journal article·2023-07-22Open access

Incorporating Physics-Based Models into Equivalent Circuit Analysis of EIS Data from Organic Coatings

Steven A. Policastro, Rachel M. Anderson, Carlos M. Hangarter, Attilio Arcari, Erick B. Iezzi

Coatings· Volume 13· Issue 7

Abstract

Electrochemical impedance spectroscopy (EIS) is a widely used method for monitoring coatings because it can be done in situ and causes little damage to the coating. However, interpreting the impedance data from coatings in order to determine the state of the coating and its protective abilities is challenging. A modified version of the rapid electrochemical assessment of paint (REAP) equivalent circuit is developed here, along with a method to calculate the impedance of a circuit using matrix algebra. This new equivalent circuit and the calculation method are used to analyze EIS data obtained from a two-layer commercial organic coating system immersed in NaCl solutions with different concentrations and at different temperatures. The matrix calculation method is validated by comparing results obtained from commercial analysis software to this method for two different equivalent circuits, and the parameter values are nearly equal. Physics-based models of the equivalent circuit elements are derived and used to obtain both initial estimates for the regressions and physics-based constraints on the model parameters. These models are integrated into the regression procedure, and the corrected Akaike information criterion (AICc) is used to compare fits between the new circuit and classic equivalent circuits. The AICc values indicate the new circuit results in better fits than classic equivalent circuits used for coatings analysis.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Electrochemical Analysis and Applications · Analytical Chemistry and Sensors · Corrosion Behavior and Inhibition

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Center for Corrosion Science and Engineering, Chemistry Division, U.S. Naval Research Laboratory, 4555 Overlook Avenue SW, Washington, DC 20375, USA

Funding

Strategic Environmental Research and Development Program

References (67)

Show source-provided references
1. Corrosion and aging of organic aviation coatings: A review
2. Cristoforetti, A., Rossi, S., Deflorian, F., and Fedel, M. (2023). Comparative study between natural and artificial weathering of acrylic-coated steel, aluminum, and galvanized steel. Mater. Corros., 1–10.10.1002/maco.202313858 ↗
3. Stress and embrittlement in organic coatings during general weathering exposure: A review10.1016/j.porgcoat.2022.107085 ↗
4. Advances in corrosion protection by organic coatings: What we know and what we would like to know10.1016/j.porgcoat.2016.04.030 ↗
5. Electrochemical Impedance of Organic-Coated Steel: Correlation of Impedance Parameters with Long-Term Coating Deterioration10.1149/1.2096897 ↗
6. Exposure assessment of organic solvents for aircraft paint stripping and spraying workers10.1016/j.scitotenv.2005.02.029 ↗
7. McCafferty, E. (2010). Introduction to Corrosion Science, Springer Science and Business Media LLC.10.1007/978-1-4419-0455-3 ↗
8. Assessing the moisture barrier properties of polymeric coatings using electrical and electrochemical methods10.1109/14.42159 ↗
9. Automatic classification of polymer coating quality using artificial neural networks10.1016/S0010-938X(98)00127-9 ↗
10. Analysis of electrochemical impedance and noise data for polymer coated metals10.1016/S0010-938X(97)83346-X ↗
11. Collection of Electrochemical Impedance and Noise Data for Polymer-Coated Steel from Remote Test Sites10.5006/1.3280484 ↗
12. Fundamentals of the Measurement of Corrosion Protection and the Prediction of Its Lifetime in Organic Coatings10.1021/bk-2002-0805.ch016 ↗
13. The structure and electrical properties of protective films
14. Simplified approach to assess water uptake in protective organic coatings by parallel plate capacitor method10.1016/j.mtcomm.2020.101858 ↗
15. (2004). Chemical Conversion Materials for Coating Aluminum and Aluminum Alloys (Standard No. MIL-DTL-81706B).
16. (2012). Performance Specification: Primer Coatings: Epoxy, Waterborne (Standard No. MIL-PRF-85582E).
17. (2012). Performance Specification: Coating: Polyurethane, Aircraft and Support Equipment (Standard No. MIL-PRF-85285E).
18. Use of electrochemical impedance spectroscopy for the study of corrosion protection by polymer coatings10.1007/BF00262955 ↗
19. Electrochemical test methods for evaluating organic coatings on metals: An update. Part III: Multiple test parameter measurements10.1016/S0300-9440(97)00099-4 ↗
20. Electrochemical test methods for evaluating organic coatings on metals: An update. Part I. Introduction and gen-eralities regarding electrochemical testing of organic coatings10.1016/S0300-9440(96)00677-7 ↗
21. A capacitance study of pseudo-fickian diffusion in glassy polymer coatings10.1016/0300-9440(95)00601-X ↗
22. Etude electrochimique, et par microscopie electronique a balayage, du fer recouvert de peinture10.1016/0376-4583(76)90036-4 ↗
23. Kinetics of rapid electrode reactions10.1039/df9470100011 ↗
24. Application of impedance measurements to study performance of painted metals in aggressive solutions10.1016/S0022-0728(81)80546-3 ↗
25. Electrochemical and structural properties of a polyurethane coating on steel substrates for corrosion protection10.1016/j.corsci.2007.03.018 ↗
26. Rapid electrochemical assessment of paint
27. Characterisation of organic coatings in sour media and influence of polymer structure on corrosion performance10.1016/S0300-9440(00)00094-1 ↗
28. Impedance Spectroscopy10.1007/BF02368532 ↗
29. Policastro, S.A., Anderson, R.M., Hangarter, C.M., Arcari, A., and Iezzi, E.B. (2023). Experimental and Numerical Investigation into the Effect of Water Uptake on the Capacitance of an Organic Coating. Materials, 16.10.3390/ma16103623 ↗
30. Dispersion and Absorption in Dielectrics I. Alternating Current Characteristics10.1063/1.1750906 ↗
31. Theory of the frequency dispersion of electrode polarization. Topology of networks with fractional power frequency dependence10.1021/j100569a008 ↗
32. The analysis of electrode impedances complicated by the presence of a constant phase element10.1016/S0022-0728(84)80324-1 ↗
33. On the intrinsic coupling between constant-phase element parameters α and Q in electrochemical impedance spectroscopy10.1016/j.electacta.2012.04.020 ↗
34. Impedance of rough capacitive electrodes10.1016/0022-0728(93)02949-I ↗
35. Constant-Phase-Element Behavior Caused by Resistivity Distributions in Films10.1149/1.3499564 ↗
36. Physicochemical Mechanisms of the Double-Layer Capacitance Dispersion and Dynamics: An Impedance Analysis10.1021/acs.jpcc.0c11335 ↗
37. Translational and localised ionic motion in materials with disordered structures10.1016/j.solidstatesciences.2007.05.014 ↗
38. Ionic motion in materials with disordered structures: Conductivity spectra and the concept of mismatch and relaxation10.1039/b200122p ↗
39. On the physical interpretation of constant phase elements10.1016/j.ssi.2009.04.002 ↗
40. Double layer capacitances analysed with impedance spectroscopy and cyclic voltammetry: Validity and limits of the constant phase element parameterization10.1039/D1CP03381F ↗
41. Impact of aging conditions on mechanical properties of thermoplastic polyurethane10.1016/j.matdes.2010.04.023 ↗
42. Effect of chemical structure on the water sorption of amine-cured epoxy resins10.1016/j.corsci.2009.08.029 ↗
43. Possart, W., and Zimmer, B. (2022). Water in polyurethane networks: Physical and chemical ageing effects and mechanical parameters. Contin. Mech. Thermodyn., 1–27.10.1007/s00161-022-01082-y ↗
44. Water diffusion in a crosslinked polyether-based polyurethane adhesive10.1016/j.ijadhadh.2016.01.005 ↗
45. Electrical measurements in the study of immersed paint coatings on metal. I. Comparison between capacitance and gravimetric methods of estimating water-uptake10.1002/jctb.5010040202 ↗
46. Yang, C., Xing, X., Li, Z., and Zhang, S. (2020). A Comprehensive Review on Water Diffusion in Polymers Focusing on the Polymer–Metal Interface Combination. Polymers, 12.10.3390/polym12010138 ↗
47. Use and misuse of logistic equations for modeling chemical kinetics10.1007/s10973-015-4879-3 ↗
48. Analysis of Galvanic Corrosion Current between an Aluminum Alloy and Stainless-Steel Exposed to an Equilibrated Droplet Electrolyte10.1149/1945-7111/abf5a7 ↗
49. Lutz, B., and Kindersberger, J. (2010, January 4–9). Influence of absorbed water on volume resistivity of epoxy resin insulators. Proceedings of the 2010 IEEE International Conference on Solid Dielectrics, IEEE 2010, Potsdam, Germany.10.1109/ICSD.2010.5568218 ↗
50. The rational design of polyurea & polyurethane dielectric materials10.1016/j.polymer.2013.05.003 ↗
51. Interface Effects in the Electrical Response of Non-Metallic Conducting Solids and Liquids10.1109/TEI.1981.298345 ↗
52. Substitution of the constant phase element by Warburg impedance for protective coatings10.1016/j.corsci.2006.06.027 ↗
53. Electrochemical impedance spec-troscopy study of waterborne epoxy coating film formation10.3390/coatings9040254 ↗
54. Diffusion in anisotropic porous media10.1007/BF00136440 ↗
55. Diffusion in Porous Media: Phenomena and Mechanisms10.1007/s11242-019-01262-6 ↗
56. Validity of the Bruggeman relation for porous electrodes10.1088/0965-0393/21/7/074009 ↗
57. Effective Ion Diffusion in Charged Nanoporous Materials10.1149/2.0491704jes ↗
58. Reducing the resistance for the use of electrochemical impedance spectroscopy analysis in materials chemistry10.1039/D1RA03785D ↗
59. Refined Simplex Method for Data Fitting
60. A Simplex Method for Function Minimization10.1093/comjnl/7.4.308 ↗
61. The analysis of impedance data by means of a random simplex method10.1016/0010-938X(91)90099-B ↗
62. Physical Interpretations of Electrochemical Impedance Spectroscopy of Redox Active Electrodes for Electrical Energy Storage10.1021/acs.jpcc.8b05241 ↗
63. Mechanically tunable conductive interpenetrating network hydrogels that mimic the elastic moduli of biological tissue10.1038/s41467-018-05222-4 ↗
64. Design of adhesive conducting PEDOT-MeOH:PSS/PDA neural interface via electropolymerization for ultrasmall implantable neural microelectrodes10.1016/j.jcis.2023.01.146 ↗
65. Diffusion coefficients of polyurethane coatings by swelling experiments using dielectric spectroscopy10.1002/app.49174 ↗
66. A new look at the statistical model identification10.1109/TAC.1974.1100705 ↗
67. Unifying the derivations for the Akaike and corrected Akaike information criteria10.1016/S0167-7152(96)00128-9 ↗