PG-EAM - Programa de Pós-Graduação em Engenharia Aeronáutica e Mecânica
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Ronnie Rodrigo Rego

Ronnie Rodrigo Rego

Bolsista CNPq Nível C
8
Índice h
220
Citações
33
Artigos

Linhas de Pesquisa

  • Engrenagens
  • Tensão residual
  • Processos de fabricação
Última atualização: 2026-06-25

Publicações (33)

33 publicações
Artigo 2025

Integrated analysis strategy for detecting gear contact fatigue before reaching failure interruption criterion

da Silva, Rodrigo Metzger , Rego, Ronnie Rodrigo , de Faria, Alfredo Rocha

Journal of Sound and Vibration , vol. 595
Citações: 3
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© 2024Identifying the occurrence of gear contact fatigue failure as early as possible is essential for condition-based maintenance (CBM). Vibration signals can be used to identify gear contact fatigue. However, the use of vibration signals can be challenging due to its complexity, compounded by lower levels of vibration during the initial stages of contact fatigue. The present study details a new algorithm that integrates stand-alone features to correlate the vibrational signal with early failure occurrence. The study aim is to identify the failure in the early stages, before reaching the ISO 6336–5 stopping criterion of 4 % damaged area. A damage induction on the flank of helical gears is applied to simulate and characterize the failure occurrence. Damping characteristics with impact evaluation, Kurtosis analysis and the monitoring of the Gear Meshing Frequency are applied to characterize the failure signature. This strategy stands out by the integration of these stand-alone features and their behavior. The algorithm's capacity is verified through durability tests, promoting the natural evolution of this failure mode. Results show a success rate of above 80 % at identifying the failure presence before the stopping criterion limit.

Artigo 2025

Microstructural and Mechanical Characterization of Nb-Doped MoS2 Coatings Deposited on H13 Tool Steel Using Nb-Based Interlayers

Danelon, Miguel R. , Fukumasu, Newton K. , Carvalho, Angelo A. , Rego, Ronnie R. , Machado, Izabel F. , Souza, Roberto M. , Tschiptschin, André P.

Coatings , vol. 15 (1)
Citações: 1
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© 2025 by the authors.Molybdenum disulfide is a 2D material with excellent lubricant properties, resulting from weak van der Waals forces between lattice layers and shear-induced crystal orientation. The low forces needed to shear the MoS2 crystal layers grant the tribological system low coefficients of friction (COF). However, film oxidation harms its efficacy in humid atmospheres, leading to an increased COF and poor surface adhesion, making its use preferable in dry or vacuum conditions. To overcome these challenges, doping MoS2 with elements such as Nb, Ti, C, and N emerges as a promising solution. Nevertheless, the adhesion of these coatings to a steel substrate presents challenges and strategies involving the reduction in residual stresses and increased chemical affinity to the substrate by using niobium-based materials as interlayers. In this study, Nb-doped MoS2 films were deposited on H13 steel and silicon wafers using the pulsed direct current balanced magnetron sputtering technique. Different niobium-based interlayers (pure Nb and NbN) were deposited to evaluate the adhesion properties of Nb-doped MoS2 coatings. Unlubricated scratch tests, conducted at room temperature and relative humidity under a progressive load, were performed to analyze the COF and adhesion of the coating. Instrumented indentation tests were conducted to assess the hardness and elastic modulus of the coatings. The microstructure of the coatings was obtained by Scanning Electron Microscopy (SEM), Scanning Transmission Electron Microscopy (STEM), and Transmission Electron Microscopy (TEM), with Energy-Dispersive X-Ray Spectroscopy (EDS). Results indicated that niobium doping on MoS2 coatings changes the structure from crystalline to amorphous. Additionally, the Nb concentration of the Nb:MoS2 coating changed the mechanical properties, leading to different cohesive failures by different loads during the scratch tests. Results have also indicated that an NbN interlayer optimally promoted the adhesion of the film. This result is justified by the increase in hardness led by higher Nb concentrations, enhancing the load-bearing capacity of the coating. It is concluded that niobium-based materials can be used to enhance the adhesion properties of Nb-doped MoS2 films and improve their tribological performance.

Artigo 2025

Influence of carrier gas flow rate and particle size of AISI M2 in the laser-directed energy deposition process

Pacheco, Jeferson T. , Prass, Gustavo , Veiga, Marcelo , Meura, Vitor , Leite, Moyses , Fiocco, Giovanna , Rego, Ronnie

Advances in Materials and Processing Technologies , vol. 11 (3) , pp. 1836-1850
Citações: 2
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© 2024 Informa UK Limited, trading as Taylor & Francis Group.Additive manufacturing (AM) is a rapid prototyping technology that offers many advantages over conventional manufacturing processes. However, to make the most of the AM advantages, some requirements need to be met, such as the adjustment of process parameters and quality of the feedstock. This work assessed the influence of carrier gas flow rate and particle size of AISI M2 in the laser-directed energy deposition process (L-DED). Different carrier gas flow rates were tested for two powders with particle size of 53–150 µm (larger range) and 20–53 µm (lower range). The variation of carrier gas flow rate and particle size was assessed in single lines and layers. The results show that increasing the carrier gas flow rate provides better powder convergence in the region where there is interaction with the laser beam and faster particle velocity. The lower range tends to have greater efficiency in the deposition of single lines and layers. Regarding geometric characteristics, the aspect ratio did not show a well-defined trend as a function of the carrier gas flow rate and particle size, however, the layer height tends to be greater for the lower range, while the dilution tends to be greater for the larger range.

Artigo 2025

Isotropic Superfinishing Effects on the Surface Integrity of Ground Gears

Gomes, Gilberto Martins de Oliveira , Rego, Ronnie Rodrigo , D’Oliveira, André Luiz Rocha , Carvalho, Angelo Alves , Gallinucci, Antonio

Journal of Materials Engineering and Performance
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© ASM International 2025.Energy transition has brought tighter requirements to high-performance gears, especially the demand for increased power density. Usually applied after grinding, isotropic superfinishing stands for a solution to reduce flank roughness and consequently the contact stresses. The objective of this study is comprehending how the residual stresses induced by the grinding process influence the superfinished surface integrity. Specimens were pointedly ground to induce distinct residual stress states in terms of maximum intensity, surface heterogeneity, and in-depth profile. They were then subjected to isotropic superfinishing in a single condition. The investigation showed that, after the isotropic superfinishing, the ground residual stress state is preserved. The results of both intensity and heterogeneity of residual stresses demonstrate that the superfinished surface is strongly influenced by the previous manufacturing stage, to which the proposed mechanism of interaction is verified.

Artigo 2024

Comprehensive surface integrity evaluation during early stages of gear contact fatigue

Lima, Bruno , Rego, Ronnie

International Journal of Fatigue , vol. 180
Citações: 5
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© 2023 Elsevier LtdThe study aims to evaluate the microstructural sensitive aspects of contact fatigue crack initiation and its evolution during the gear lifetime. Tests were performed to evaluate different stages in the evolution curve of gear contact fatigue. The magnetic Barkhausen noise (MBN) technique was used to characterize variations in the magnetic response in gears during the incipient gear contact fatigue mechanisms initiation. For a complete comprehension of the surface degradation, residual stresses, microstructure, and microhardness were explored. A substantial increase in the MBN signal is identified before the fatigue failure occurs, indicating the occurrence of microstructural alterations that change the magnetic properties. The early stages of contact fatigue are accompanied by a surface softening in the near-surface region, up to approximately 40 µm depth. These phenomena were also followed by a less compressive residual stress region at 20 µm depth. A lower influence of microstrains on the diffractogram can be observed by the full width at half maximum parameter (FWHM), indicating a higher amount of dislocation annihilation during the appearance of the initial stages of the contact fatigue mechanism. The study concludes by proposing a comprehensive approach to understand the mechanisms behind the early stages of gear contact fatigue and how the MBN signal can be used to detect fatigue damage.

Artigo 2024

Evaluation of Gear Contact Fatigue Surface Integrity Aspects in Fatigue Lifetime Using the Barkhausen Noise Technique

de Lima, Bruno Henrique Oliveira , Rego, Ronnie Rodrigo

American Gear Manufacturers Association Fall Technical Meeting 2024 Ftm 2024
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© FTM 2024.All rights reserved.This study addresses the Magnetic Barkhausen Noise (MBN) technique as a non-destructive testing method for detecting contact fatigue in gears within an industrial context. The primary objective is to evaluate the MBN signal evolution during the lifetime of gears, specifically aiming to detect contact fatigue failures in their early stages, before any visible damage appears at the flank surface. Fatigue testing was conducted on five gear samples, inducing a natural evolution of gear contact fatigue. Monitoring MBN signals at regular intervals during testing cycles allowed for correlation with surface integrity degradation. Furthermore, the study delves into microstructural aspects related to contact fatigue, exploring various stages in the MBN evolution curve. The MBN technique was employed to characterize magnetic response variations during the initiation of contact fatigue mechanisms. In-depth analyses of residual stresses, microstructure, and microhardness provided a comprehensive understanding of surface degradation. A substantial increase in the MBN signal was identified before fatigue failure, indicating microstructural alterations affecting magnetic properties. Early contact fatigue stages were characterized by surface softening in the near-surface region, up to approximately 40 µm depth, accompanied by a less compressive residual stress region at 20 µm depth. The study also observed a lower influence of microstrains on the diffractogram, suggesting higher dislocation annihilation during the initial stages of contact fatigue. Results revealed a significant variation in MBN signals influenced by operational loads during tests, with a noteworthy increase observed just before gear failure. Using a scale from 0% (manufactured condition) to 100% (failure), the study successfully detected failures at 17% of the gear's lifespan, providing valuable insights for early failure detection in industrial applications. The findings conclude by proposing a comprehensive approach to understanding early gear contact fatigue mechanisms and highlighting the MBN signal's utility in detecting fatigue damage.

Artigo 2024

Influence of Material Removal Rate on Residual Stress State in Gear Grinding

Carvalho, Angelo , Souza, Naiane , Rego, Ronnie , Oliveira, André

American Gear Manufacturers Association Fall Technical Meeting 2024 Ftm 2024
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© FTM 2024.All rights reserved.The knowledge of the residual stress state is of interest to the gear industry due to its critical role in avoiding fatigue failure mode. Since fatigue cracks are always nucleated and propagated under tensile actuating stresses, a suitable compressive residual stress state is desirable to decrease the total stress profile, by the superposing principle. Usually applied as the last process of the gear manufacturing chain, grinding provides both thermal and mechanical loads, from which residual stresses are induced. The intensity of such loads is associated with the material removal rate (MRR); however, it is not constant along the tooth profile, due to the complex kinematics of gear grinding process. The objective of this study is then the comprehension of how the variation of material removal rate along the tooth profile influences the grinding-induced residual stresses. Case-hardened steel discs were manufactured with different material removal rates, induced by varying grinding parameters. The ground surface integrity of such simplified samples was characterized in terms of residual stress distribution on the surface and in-depth profile. ITA Geometry gear samples were manufactured with profile gear grinding. The characterization of the surface integrity state of the ground teeth was similar to the disc assessment and showed a good correlation regarding the material removal rate and the residual stress state along the tooth profile. Such results highlight that a strategic definition of grinding parameters by material removal rate can improve the residual stress state, leading to more reliable gear fatigue prediction.

Artigo 2024

Surface Integrity of 20MnCr5 Laser Powder Bed Fusion parts subject to contact fatigue test

Guimarães, Guilherme Fernandes , de Faria, Alfredo Rocha , Rego, Ronnie Rodrigo

Procedia CIRP , vol. 123 , pp. 316-321
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© 2024 The Authors. Published by Elsevier B.V.Additive Manufacturing (AM) is vital for industrial innovation, offering high potential for groundbreaking solutions. However, its successful implementation still depends on overcoming several challenges. Particularly, the assessment of surface integrity in AM-generated components, and its degradation when subjected to contact stresses presents an ongoing endeavor. Within this context, the current work delves into the study of the surface integrity of 20MnCr5 case-hardened samples manufactured through laser powder bed fusion (L-PBF), as well as delves into the investigation of surface failure progression when the samples are subjected to cyclic contact stresses. This study encompasses the analysis of residual stresses, hardness, and roughness of specimens manufactured through both additive and conventional production routes. The study's findings show that it is feasible to attain analogous surface quality when proper finishing is applied to L-PBF samples. Although, despite the comparable surface quality, the contact fatigue performance was significative lower on the AM sample when compared to the conventionally manufactured. Additionally, additive manufacturing brings up new challenges to performance by presenting a heterogeneous stress distribution and sub-superficial porosity. In conclusion, to attain a desirable surface integrity for additive manufactured parts, further research should not only focus on improving the process parametrization but should also developing finishing routes especially oriented to additive manufacturing, considering therefore how the interaction between the manufacturing processes will evolve into a desirable surface integrity state.

Artigo 2024

Influence of Different Gear Flank Deviation Tolerance Classes on the Contact Pattern

Gomes, Caio Felipe Siqueira , Colombo, Tiago Cristofer Aguzzoli , Rego, Ronnie Rodrigo

Lecture Notes in Mechanical Engineering , pp. 46-54
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© 2024, The Author(s), under exclusive license to Springer Nature Switzerland AG.Mobility electrification advent has affected the vehicle systems’ design requirements, especially for the powertrain components. Αmong the critical fields affecting the functional performance of future powertrain components is their geometrical accuracy. For gears, the necessity of tighter manufacturing tolerances is related to the much higher rotational speeds involved in the electric motor operation than the internal combustion engine. Although the gear flank tolerance classification establishes the limits of tolerable deviations, there is no treatment regarding how different deviation factors can differently influence the dynamic behavior of gears. Therefore, when standards suggest that high-speed gears require improved tolerance classes, all deviation factors are considered a group. In the case of mobility industries like the automotive, tightening tolerance classes represent a challenge. So, the objective of the present study was the assessment of the influence of different gear deviation factors in tooth contact patterns to identify possible different effects among them. So, tooth contact analyses were performed by computational simulations for a gear sample. The influence of manufacturing profile and helix slope deviations of different tolerance classes in the contact pattern was investigated. The results have demonstrated that a class modification in helix slope deviation has a higher impact on the maximum contact pressure than a class modification in profile slope deviation. When assembly deviations are also considered, the distinct influences are intensified. Identifying the most influential deviation parameters allows the gear manufacturing sector not to have to tighter all tolerances to guarantee an adequate e-mobility gear operation.

Artigo 2023

Shot peening simulation oriented to residual stress interaction with gear grinding

Fernandes Guimarães, Guilherme , Rocha de Faria, Alfredo , Rego, Ronnie Rodrigo , D'Oliveira, André Luiz Rocha

Finite Elements in Analysis and Design , vol. 223
Citações: 5
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© 2023 Elsevier B.V.The current study proposes a shot peening model which enables the residual stress interaction with grinding, a typical combination for gear finishing. The effect of the interaction on the stress state development was addressed by comparing the residual stress state from a standalone shot peening procedure, against the residual stress state arising from a manufacturing route where the interaction of shot peening and grinding takes place. In the interaction model, the grinding procedure generates a pre-loaded condition on the material, modifying the internal strain system of the gear tooth. This pre-loaded system, when disturbed by shot peening, reaches a new internal strain equilibrium. In the interaction model, a 24% less compressive stress state was attained when compared with the standalone shot peening process. A significant shift in the depth and magnitude of the peak compressive stress was also observed. On account of the numerical study of the processes’ interaction, the developed model substantially contributed to understanding the residual stress formation during manufacturing chains.

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