Optimization of the Passivation Process for AM 350 and CUSTOM 450 Stainless Steels Using Taguchi Methodology and Gray Relational Analysis

Almeraya Calderón, Facundo y Cabral Miramontes, José Ángel y Villegas Tovar, José Miguel y Nieves Mendoza, Demetrio y Maldonado Bandala, Erick y Lara Banda, María del Refugio y Baltazar García, Brenda Paola y Samaniego Gámez, Pedro Oliver y Méndez Ramírez, Ce Tochtli y Olguín Coca, Javier y Gaona Tiburcio, Citlalli (2026) Optimization of the Passivation Process for AM 350 and CUSTOM 450 Stainless Steels Using Taguchi Methodology and Gray Relational Analysis. Materials, 19 (9). pp. 1-29. ISSN 1996-1944

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URL o página oficial: https://doi.org/10.3390/ma19091846

Resumen

This study presents research on optimizing the parameters of the passivation process for precipitation-hardening stainless steels (PHSS) to improve the corrosion resistance of AM350 and CUSTOM 450 alloys, which are extensively utilized in the aerospace and aviation sectors, since, as this is a complex process, it requires the implementation of a robust methodological approach that allows for multi-response optimization. Experiments were designed using the Taguchi method, which offered a strong framework for examining the impact of material, type of passivation solution, concentration, temperature, and passivation process time on the corrosion resistance of both PHSS alloys. To confirm the ideal PHSS passivation process parameters and measure the significance of each component, gray relational analysis (GRA) and analysis of variance (ANOVA) were also employed. The combined use of the Taguchi/GRA represents a robust and efficient methodological approach to the multi-response optimization of complex processes, overcoming the limitations inherent in the individual application of each technique. It was determined that the optimized parameters were a PHSS AM 350, a solution composed of a combination of citric acid and oxalic acid, acid concentration of 25% v/v, temperature of 50 °C, and time of 120 min. This combination of parameters resulted in significant improvements of up to 55% in corrosion resistance in the H2SO4 and NaCl evaluation solutions, demonstrating the effectiveness of the optimized conditions. This work emphasizes the efficacy of integrating Taguchi, GRA, and ANOVA techniques to significantly reduce the corrosion rate of PHSS undergoing the passivation process using alternatives to nitric acid. The integration of the Taguchi methodology with GRA enables the normalization and combination of responses with different scales and performance criteria into a single gray relational index, facilitating the overall evaluation of the system.

Tipo de elemento: Article
Palabras claves no controlados: Resistencia a la corrosión; Recubrimientos de conversión; Protección; Aeronáutica
Materias: T Tecnología > TN Ingeniería Minera. Metalurgia
Divisiones: Ingeniería Mecánica y Eléctrica > Doctorado en Ciencias de la Ingeniería Aeronáutica
Usuario depositante: Dra Citlalli Gaona
Creadores:
CreadorEmailORCID
Almeraya Calderón, Facundofacundo.almerayacl@uanl.edu.mxorcid.org/0000-0002-3014-2814
Cabral Miramontes, José ÁngelNO ESPECIFICADOorcid.org/0000-0003-1483-3081
Villegas Tovar, José Miguelmiguel.villegastvr@uanl.edu.mxNO ESPECIFICADO
Nieves Mendoza, DemetrioNO ESPECIFICADONO ESPECIFICADO
Maldonado Bandala, ErickNO ESPECIFICADONO ESPECIFICADO
Lara Banda, María del RefugioNO ESPECIFICADONO ESPECIFICADO
Baltazar García, Brenda PaolaNO ESPECIFICADONO ESPECIFICADO
Samaniego Gámez, Pedro OliverNO ESPECIFICADONO ESPECIFICADO
Méndez Ramírez, Ce TochtliNO ESPECIFICADONO ESPECIFICADO
Olguín Coca, JavierNO ESPECIFICADONO ESPECIFICADO
Gaona Tiburcio, Citlallicitlalli.gaonatbr@uanl.edu.mxorcid.org/0000-0001-9072-3090
Fecha del depósito: 11 Mayo 2026 20:33
Última modificación: 11 Mayo 2026 20:33
URI: http://eprints.uanl.mx/id/eprint/31247

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