Electrochemical Noise Analysis Using Experimental Chaos Theory, Power Spectral Density and Hilbert–Huang Transform in Anodized Aluminum Alloys in Tartaric–Phosphoric–Sulfuric Acid Solutions
Abstract
:1. Introduction
2. Materials and Methods
3. Results
3.1. SEM Superficial Analysis
3.2. Electrochemical Noise
3.2.1. Frequency Domain Analysis: Power Spectral Density (PSD) and Noise Impedance (Zn)
3.2.2. Time–Frequency Domain Analysis: Hilbert–Huang Transform ANALYSIS
3.3. Time Domain Analysis—Chaos Theory
3.3.1. Signal Processing
3.3.2. Correlation Dimension
3.3.3. Average Lyapunov Exponent
4. Discussion
5. Conclusions
- The result indicated that the AA2024-0, AA2024-1, and AA2024-2 samples and the AA7075-2 and AA7075-3 samples exhibit mixed corrosion via the Lyapunov constant, with a notable inclination towards localized corrosion when analyzed using the PSD and HHT methods. The surface is not homogenous, and the corrosion process is predominately localized in specific zones.
- In the analysis conducted using the PSD slope, only AA2024-2 presented a uniform corrosion value (−6); meanwhile, the rest of the samples presented values of localized corrosion.
- The AA7075-3 sample presented the highest corrosion resistance (1667 Ω·cm2), and the AA2024-1 sample presented the lowest corrosion resistance with 132 Ω·cm2.
- The AA2024-0 sample, in contrast, exhibited a lower correlation dimension, implying less complex or self-replicating corrosion processes. This potentially indicates a more uniform or straightforward corrosion behavior, which may contribute to localized corrosion tendencies. The result obtained using the HHT method matched the result obtained using the correlation dimension.
- Among the AA7075 alloy samples, it is noteworthy that only the AA7075-1 and AA7075-3 samples exhibited heightened passivity, as indicated by their higher correlation dimensions.
- The successful application of the chaos theory in our study underscores its efficacy and capacity for an in-depth analysis of electrochemical noise results. It has proven to be instrumental in providing detailed insights into the nature and mechanisms of corrosion processes.
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Alloys | Cu | Zn | W | Fe | Cr | Mn | Pb | Al |
---|---|---|---|---|---|---|---|---|
AA2024 | 4.32 | 0.174 | -- | 0.242 | 0.049 | 0.487 | 0.0022 | Balance |
AA7075 | 1.72 | 5.61 | 0.27 | 0.194 | 0.166 | 0.036 | -- | Balance |
Alloys | Anodizing Electrolytes (%) | Voltage (V) | Time (min) | Sealing | Nomenclature | ||
---|---|---|---|---|---|---|---|
H2SO4 | H3PO4 | C4H6O6 | |||||
AA2024 | - | - | - | - | - | - | AA2024-0 |
5 | 5 | 5 | 20 | 25 | Deionized water at 90 ± 2 °C for 30 min | AA2024-1 | |
7.5 | 5 | 10 | AA2024-2 | ||||
7.5 | 10 | 5 | AA2024-3 | ||||
AA7075 | - | - | - | - | - | - | AA7075-0 |
5 | 5 | 5 | 20 | 25 | Deionized water at 90 ± 2 °C for 30 min | AA7075-1 | |
7.5 | 5 | 10 | AA7075-2 | ||||
7.5 | 10 | 5 | AA7075-3 |
NaCl | |||
---|---|---|---|
Sample | Ψ0 (dBi) | Β (dB [A]) | Zn0 (Ω·cm2) |
AA2024-0 | −99 | −13 | 136 |
AA2024-1 | −93 | −9 | 132 |
AA2024-2 | −108 | −6 | 390 |
AA2024-3 | −102 | −8 | 364 |
AA7075-0 | −84 | −10 | 60 |
AA7075-1 | −102 | −7 | 164 |
AA7075-2 | −108 | −8 | 477 |
AA7075-3 | −88 | −9 | 1677 |
AA2024 | AA7075 | |||||||
---|---|---|---|---|---|---|---|---|
Samples | 0 | 1 | 2 | 3 | 0 | 1 | 2 | 3 |
Correlation Dimension | 0.339 | 0.229 | 0.224 | 0.247 | 0.238 | 0.199 | 0.195 | 0.265 |
AA2024 | AA7075 | |||||||
---|---|---|---|---|---|---|---|---|
Samples | 0 | 1 | 2 | 3 | 0 | 1 | 2 | 3 |
LE Average | 0.339 | 0.229 | 0.224 | 0.247 | 0.238 | 0.199 | 0.195 | 0.265 |
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Martínez-Ramos, C.; Olguin-Coca, J.; Lopez-Leon, L.D.; Gaona-Tiburcio, C.; Lara-Banda, M.; Maldonado-Bandala, E.; Castañeda-Robles, I.; Jaquez-Muñoz, J.M.; Cabral-Miramontes, J.; Nieves-Mendoza, D.; et al. Electrochemical Noise Analysis Using Experimental Chaos Theory, Power Spectral Density and Hilbert–Huang Transform in Anodized Aluminum Alloys in Tartaric–Phosphoric–Sulfuric Acid Solutions. Metals 2023, 13, 1850. https://doi.org/10.3390/met13111850
Martínez-Ramos C, Olguin-Coca J, Lopez-Leon LD, Gaona-Tiburcio C, Lara-Banda M, Maldonado-Bandala E, Castañeda-Robles I, Jaquez-Muñoz JM, Cabral-Miramontes J, Nieves-Mendoza D, et al. Electrochemical Noise Analysis Using Experimental Chaos Theory, Power Spectral Density and Hilbert–Huang Transform in Anodized Aluminum Alloys in Tartaric–Phosphoric–Sulfuric Acid Solutions. Metals. 2023; 13(11):1850. https://doi.org/10.3390/met13111850
Chicago/Turabian StyleMartínez-Ramos, Cynthia, Javier Olguin-Coca, Luis Daimir Lopez-Leon, Citlalli Gaona-Tiburcio, María Lara-Banda, Erick Maldonado-Bandala, Ivan Castañeda-Robles, Jesús M. Jaquez-Muñoz, Jose Cabral-Miramontes, Demetrio Nieves-Mendoza, and et al. 2023. "Electrochemical Noise Analysis Using Experimental Chaos Theory, Power Spectral Density and Hilbert–Huang Transform in Anodized Aluminum Alloys in Tartaric–Phosphoric–Sulfuric Acid Solutions" Metals 13, no. 11: 1850. https://doi.org/10.3390/met13111850