Comparative Electrochemical Noise Characterization of Ti-CP2, Ti-6Al-2Sn-4Zr-2Mo, and Ti-6Al-4V in Ringer’s Solution Using Statistical and Hilbert–Huang Analyses

Titanium and its alloys are widely used in biomedical applications because of their favorable mechanical properties, biocompatibility, and corrosion resistance. This study comparatively evaluated the electrochemical behavior of Ti-CP2, Ti-6Al-2Sn-4Zr-2Mo, and Ti-6Al-4V in Ringer’s solution using electrochemical noise (EN), empirical mode decomposition (EMD), Hilbert–Huang Transform (HHT), and scanning electron microscope/Energy-dispersive X-ray spectroscopy (EDS) SEM/EDS characterization. Statistical EN analysis revealed marked differences among the investigated materials. Ti-6Al-2Sn-4Zr-2Mo exhibited the highest noise resistance (45,412 ± 57 Ω·cm2), followed by Ti-6Al-4V (11,784 ± 39 Ω·cm2) and Ti-CP2 (4114 ± 45 Ω·cm2), whereas relatively low localization index values were obtained for all three materials (0.02634–0.06). EMD revealed four, five, and six intrinsic mode functions for Ti-CP2, Ti-6Al-2Sn-4Zr-2Mo, and Ti-6Al-4V, respectively. Hilbert time–frequency–amplitude analysis further demonstrated distinct temporal and frequency distributions of the electrochemical fluctuations, with Ti-6Al-4V exhibiting the broadest and most persistent distribution of transient activity. SEM/EDS revealed localized post-exposure compositional heterogeneity and different degrees of accumulation of electrolyte-derived species but was not interpreted as direct evidence of passive-film chemistry or integrity. Overall, the combined statistical EN, EMD, Hilbert time–frequency, and SEM/EDS results demonstrate distinct passive electrochemical responses among the three titanium materials, with Ti-6Al-2Sn-4Zr-2Mo exhibiting the highest resistance to electrochemical fluctuations under the investigated conditions.

Authors

Institutions

Publication Details

Journal
Materials
Published
2026-10-15
DOI
https://doi.org/10.3390/ma19204337
Primary Topic
Titanium Alloys Microstructure and Properties
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Comparative Electrochemical Noise Characterization of Ti-CP2, Ti-6Al-2Sn-4Zr-2Mo, and Ti-6Al-4V in Ringer’s Solution Using Statistical and Hilbert–Huang Analyses

Demetrio Nieves-Mendoza, Brenda Paola Baltazar-García, Ce Tochtli Méndez-Ramírez, Luis Daimir López-Léon et al.
Materials
Titanium Alloys Microstructure and Properties
article

Comparative Electrochemical Noise Characterization of Ti-CP2, Ti-6Al-2Sn-4Zr-2Mo, and Ti-6Al-4V in Ringer’s Solution Using Statistical and Hilbert–Huang Analyses

Demetrio Nieves-Mendoza, Brenda Paola Baltazar-García, Ce Tochtli Méndez-Ramírez, Luis Daimir López-Léon, Jesús Manuel Jáquez-Muñoz, Laura Landa-Ruiz, Citlalli Gaona-Tiburcio, Erick Maldonado-Bandala, Francisco Estupiñán-López, Facundo Almeraya-Calderón, Javier Olguín-Coca, Bruno Almeraya-Gaona
article en

Abstract

Titanium and its alloys are widely used in biomedical applications because of their favorable mechanical properties, biocompatibility, and corrosion resistance. This study comparatively evaluated the electrochemical behavior of Ti-CP2, Ti-6Al-2Sn-4Zr-2Mo, and Ti-6Al-4V in Ringer’s solution using electrochemical noise (EN), empirical mode decomposition (EMD), Hilbert–Huang Transform (HHT), and scanning electron microscope/Energy-dispersive X-ray spectroscopy (EDS) SEM/EDS characterization. Statistical EN analysis revealed marked differences among the investigated materials. Ti-6Al-2Sn-4Zr-2Mo exhibited the highest noise resistance (45,412 ± 57 Ω·cm2), followed by Ti-6Al-4V (11,784 ± 39 Ω·cm2) and Ti-CP2 (4114 ± 45 Ω·cm2), whereas relatively low localization index values were obtained for all three materials (0.02634–0.06). EMD revealed four, five, and six intrinsic mode functions for Ti-CP2, Ti-6Al-2Sn-4Zr-2Mo, and Ti-6Al-4V, respectively. Hilbert time–frequency–amplitude analysis further demonstrated distinct temporal and frequency distributions of the electrochemical fluctuations, with Ti-6Al-4V exhibiting the broadest and most persistent distribution of transient activity. SEM/EDS revealed localized post-exposure compositional heterogeneity and different degrees of accumulation of electrolyte-derived species but was not interpreted as direct evidence of passive-film chemistry or integrity. Overall, the combined statistical EN, EMD, Hilbert time–frequency, and SEM/EDS results demonstrate distinct passive electrochemical responses among the three titanium materials, with Ti-6Al-2Sn-4Zr-2Mo exhibiting the highest resistance to electrochemical fluctuations under the investigated conditions.

MaterialsVol. 19(20)
Universidad Autónoma del Estado de Hidalgo (MX), Universidad Veracruzana (MX), Universidad Autónoma de Nuevo León (MX), Instituto Tecnológico de Ciudad Juárez (MX)
Openalex Percentile: Top 29%
Titanium Alloys Microstructure and Properties
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.