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Article

Properties of the Iron Bacteria Biofouling on Ni–P–rGO Coating

School of Energy and Power Engineering, Northeast Electric Power University, Jilin City 132012, China
*
Author to whom correspondence should be addressed.
Appl. Sci. 2020, 10(5), 1567; https://doi.org/10.3390/app10051567
Submission received: 22 January 2020 / Revised: 19 February 2020 / Accepted: 21 February 2020 / Published: 25 February 2020
(This article belongs to the Section Energy Science and Technology)

Abstract

:
Biofouling on heat exchange devices can decrease heat transfer efficiency, corrode materials, and even lead to safety accidents. Most heat exchange devices are made of carbon steel that efficiently produces biofouling. However, in this paper, a nickel–phosphorus–reduced graphene oxide (Ni–P–rGO) coating was prepared on carbon steel by electroless plating to investigate the properties of iron bacteria biofouling. The surface coating was analyzed via scanning electron microscopy and Raman spectroscopy. After the carbon steel and the Ni–P–rGO coating were immersed into an iron bacteria solution for 120 h, the weight of the iron bacteria biofouling on the Ni–P–rGO coating sharply decreased when compared with the carbon steel. We can conclude that the concentration of graphene can affect the weight of iron bacteria biofouling. We also found that the coating solution with 40 mg/L of graphene performed the best in inhibiting biofouling by decreasing the weight of the biofouling by 97.2% compared to carbon steel.

1. Introduction

Biofouling is a biofilm or an organic film that is formed by bacteria, algae, and other microorganisms, as well as their excreta that are deposited on a solid surface [1]. Biofouling can lead to severe issues, such as decreased heat transfer efficiency, corroded materials, and even safety accidents, when present on the surfaces of heat exchangers, water distribution pipes, cooling towers, and other structures [2].
Currently, modified surfaces have been widely used in various industries because of their anti-fouling, anti-corrosion, and non-pollution properties. In the last twenty years, multiple studies have focused on the anti-biofouling properties of modified surfaces. Liu and Zhao. [3] found that a coating of Ni–P–poly tetrafluoroethylene (Ni–P–PTFE) with a surface energy in the 21–26 mJ/m2 range exhibited an excellent antimicrobial property and reduced the Escherichia (XA90) adhesion by 95% compared with stainless steel 304. Liu et al. [4] and Xu et al. [5] studied the effect of electroless Ni–P and Ni–Cu–P coatings on the biofouling of iron bacteria, respectively, and they demonstrated that Ni–P and Ni–Cu–P coatings have excellent anti-fouling properties. Shao et al. [6] found that a silver coating could inhibit the attachment of Pseudomonas aeruginosa (PA01).
Recently, the efficiency of the coating materials has been improved; the addition of carbon materials into the Ni–P electroless plating solution has been shown to lead to a coating material with good wear resistance, corrosion resistance, and anti-fouling. Wu et al. [7] showed that an Ni–P–graphene oxide (Ni–P–GO) coating on a mild steel surface possessed the best anti-wear and microhardness properties when 40 mg/L of graphene oxide was added into an electroless plating solution. Matjie et al. [8] prepared a modified diamond-like carbon (DLC) coating that reduced the adhesion of an aluminum silicate deposit by 97% compared with uncoated stainless steel. Shao et al. [9] added graphene oxide to reinforce an Ni–P coating material to inhibit the adhesion of Staphylococcus aureus.
Graphene has been increasingly used as a carbon material because of its outstanding thermal conductivity, stability, and reduced dispersion. Though the dispersion of graphene is low, several studies have still prepared Ni–P–reduced graphene oxide (Ni–P–rGO) coatings via electroless plating. Yu et al. [10] fabricated graphene-enhanced Ni–P composite films and found that the G–Ni–P composite plating increased Vickers’ hardness and Young’s modulus values compared to an Ni–P coating. Lee et al. [11] prepared an Ni–P–diamond/graphene coating; the coating exhibited increased hardness, corrosion resistance, and wear resistance in a 3.5 wt % NaCl solution compared with Ni–P/diamond and Ni–P/graphene coatings. However, limited work has been carried out on the inhibition of the biofouling of Ni–P–rGO coatings.
Though the application of a modified surface can decrease biofouling, the reaction mechanism has not yet been fully explored; furthermore, contradictive theses on the reaction mechanism are available in the literature. Dexter et al. [12] demonstrated that low-energy substrates attracted reduced numbers of marine bacteria, while high-energy substrates led to an increased presence of bacteria. Baier [13] proposed an optimal surface energy for decreasing biofouling. However, according to other studies, decreased biofouling could be detected on high-energy surfaces, with high-energy surfaces exhibiting a higher removal rate than low-energy surfaces. [14,15]. Hahnel et al. [16] reported that there was no significant relationship between surface energy and bacterial adhesion. Nowadays, more and more researchers are explaining the phenomenon through the idea that modified surfaces decrease biofouling via the extended DLVO theory [17,18,19,20,21,22], which is a theory of colloidal stability. Al-Janabi and Malayeri [17] demonstrated that the electron-donor component of surface energy was the key parameter of the biofouling trend and the surface properties that are associated with it. Azeredo et al. [18] found that several interactions exist among bacteria, surfaces, and water and that, if the sum of all the interaction components ( Δ E 132 T O T ) were negative, bacterial adhesion would take place. Zhao et al. [19] determined the optimal surface free energy components of a surface by applying the extended DLVO theory. A surface with an optimal surface free energy could minimize the adhesive force of bacteria. This optimal free-energy surface theory has been successfully applied to calcium sulfate [19] and aluminum silicate [9]. Liu and Zhao [20,21] found that the γ 2 L W and   γ 2 , which are the components of surface energy, remarkably affected the sum of all the interaction components ( Δ E 132 T O T ); therefore, the ratio of the Lifshitz-van der Waals surface component to electron donor surface component, which is called the CQ (Chen and Qi) ratio, can influence the bacterial adhesion: this finding further explained the regulation of microbial fouling sediment through the extended DLVO theory.
In this work, dispersed graphene was added into an electroless bath formulation of Ni–P to prepare the modified surface of an Ni–P–rGO coating. The influence of a novel coating material on the biofouling of iron bacteria was experimentally studied and discussed based on the extended DLVO theory.

2. Experimental

2.1. Experimental Procedure

(1)
Prepare Ni–P–rGO coatings.
(2)
Analyze the coating morphology.
(3)
Measure the coating contact angle and calculate surface energy.
(4)
Cultivate the iron bacteria.
(5)
Conduct biofouling experiments.

2.2. The Coating of Ni–P–rGO

The Ni–P–rGO coating material was prepared on A36 (C ≤ 0.20% Mn ≤ 1.4% Si ≤ 0.35% S ≤ 0.045 P ≤ 0.045) carbon steel (30 × 30 × 0.5 mm) by electroless plating. Before the electroless plating, the substrates were polished with a 600 grit waterproof abrasive paper and an 800 grit one to make the surface smooth and flat, respectively. Then, the polished substrates were put into sulfuric acid with a concentration of 20% for 1 min to obliterate the rust. Finally, the substrates were put into sulfuric acid with a concentration of 10% for 1 min to activate their surfaces. The carbon steel substrates were washed with distilled water after each step. Table 1 reports the electroless bath formulation composition and operating conditions. The pH of the electroless bath solution was adjusted to 4.8 by adding ammonium hydroxide. Prior to the addition of the graphene into the bath solution, the graphene was mixed with a dispersant and shaken for 2 h with the ultrasonic cleaner to make it evenly dispersed in the bath solution. The electroless plating process lasted 100 min, with the plating bath solution being replaced every 20 min.

2.3. Contact Angle and Surface Energy

Contact angles were obtained by the sessile drop method with the data physics OCA-20 contact angle analyzer, which had an accuracy of ±0.25° [22]. By using distilled water, diiodomethane, and ethylene glycol as probes, every sample was measured six-to-ten times. The relationship between the contact angle of the probe liquids on a solid substrate and the surface energy is described as follows:
γ L c o s θ   =   γ s γ S L
where γ L is the surface tension of the experimental liquids, θ is the contact angle, γ S is the solid surface energy, and the γ S L is the solid and liquid interfacial energy. The solid and liquid interfacial energy equation is the following:
γ S L   =   γ S + γ L 2 ( γ S L W · γ L L W + γ S + · γ L + γ S · γ L +
where γ S L W and γ L L W are the Lifshitz-van der waals apolar component of solid surface and the experimental liquid, respectively; γ S + and γ S are the electron acceptor and the electron donor of the solid surface, respectively; and γ L + and γ L are the electron acceptor and the electron donor of experimental liquid, respectively.
By combining Equations (1) and (2), we can obtain:
γ L ( 1 + c o s θ )   =   2 ( γ S L W · γ L L W + γ S + · γ L + γ S · γ L + )
Surface energy can be seen as the sum of a Lifshitz–van der Waals apolar component γ i L W and a Lewis acid–base polar component γ i A B [23]:
γ i T O T   =   γ i L W + γ i A B
The acid–base polar component γ i A B can be obtained by taking advantage of the relationship between the electron donor γ i and the electron acceptor γ i + subcomponents:
γ i A B   =   2 γ i + γ i
In order to obtain the surface energy components ( γ S L W , γ S , and γ S + ) of a solid, the contact angles on the solid and the surface tension components ( γ L L W , γ L and γ L + ) of three selected liquids (distilled water, diiodomethane, and ethylene glycol) must be determined. The surface tension components of the three liquids are reported in Table 2.
Table 3 reports the contact angles and surface energies among the three selected liquids and the different coating materials. It was found that with the increase of the graphene concentration, the contact angle of H2O and C2H6O2 increased as well. In contrast, the contact angle of CH2I2 was not influenced by the variation of the graphene concentration. In order to obtain the surface energy of bacteria, the suspension of iron bacteria was centrifuged. The centrifuged iron bacteria were then uniformly coated on a clean glass sheet and dried by air for 1 h. Then, the contact angle of the iron bacteria membrane was measured.

2.4. Biofouling

In this study, the iron bacteria were isolated and purified from the bottom sludge of the circulating cooling tower in a domestic power plant [25]. Before inoculating the iron bacteria, the medium was prepared (Table 4). Then, the medium was sterilized by autoclave for 30 min. After inoculation, the medium was put into the incubator for 72 h at 30 °C. The samples of the carbon steel and the Ni–P–rGO coating material with the different concentrations of graphene (20, 30, 40, 50, 60, 70, and 80 mg/L) were submerged in an iron bacteria suspension for 120 h. Thus, the carbon steel and the Ni–P–rGO coating were taken out and dried by air for 12 h. After being dried by air, the samples were weighed by an electronic balance with an accuracy of 10−4. Then, the cleaned and dried samples were weighed again. Finally, the weight of the iron bacteria biofouling was calculated. Every graphene concentration sample was prepared in three replicas.

3. Results

3.1. Morphology

Figure 1 displays the morphologies of the carbon steel and the Ni–P–rGO coating that were determined via scanning electron microscopy (SEM). The Ni–P–rGO coating showed a higher flatness than the carbon steel in the microstructure, whereas there were many inlaid nodules in the Ni–P–rGO coating: This confirmed the presence of graphene that had a high specific surface area to stimulate the nucleation [11]. To further prove the existence of graphene, the Ni–P–rGO coating was detected via Raman spectroscopy.
The Raman spectrum of the Ni–P–rGO coating is reported in Figure 2. It can be seen from Figure 2 that three evident peaks can be observed at 1350, 1580, and 2700 cm−1, which correspond to the D band, the G band, and the 2D band. The D band can be assigned to the breathing mode of the ĸ-point phonons with A1g symmetry [26] and it is associated with the edge defects of graphene. The G band introduced the E2g phonon of the carbon sp2 atoms and was caused by the highly ordered graphite [27]. The 2D band was generated by double phonon double resonance, which is closely related to the band structure of graphene [28].

3.2. The Weight of Biofouling on Carbon Steel and Ni–P–rGO Coating

Figure 3 shows the macrograph and the micrograph of the carbon steel and one of the Ni–P–rGO coating after the experiments. A thicker layer of iron bacteria biofouling could be observed on the surface of the carbon steel, and there was a significant iron bacteria colony. However, it can be seen on the macrograph and micrograph that, on the coating of the Ni–P–rGO, biofouling was almost absent.
The iron bacteria biofouling weights on the carbon steel surface and the Ni–P–rGO coatings with different graphene contents are shown in Figure 4. The Ni–P–rGO coatings at different concentrations of graphene could remarkably inhibit the iron bacteria biofouling when compared to carbon steel. The presence of iron in the carbon steel provided nutrients for the iron bacteria, leading to enhanced biofouling.
Figure 5 depicts the relationship between the graphene concentration and the weight of the biofouling sediment. This figure clearly shows that with the increasing graphene concentration, the biofouling weight first decreased and then increased. At a graphene concentration of 40 mg/L, the weight of the iron bacteria biofouling was reduced by 97.2% compared to the carbon steel.

3.3. Effect of the Surface Energy Component on the Biofouling of Iron Bacteria

γ and γ + are the electron-donor and the electron-acceptors of the surface energy component. From Table 3, it can be seen that the γ S values of the Ni–P–rGO coating materials were much higher than those of γ S + , which were close to zero. The dependence of γ S on the graphene concentration is shown in Figure 6. It was found that γ S first increased and then decreased with the increase of the graphene concentration, reaching its maximum at the graphene concentration of 40 mg/L. The effect of the surface energy component γ S on the weight of the iron bacteria biofouling is illustrated in Figure 7. It can be observed that the weight of the iron bacteria biofouling decreased with the surface energy component γ S . From Figure 6 and Figure 7, it can be seen that the minimum and maximum weights of biofouling could be found for the Ni–P–rGO coating materials that contained 40 and 80 mg/L of graphene. The other Ni–P–rGO coating materials followed the same trend: When the Ni–P–rGO coating had a high electron donor component, the weight of the iron bacteria biofouling was small. Taking calcium carbonate as an example, Chibowski et al. [29] found that the electron donor γ S and zeta potential could affect the charge of the surface. With the increase of the electron donor γ S , the zeta potential decreased; furthermore, a higher γ S corresponded to a more negatively charged surface. At the same time, because the isoelectric point of bacteria is pH 2–5 and the pH of the experimental environment was higher than 5, the surface of the bacteria released a negative charge. This explains the experimental phenomenon the weight of biofouling decreased when the electron donor γ S value increased.

4. Discussion

Though there have been some reports about iron bacteria biofouling on electroless plating coatings, their reaction mechanisms have rarely been discussed [4,5]. Azeredo et al. [18] stated that there were four interaction energy components that were involved in the mechanism: the interaction between the bacteria and the substrate, the one between the bacteria and the solution, the one between the substrate and the solution, and biofouling adhesion, which consists of the combination of the three interactions, Δ E 132 T O T . In other words, bacterial adhesion occurs if the total interaction energy Δ E 132 T O T is negative; furthermore, with the decrease of the Δ E 132 T O T value, bacterial adhesion increases.
Δ E 132 T O T   =   Δ E 132 L W + Δ E 132 E L + Δ E 132 A B + Δ E 132 B r
From Equation (6), it can be seen that the four kinds of interaction energy among bacteria (1), substrates (2) and solutions (3) are the Lifshitz-van der Waals (LW) component, the electrostatic double-layer (EL) component, the Lewis acid–base component (AB), and the Brownian motion (Br) component. The four kinds of interaction energies are calculated as follows, respectively:
Δ E 132 L W   =   24 π H 0 2 ( γ 1 L W γ 3 L W ) ( γ 2 L W γ 3 L W ) · R 6 H
Δ E 132 E L   =   π · ε 0 · ε r · R · ( ζ 1 2 + ζ 2 2 ) × [ 2 · ζ 1 · ζ 2 ζ 1 2 + ζ 2 2 · l n 1 + exp ( κ · H ) 1 exp ( κ · H ) + l n { 1 e x p ( 2 · κ · H ) } ]
Δ E 132 A B = 2 π R λ Δ E 132 ( H 0 ) A B e x p ( H 0 H λ ) Δ E 132 ( H 0 )   A B =   2 [ γ 3 + · ( γ 1 + γ 2 γ 3 ) + γ 3 · ( γ 1 + + γ 2 + γ 3 + ) γ 1 + γ 2 γ 1 γ 2 + ]
Δ E 132 B r   =   0.414 × 10 20 J
where   γ L W ,   γ , and γ + are the surface energy components of the Lifshitz-van der Waals forces, the electron-acceptor, and the electron-donor, which can be calculated via the contact angles; H, which is the separation distance between the bacteria and the substrate [20], is assumed to be around 4 nm; H0 is the minimum equilibrium distance and is 0.157 nm [20]; R is the radius of the bacteria and is 0.65 μm [20]; ε0 is the electrical permittivity under the vacuum and is 8.85 × 10−12 J·m−2·V−2; εr is the relative dielectric permittivity of water, which is 78.54 [20]; κ is the Debye–Hückel parameter (with 1/κ = 1.1 nm) [20]; ζ1 and ζ2 are the zeta potentials of the bacteria (−15 mV) and substrate (−25 mV), respectively [20]; and λ is the correlation length of the molecules of the liquid medium, which is in the range of 0.2–1.0 nm [20,30].
According to the experimental and modeling results, Δ E 132 T O T had a high correlation to the ratio of γ 2 L W to γ 2 . The ratio of γ 2 L W to γ 2 was defined as the CQ ratio by Chen and Zhao [19,20], and it can be used to estimate whether biofouling more easily deposits. When the γ 1 L W and γ 2 L W values are both higher than γ 3 L W , the Δ E 132 T O T value increases with a decreasing CQ ratio.
C Q r a t i o   =   γ 2 L W / γ 2
The effect of graphene concentration on the CQ ratio is shown in Figure 8. As seen in Figure 8, with the increase of the graphene concentration, the CQ ratio first decreased then increased, in agreement with the trend illustrated in Figure 5. Figure 9 displays the effect of the CQ ratio on the weight of the iron bacteria biofouling. There, it could be observed that the coating with a lower CQ ratio exhibited a better property of decreasing bacterial adhesion; the correlation between these two phenomena was high, indicating that the graphene concentration could affect the CQ ratio of the surface and, thus, the weight of biofouling. Moreover, a directly proportional relationship between the CQ ratio and the weight of biofouling could be determined. This phenomenon was consistent with the extended DLVO theory.

5. Conclusions

(1)
In comparison with the carbon steel, the Ni–P–rGO coating exhibited an excellent property of inhibiting the biofouling of iron bacteria, with the (Ni–P–rGO40) coating reducing the biofouling sediment by 97.2%.
(2)
The biofouling sediment on the Ni–P–rGO coating showed the following trend: With the increase of the graphene concentration, the weight of biofouling first decreased and then increased. When increasing the amount of graphene from 20 to 40 mg/L, the weight of biofouling decreased to 21.4%; however, as the concentration of graphene ranged from 40 to 80 mg/L, the biofouling increased to 165.5%.
(3)
Graphene concentration can affect the CQ ratio of an Ni–P–rGO coating, thus affecting the weight of iron bacteria biofouling.

Author Contributions

Conceptualization, Z.X.; Data curation, Z.X. and M.S.; Formal analysis, Z.X., M.S., and Z.L.; Investigation, M.S., and B.W.; Methodology, Z.X. and M.S.; Project administration, Z.X.; Resources, Z.X.; Supervision, Z.X., Z.L., and H.D.; Validation, M.S., Z.L., B.W., and H.D.; Writing—original draft preparation, M.S.; Writing—review and editing, Z.X., Z.L., B.W., and H.D. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by National Natural Science Foundation of China, grant number 51976028.

Acknowledgments

The financial support of the National Natural Science Foundation of China (grant no. 51976028) was gratefully acknowledged.

Conflicts of Interest

The authors declare no conflicts of interest.

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Figure 1. SEM morphology of the carbon steel and the nickel–phosphorus–reduced graphene oxide (Ni–P–rGO) coating.
Figure 1. SEM morphology of the carbon steel and the nickel–phosphorus–reduced graphene oxide (Ni–P–rGO) coating.
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Figure 2. The Raman spectrum of rGO in the Ni–P–rGO coatings.
Figure 2. The Raman spectrum of rGO in the Ni–P–rGO coatings.
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Figure 3. Macrographs and micrographs of the carbon steel surface and of the coating surface after experiments.
Figure 3. Macrographs and micrographs of the carbon steel surface and of the coating surface after experiments.
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Figure 4. The iron bacteria biofouling weight of the carbon steel and the Ni–P–rGO coatings.
Figure 4. The iron bacteria biofouling weight of the carbon steel and the Ni–P–rGO coatings.
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Figure 5. Effect of graphene concentration on the weight of the iron bacteria biofouling.
Figure 5. Effect of graphene concentration on the weight of the iron bacteria biofouling.
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Figure 6. Dependence of the electron donor of the solid surface ( γ S ) on the graphene concentration.
Figure 6. Dependence of the electron donor of the solid surface ( γ S ) on the graphene concentration.
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Figure 7. Effect of the surface energy component on the weight of the iron bacteria biofouling.
Figure 7. Effect of the surface energy component on the weight of the iron bacteria biofouling.
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Figure 8. Effect of the graphene concentration on the CQ ratio.
Figure 8. Effect of the graphene concentration on the CQ ratio.
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Figure 9. Effect of the CQ ratio on the weight of the iron bacteria biofouling.
Figure 9. Effect of the CQ ratio on the weight of the iron bacteria biofouling.
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Table 1. The electroless bath solution composition and operating conditions.
Table 1. The electroless bath solution composition and operating conditions.
Nickel Sulfate25 g/L
Sodium Hypophosphite30 g/L
Citric Acid15 g/L
Lactic Acid16 g/L
Sodium Acetate11 g/L
Potassium Iodide0.01 g/L
Graphene20–80 mg/L
OP-10Appropriate
pH4.8
Temperature83 °C
Table 2. The three selected liquids and their surface tension components.
Table 2. The three selected liquids and their surface tension components.
Surface Tension [24] γ L   [ mN / m ] γ L L W   [ mN / m ] γ L L W   [ mN / m ] γ L +   [ mN / m ] γ L   [ mN / m ]
Distilled water72.821.851.025.525.5
Diiodomethane50.850.8000
Ethylene glycol48.029.019.01.9247.0
Table 3. The contact angles and surface energies among the three selected liquids and the different coating materials.
Table 3. The contact angles and surface energies among the three selected liquids and the different coating materials.
Contact Angle(θ)Surface Energy(mJ/m2)
H2OCH2I2C2H6O2γLWγ+γ-γTOT
Carbon steel80.6 ± 0.936.6 ± 0.956.6 ± 1.441.280.026.6942.01
Ni–P–rGO2085.1 ± 0.941.2 ± 1.860 ± 139.000.0074.5639.37
Ni–P–rGO3086.5 ± 141.7 ± 1.364.5 ± 238.740.114.9540.22
Ni–P–rGO4087 ± 1.541 ± 166.5 ± 239.100.235.1941.27
Ni–P–rGO5088.2 ± 1.242.4 ± 2.167.3 ± 2.238.500.214.6540.46
Ni–P–rGO6089.2 ± 2.341.2 ± 1.868.5 ± 2.539.000.294.3141.25
Ni–P–rGO7089.9 ± 1.141.2 ± 1.869.5 ± 239.000.354.1441.41
Ni–P–rGO8090.9 ± 1.141.2 ± 2.770.1 ± 0.939.000.363.7041.32
Iron bacteria30.5 ± 1.538.3 ± 1.248.9 ± 1.140.450.8171.2055.63
Table 4. The medium composition of iron bacteria.
Table 4. The medium composition of iron bacteria.
Ammonium Ferric Citrate10 g/L
Sodium nitrate0.5 g/L
Dipotassium phosphate0.5 g/L
Calcium chloride0.2 g/L
Magnesium sulfate0.5 g/L
Ammonium sulfate0.5 g/L
pH6.8

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Xu, Z.; Sun, M.; Liu, Z.; Wang, B.; Di, H. Properties of the Iron Bacteria Biofouling on Ni–P–rGO Coating. Appl. Sci. 2020, 10, 1567. https://doi.org/10.3390/app10051567

AMA Style

Xu Z, Sun M, Liu Z, Wang B, Di H. Properties of the Iron Bacteria Biofouling on Ni–P–rGO Coating. Applied Sciences. 2020; 10(5):1567. https://doi.org/10.3390/app10051567

Chicago/Turabian Style

Xu, Zhiming, Mingyang Sun, Zuodong Liu, Bingbing Wang, and Huishuang Di. 2020. "Properties of the Iron Bacteria Biofouling on Ni–P–rGO Coating" Applied Sciences 10, no. 5: 1567. https://doi.org/10.3390/app10051567

APA Style

Xu, Z., Sun, M., Liu, Z., Wang, B., & Di, H. (2020). Properties of the Iron Bacteria Biofouling on Ni–P–rGO Coating. Applied Sciences, 10(5), 1567. https://doi.org/10.3390/app10051567

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