25, 8101–8110 (2009).

    Google Scholar 

  36. Narang, S. B. & Pubby, K. Nickel spinel ferrites: a review. J. Magn. Magn. Mater. 519, 167163 (2021).

    Google Scholar 

  37. O’Brien, C. J., Rák, Z. & Brenner, D. W. Calculated stability and structure of nickel ferrite crystal surfaces in hydrothermal environments. J. Phys. Chem. C 118, 5414–5423 (2014).

    Google Scholar 

  38. Sundararajan, M. et al. A comparative study on NiFe2O4 and ZnFe2O4 spinel nanoparticles: structural, surface chemistry, optical, morphology and magnetic studies. Physica B 644, 414232 (2022).

    Google Scholar 

  39. Koretsky, C. M., Sverjensky, D. A. & Sahai, N. A model of surface site types on oxide and silicate minerals based on crystal chemistry; implications for site types and densities, multi-site adsorption, surface infrared spectroscopy, and dissolution kinetics. Am. J. Sci. 298, 349–438 (1998).

    Google Scholar 

  40. Cornell, R. M. & Schwertmann, U. Surface chemistry and colloidal stability. In The Iron Oxides: Structure, Properties, Reactions, Occurrences and Uses 2nd edn, 221–252 (Wiley-VCH, 2003).

  41. Cornell, R. M. & Schwertmann, U. Cation substitution. In The Iron Oxides: Structure, Properties, Reactions, Occurrences and Uses 2nd edn, 39–58 (Wiley-VCH, 2003).

  42. Nagothi, B. S., Arnason, J. & Dunn, K. A hydrothermal phase diagram for the low-temperature synthesis of nonstoichiometric nickel ferrite nanoparticles. Nucl. Technol. 209, 887–894 (2023).

    Google Scholar 

  43. Dooley, R. B. et al. Cycle Chemistry Guidelines for Fossil Plants: Oxygenated Treatment (Electric Power Research Institute, 2005).

  44. Lyklema, J. Foundations of Colloid Science (Oxford University Press, 2001).

  45. Heinrich, K. F. J. & Giles, M. A. M. X-Ray Wavelength Conversion Tables and Graphs for Qualitative Electron Probe Microanalysis (National Institute of Standards and Technology, 1967).

  46. Basahel, S. N., Ali, T. T., Mokhtar, M. & Narasimharao, K. Influence of crystal structure of nanosized zirconium dioxide on photocatalytic degradation of methyl orange. Nanoscale Res. Lett. 10, 73 (2015).

    Google Scholar 

  47. Cherpin, C., Lister, D., Dacquait, F. & Liu, L. Study of the solid-state synthesis of nickel ferrite by X-ray diffraction, scanning electron microscopy and Raman spectroscopy. Materials 14, (2021).

  48. Lifshin, E. & Gauvin, R. Precision and detection limits for EDS analysis in the SEM. Microsc. Today 11, 46–49 (2003).

    Google Scholar 

  49. Keramati, H., Hassan, S. M. & Zabetian, M. Stabilization of the suspension of zirconia microparticle using the nanoparticle halos mechanism: zeta potential effect. J. Dispersion Sci. Technol. 37, 6–13 (2016).

    Google Scholar 

  50. Sivagurunathan, P. & Gibin, S. R. Preparation and characterization of nickel ferrite nanoparticles by co-precipitation method with citrate as chelating agent. J. Mater. Sci. Mater. Electron. 27, 2601–2607 (2016).

    Google Scholar 

  51. Boggs, P. T., Byrd, R. H., Rogers, J. E. & Schnabel, R. B. User’s Reference Guide for ODRPACK Version 2.01: Software for Weighted Orthogonal Distance Regression (National Institute of Standards and Technology, 1992).

  52. Schneider, C. A., Rasband, W. S. & Eliceiri, K. W. NIH Image to ImageJ: 25 years of image analysis. Nat. Methods 9, 671–675 (2012).

    Google Scholar 

  53. Kale, A., Patel, S., Hu, G. & Xuan, X. Numerical modeling of Joule heating effects in insulator-based dielectrophoresis microdevices. Electrophoresis 34, 674–683 (2013).

    Google Scholar 

  54. Yang, C., Dabros, T., Li, D., Czarnecki, J. & Masliyah, J. H. Measurement of the zeta potential of gas bubbles in aqueous solutions by microelectrophoresis method. J. Colloid Interface Sci 243, 128–135 (2001).

    Google Scholar 

  55. Zhao, X., Ren, H. & Luo, L. Gas bubbles in electrochemical gas evolution reactions. Langmuir 35, 5392–5408 (2019).

    Google Scholar 

  56. Van der Linde, P. et al. Electrolysis-driven and pressure-controlled diffusive growth of successive bubbles on microstructured surfaces. Langmuir 33, 12873–12886 (2017).

    Google Scholar 

  57. Wagner, W. & Pruß, A. The IAPWS formulation 1995 for the thermodynamic properties of ordinary water substance for general and scientific use. J. Phys. Chem. Ref. Data 31, 387–535 (2002).

    Google Scholar 

  58. International Association for the Properties of Water and Steam Revised Release on the Ionization Constant of H2O, IAPWS R11-24. (2024).

  59. Arcis, H. et al. Revised parameters for the IAPWS formulation for the ionization constant of water over a wide range of temperatures and densities, including near-critical conditions. J. Phys. Chem. Ref. Data 53, 023103 (2024).

    Google Scholar 

  60. NBS/N. R. C. Steam Tables: Thermodynamic and Transport Properties and Computer Programs for Vapor and Liquid States of Water in SI Units (Hemisphere Publishing Corporation, 1984).

  61. Turner, D. R., Bertetti, F. P. & Pabalan, R. T. Applying surface complexation modeling to radionuclide sorption. In Interface Science and Technology vol. 11, 553–604 (Elsevier, 2006).

  62. Piasecki, W. 1pK and 2pK protonation models in the theoretical description of simple ion adsorption at the oxide/electrolyte interface: studying of the role of the energetic heterogeneity of oxide surfaces. Langmuir 18, 8079–8084 (2002).

    Google Scholar 

  63. Goldberg, S. Surface complexation modeling. In Reference Module in Earth Systems and Environmental Sciences (Elsevier, 2013).

Download references

Acknowledgements

This study was financially supported by U.S. Department of Energy through Penn State University. Grant number 161706. The co-authors extend sincere thanks to Nichole Wonderling for her insightful discussions and data collection of XRD. The co-authors also acknowledge the use of the Zetasizer Nano ZS (Gino Tambourine) for the DLS measurements. The co-authors also would like to acknowledge the Huck Institutes’ Microscopic Facility (RRID:SCR_024461) for the use of Zeiss SIGMA VP-FESEM 70/30 and Yunzhen Zheng for helpful discussions on sample preparation.

Author information

Authors and Affiliations

  1. Department of Chemical Engineering, The Pennsylvania State University, University Park, Pennsylvania, PA, USA

    Hemanth Peddavenkatappagari & Nelson Colman

  2. Department of Mechanical Engineering, The Pennsylvania State University, University Park, Pennsylvania, PA, USA

    Ridge M. Bachman & Derek M. Hall

  3. Naval Nuclear Laboratory, Schenectady, NY, USA

    Matthew Armstrong & John G. Arnason

Authors
  1. Hemanth Peddavenkatappagari
    View author publications

    Search author on:PubMed Google Scholar

  2. Nelson Colman
    View author publications

    Search author on:PubMed Google Scholar

  3. Ridge M. Bachman
    View author publications

    Search author on:PubMed Google Scholar

  4. Matthew Armstrong
    View author publications

    Search author on:PubMed Google Scholar

  5. John G. Arnason
    View author publications

    Search author on:PubMed Google Scholar

  6. Derek M. Hall
    View author publications

    Search author on:PubMed Google Scholar

Contributions

Hemanth Peddavenkatappagari: Writing – original draft, investigation, validation, methodology, visualization, formal analysis, data curation. Nelson Colman: Software, formal analysis. Ridge Bachman: Preliminary investigation, formal analysis. Matthew Armstrong: Conceptualization, funding, writing—review & editing. John Arnason: Conceptualization, funding, writing – review & editing; Derek Hall: Conceptualization, writing—review & editing, supervision, funding acquisition, project administration, methodology.

Corresponding author

Correspondence to Derek M. Hall.

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.

Supplementary information

Zeta PIV SI - Final version

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

Peddavenkatappagari, H., Colman, N., Bachman, R.M. et al. An electrophoretic study of nickel ferrite particles in high-temperature aqueous solutions using particle image velocimetry. npj Mater Degrad (2026). https://doi.org/10.1038/s41529-025-00733-0

Download citation

  • Received: 24 October 2025

  • Accepted: 30 December 2025

  • Published: 16 January 2026

  • DOI: https://doi.org/10.1038/s41529-025-00733-0

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

Download PDF

Advertisement

Explore content

  • Research articles
  • Reviews & Analysis
  • News & Comment
  • Collections
  • Follow us on Twitter
  • Sign up for alerts
  • RSS feed

About the journal

  • Aims & Scope
  • Journal Information
  • Content types
  • About the Editors
  • Contact
  • Open Access
  • Calls for Papers
  • Editorial policies
  • Article Processing Charges
  • Journal Metrics
  • About the partner
  • Q&As with our Editors-in-Chief

Publish with us

  • For Authors and Referees
  • 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

npj Materials Degradation (npj Mater Degrad)

ISSN 2397-2106 (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