The present study evaluated the corrosion behavior of weld HAZ sub-regions in real seawater. The microbial profile of the Guanabara Bay seawater was mostly dominated by Proteobacteria, Bacteroidetes, and Firmicutes representatives. The phylum Proteobacteria implicates many marine bacteria, while Bacteroidetes and Firmicutes typically govern copiotroph bacteria [32]. Their presence is because Guanabara Bay receives massive anthropogenic impacts and shows high degrees of pollution.
Desulfovibrio were the most dominant planktonic species detected by the 16S rRNA analysis. This genus is tightly associated with sulfate-reducing bacteria (SRB) and is frequently identified in MIC samples from marine environments due to the rich sulfate content in seawater. Besides natural environments, SRB is a morphologically and physiologically diverse group widely spread in industrial areas. Traditionally, SRB has been reported to release H2S, a strongly corrosive metabolite, which can cause pitting corrosion in infrastructures made of several types of steel [13, 33–34]. Our previous study showed by biomolecular tools a huge SRB diversity associated with weld corrosion in API X65 steel exposed to seawater from the same site [21]. Additionally, some SRB can directly use metallic iron as an electron donor. For instance, Desulfovibrio ferrophilus strain IS5 is a lithotrophic organism isolated from marine sediment capable of EET mechanism [35]. Desulfovibrio vulgaris also accelerated corrosion via EET in the presence of electron mediators (riboflavin and flavin adenine dinucleotide) [36]; however, there has been no direct evidence of natural secretion of electron mediators by SRB.
Among the species with the highest number of OTUs present in this seawater, the genus Thioclava attracted attention. Its members do not secrete any known corrosive metabolite, and their role in MIC was recently reported using Thioclava electrotropha ElOx9 [37]. Electrochemical investigation demonstrates that this isolated sulfur-oxidizing marine bacterium is capable of extracellular electron uptake from solid-state surfaces and coupling this functionality to nitrate respiration. Unlike D. ferrophilus that performs outward EET, T. electrotropha ElOx9 may corrode steels by the inward ETT mechanism. In general, the pathways of EET can be outward, that is, a flow of electrons towards an electrode (from a “microbial bioanode”), or inward, harvesting electrons from an electrode (to a “microbial biocathode”) [38].
Members of Clostridium genus were also identified in our analyses. They have been reported in environmental corrosive biofilms by other studies as well [21, 39]. Monroy and colleagues [39] detected lower corrosion rates for Clostridium celerecrescens than that corrosion rate for SRB. The newest reports suggest that Clostridium species can secrete enzymes and other small molecules to enhance their electron uptake from extracellular electron donors [40]; thus, they may cooperate for metallic dissolution. The presence of Pseudoalteromonas, Marinobacterium, and Marinomonas was detected in the Guanabara Bay seawater. Novel insights can explain the multiple effects of these microorganisms on corrosion in marine environments [41–43]. Guo et al. [43] described that Pseudoalteromonas piscicida accelerates pitting corrosion due to the secretion of pyomelanin, a bacterial pigment that may act as an electron acceptor or mediator. Hirano et al. [41] firstly reported that flavins secreted by Marinobacterium sp. strain DMS-S1 served as photosensitizers to help the cells assimilate oceanic organic sulfur compounds. Nowadays, it is well-known that flavins also work as an electron shuttle in MIC [38]. Mugge et al. [44] corroborate that Marinomonas species are typically found in marine biofilms. They analyzed biofilms grown over C1020 steel coupons within different marine microcosms and proposed that Marinomonas are associated with hydrocarbon degradation and EPS synthesis for biofilm formation.
Vibrio genus is commonly reported in biofouling studies on various metal alloys in quiescent or flowless seawater conditions. Cai et al. [45] suggested that the synergism of Vibrio sp. with other microbial species within biofilms can increase the corrosion current densities in carbon steels. Conversely, Pseudovibrio has not been reported in MIC studies. Its species have attracted attention because they are part of the microbiome of healthy marine sponges by secreting biologically active secondary metabolites with antimicrobial activity [46]. Since planktonic Pseudovibrio species are often detected in seawater, new studies should focus on whether those metabolites are also active electron shuttles in marine corrosion processes or not. Even though the members of some genera found in this study are not directly related to metallic corrosion, they can play an essential role in maintaining the biofilm integrity and creating favorable conditions for corrosion reactions.
The high number of HAB in the seawater may have provided a favorable environment to accelerate the corrosive process of the HAZ surfaces. Previous studies reported similar HAB counting for seawater samples from different points of the Guanabara Bay [7, 19, 26, 47]. Most of these bacteria are described as pioneer colonizers during biofilm formation over surfaces by producing extracellular polymeric substances (EPS). During the experiments, the IOB growth may have been stimulated by the release of ferrous ions (Fe2+) from HAZ sub-region corrosion to the bulk seawater. This lithotrophic group rapidly oxidizes dissolved Fe2+ to insoluble ferric ions (Fe3+). Results confirmed that planktonic SRB can grow in aquatic environments with high dissolved oxygen (7.4 ± 0.2 mg.L− 1). The SRB number may have also increased due to cell detachment from the biofilm formed over the HAZ sub-region coupons. On the other hand, the slight decrease in the APAB population can be justified by the rising concentration of iron (Fe2+ and Fe3+) and sulfide (S2−) in the microcosm, which may have promoted an inhibitory effect on its metabolism. The planktonic cell counting indicates that the cultivable microbial community remained metabolically active throughout the experiment, promoting the occurrence of MIC.
On the whole, Illumina sequencing and MPN method pointed out this seawater as a natural medium with a complex microbial community assembled by multiple groups of microorganisms that coexist in Guanabara Bay. Most of these microbial groups can promote both M-MIC and EET-MIC, whether alone or synergistically with others. Additionally, the microbial colonization of the coupon surfaces after 14 days of immersion in this seawater was corroborated by scanning electron microscopy (SEM). All coupons exhibited microbial cells embedded in corrosion products. Since SEM images shared the same visual information, regardless of the HAZ sub-region analyzed, representative images with different magnitudes are shown in the supplementary material. Characterization of the sessile microbial community on the coupon surfaces by high-throughput DNA sequencing was not performed here. Our previous study [21] showed rather similarity between planktonic and sessile microbiota in the Guanabara Bay.
The high diversity, abundance, and activity of microorganisms in the seawater was the greatest factor in promoting pitting corrosion on HAZ surfaces. Corrosion susceptibility was in the following order: BM > 700 oC HAZ > 1350 oC HAZ > 1000 oC > 860 oC HAZ. Results indicated that austenite and martensite grains seen in the 860 oC HAZ (Fig. 2C) might be less resistant to pitting corrosion than cementite grains seen in the BM (Fig. 2A). It may have happened because 860 oC HAZ showed a varied microstructure, while the BM showed a uniform microstructure. The size of the grains also may influence their sensitivity to corrosion. Although the 1000oC HAZ (Fig. 5D) and 1350oC HAZ (Fig. 5E) coupons were composed of only austenite grains in their microstructures, the HAZ sub-region with fine grains (1000oC) exhibited pitting corrosion of 18.5% deeper than that HAZ sub-region with coarse grains (1350oC). It is important to highlight that there was no significant variation in the chemical composition of the HAZ sub-regions (data not shown).
Electrochemical tests demonstrated that the corrosion behaviors in the early days were mainly associated with the differences in granulometry and microstructure, as seen in Fig. 2 and Fig. 6, when the whole surface was not covered by biofilm or a significant amount of corrosion products. The decrescent EIS values (Fig. 6) and smaller peaks on intermediate frequencies by the Bode plots (Fig. 7) can be associated with the cell attachment and progressive biofilm formation on the HAZ sub-region surfaces during the experiments. On the other hand, the one shifted to lower frequencies may be related to the electrochemical reactions developing at slower rates due to a higher mass transfer resistance caused by the deposit. Lv et al. [48] also suggested that phase angle peaks shifting to lower frequencies indicated the formation of denser deposit layers. According to Fig. 7, dense layers (biofilm and abiotic deposit) were already formed on the BM, 700oC HAZ, 860oC HAZ, and 1000oC HAZ coupons from the fourth day onwards, while the 1350oC HAZ coupon caused two-time constants within day 6 and day 9. Despite the different behavior, there is no indication that the HAZ heated at 1350oC could induce a different electrochemical response due to its particular microstructure.
As all HAZ sub-regions exhibited identical behavior after day 4, the electrochemical tests indicated that the biofilm formation on the coupons could “standardize” the corrosion reactions and their velocities on surfaces (Fig. 6, 7, and 8), regardless of the HAZ sub-region microstructures investigated. However, these tests were not suitable enough to detect the differences in pitting corrosion promoted by the activity of seawater microorganisms, which pit penetration was particular to each microstructure (Fig. 5). In a condition under the same water salinity but without microorganisms, Zhao and coworkers [16] investigated the corrosion behavior of five HAZ sub-regions (Tp of 750, 850, 1000, 1150, and 1350oC) formed during the welding of an FH32 carbon steel. The authors described considerable differences in the corrosion behaviors of the different HAZ sub-regions and that this behavior is related to changes in the microstructural sensitivity. The findings of Zhao et al. [16] are corroborated by other authors using diverse types of steel.