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Electrochemical Sensor for Ethylene Glycol using Reduced Graphene Oxide/AuNp/Ni(OH)2 Modified Glassy Carbon Electrode

Abstract

An electrochemical sensor based on a modified glassy carbon electrode (GCE) with reduced graphene oxide and Ni-Au nanoparticles (Ni(OH)2/AuNp/rGO/GCE) was developed for the determination of ethylene glycol. The graphene oxide was reduced electrochemically at the electrode surface by chronoamperometry, the gold nanoparticles were deposited by chronopotentiometry while the nickel hydroxide nanoparticles were deposited by cyclic voltammetry. The characterization of graphene oxide was performed by Raman spectroscopy, X-ray diffraction (XRD) and transmission-mode scanning electron microscopy (TSEM), while the modified electrodes were characterized by scanning electron microscopy (SEM) and electron dispersive spectroscopy (EDS) analysis. The determination of ethylene glycol was performed by cyclic voltammetry due to the regeneration of the active sites, preventing loss of the sensor signal. The modified GCE with rGO and Ni(OH)2/AuNp showed a good performance obtaining a linear range of 0.24 to 1.4 mmol L-1 with a correlation coefficient of 0.9903, limits of detection and quantification (49 and 162 µmol L-1, respectively) and high stability with 500 continuous analysis cycles.

Keywords:
Ethylene glycol; nickel nanoparticles; gold nanoparticles; reduced graphene oxide; cyclic voltammetry

1. Introduction

Ethylene Glycol (EG) is an alcohol widely used in industry due to its physical and chemical characteristics such as high flash point, low freezing point, low volatility, low flammability, thermodynamically stable and high availability11 Zaboon S, Soames A, Ghodkay V, Gubner R, Barifcani A. Recovery of mono-ethylene glycol by distillation and the impact of dissolved salts evaluated through simulation of field data. J Nat Gas Sci Eng. 2017;44:214-32.. In the plastic industry, the EG is a precursor of the polyethylene terephthalate very used to produce PET bottles, in the automobile industry it is the main component of the cooling fluid in combustion engines22 Lee JB, Shon S, Kwon OS, Min JS, Kim NY, Paeng K-J. On-fiber derivatization for determination of ethylene glycol concentration in lubricant oil by SPME-GC/MS. Bull Korean Chem Soc. 2016;37(6):938-41.

3 Prodromidis MI, Veltsistas PG, Efstathiou CE, Karayannis MI. Amperometric detection of periodate using a graphite electrode modified with a novel α-Keggin-type silicotungstic acid salt and determination of ethylene glycol in antifreeze fluids. Electroanalysis. 2001;13(11):960-6.
-44 Gras K, Luong J, Lin M, Gras R, Shellie RA. Determination of ethylene glycol in lubricants by derivatization static headspace gas chromatography. Anal Methods. 2015;7(13):5545-50., in the petroleum industry it is used as a hydrate formation inhibitor55 Hu X, Wang J. A simple route of modifying copper electrodes for the determination of methanol and ethylene glycol. Electroanalysis. 2012;24(7):1639-45.

6 Lee JW, Lee J, Kang SP. 13C NMR spectroscopies and formation kinetics of gas hydrates in the presence of monoethylene glycol as an inhibitor. Chem Eng Sci. 2013;104:755-9.
-77 Semenov AP, Medvedev VI, Gushchin PA, Yakushev VS, Vinokurov VA. Inhibiting gas hydrate formation by polymer-monoethylene glycol mixture. Chem Technol Fuels Oils. 2016;52(1):43-51., in other sectors as solvent88 Luong J, Gras R, Cortes HJ, Shellie RA. Determination of trace ethylene glycol in industrial solvents and lubricants using phenyl boronic acid derivatization and multidimensional gas chromatography. Anal Chim Acta. 2013;805:101-6. and as antifreeze on airport and highway runways22 Lee JB, Shon S, Kwon OS, Min JS, Kim NY, Paeng K-J. On-fiber derivatization for determination of ethylene glycol concentration in lubricant oil by SPME-GC/MS. Bull Korean Chem Soc. 2016;37(6):938-41..

However, the use of this reagent can cause serious problems not only to the environment, but also to human health as well as problems in the lubrication of machines. When there is a leakage of the refrigerant oil in the car engine, it causes a decrease in the tribological properties of the lubricating oil, which can lead to the melting of the cylinders and even the fusion of the engines44 Gras K, Luong J, Lin M, Gras R, Shellie RA. Determination of ethylene glycol in lubricants by derivatization static headspace gas chromatography. Anal Methods. 2015;7(13):5545-50.,99 Paeng K-J, Kwon O-S, Sung T-M, et al. The comparison of derivatization methods for the determination of ethylene glycol in lubricant oil sample by GC/MS. Bull Korean Chem Soc. 2013;33:4243-6.,1010 Tomala A, Karpinska A, Werner WSM, Olver A, Störi H. Tribological properties of additives for water-based lubricants. Wear. 2010;269(11-12):804-10.. In the oil industry, a large quantity of this reagent is used, for this reason, is necessary to recover the environmental impact and control the quality of the fuel produced1111 Xu S, Fan S, Wang Y, Lang X. Recovery of monoethylene glycol combined with kinetic hydrate inhibitor. Chem Eng Sci. 2017;171:293-302.,1212 Braga AP. Recuperação de monoetilenoglicol em coluna de destilação de película descendente [dissertation]. Rio de Janeiro: Federal University of Rio de Janeiro; 2016.. Finally, in contact with the environmental, the alcohol is easily absorbed (by the rivers, soil and groundwater) and consequently the contamination of living beings with the ethylene glycol is facilitated. Ethylene glycol when metabolized generates extremely harmful metabolites to the body, causing renal failure and damage to the nervous system, which makes it important to control the concentration of EG1313 Nagesh IV, Koley KC, Sen S, Mohan S, Sahu S. Ethylene glycol poisoning. Med J Armed Forces India. 2015;71:S36-8.

14 Hodgman MJ, Krenzelok E, Wezorek C. Toxic inhalation of ethylene glycol: a pharmacological improbability. Clin Toxicol. 1997;35:109-11.
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Classical techniques such as gas chromatography, liquid chromatography, mass spectroscopy or even the combination of them have been widely used for the control and analysis of EG in samples, however their use can often become impracticable. Even with these techniques it is possible to analyze and detect small amounts of alcohol (using the LC-MS/MS technique, a detection limit of 0.564 mmol L-1 was obtained), these are expensive, laborious and time-consuming techniques, which makes it interesting to develop alternative methods88 Luong J, Gras R, Cortes HJ, Shellie RA. Determination of trace ethylene glycol in industrial solvents and lubricants using phenyl boronic acid derivatization and multidimensional gas chromatography. Anal Chim Acta. 2013;805:101-6.,99 Paeng K-J, Kwon O-S, Sung T-M, et al. The comparison of derivatization methods for the determination of ethylene glycol in lubricant oil sample by GC/MS. Bull Korean Chem Soc. 2013;33:4243-6.,1616 Dziadosz M. Direct analysis of ethylene glycol in human serum on the basis of analyte adduct formation and liquid chromatography-tandem mass spectrometry. J Chromatogr B Analyt Technol Biomed Life Sci. 2018;1072:100-4.

17 Hložek T, Bursová M, Čabala R. Simultaneous and cost-effective determination of ethylene glycol and glycolic acid in human serum and urine for emergency toxicology by GC-MS. Clin Biochem. 2015;48(3):189-91.
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Electrochemical methods have been widely used for quantification or identification of analytes in several matrices due to their relative low cost, high sensitivity, high selectivity, easy miniaturization, convenience, rapid analysis and lower consumption of reagents and solvents, which are principles of green chemistry1919 Saumya V, Prathish KP, Rao TP. In situ copper oxide modified molecularly imprinted polypyrrole film based voltammetric sensor for selective recognition of tyrosine. Talanta. 2011;85(2):1056-62.

20 Luo J, Cong J, Fang R, Fei X, Liu X. One-pot synthesis of a graphene oxide coated with an imprinted sol-gel for use in electrochemical sensing of paracetamol. Mikrochim Acta. 2014;181(11-12):1257-66.

21 Anastas PT, Kirchhoff MM. Origins, current status, and future challenges of green chemistry. Acc Chem Res. 2002;35(9):686-94.
-2222 Yáñez-Sedeño P, Campuzano S, Pingarrón JM. Electrochemical (bio)sensors: promising tools for green analytical chemistry. Curr Opin Green Sustainable Chem. 2019;19:1-7.. Thus, the search for electrocatalytic materials has been studied for EG analysis and its quantification or its use for energy conversion. Nickel has been studied for alcohol oxidation, in general, because it has low cost compared to noble metals, good stability in alkaline medium and wide operating range2323 Guo H, Huang Z, Zheng Y, et al. Electrodeposition of nickel nanoparticles modified glassy carbon electrode for nonenzymatic glucose biosensing. Int J Electrochem Sci. 2015;10:10703-12.. In alkaline medium, there is the formation of redox pairs of nickel hydroxide/oxyhydroxide (in the forms α-Ni(OH)2, β-Ni(OH)2 and γ-NiOOH), being the α-Ni(OH)2 and γ-NiOOH the redox pair which presents the higher catalytic activity for alcohol oxidation2424 Neiva EGC, Oliveira MM, Bergamini MF, Marcolino LH Jr, Zarbin AJG. One material, multiple functions: graphene/Ni(OH)2 thin films applied in batteries, electrochromism and sensors. Sci Rep. 2016;6(1):33806.

25 Natarajan C, Matsumoto H, Nogami G. Improvement in electrochromic stability of electrodeposited nickel hydroxide thin film. J Electrochem Soc. 1997;144(1):121-6.
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The combination of electrocatalytic materials with the reduced graphene oxide (rGO) has presented great advantages in the analytical area, the synergism between the materials and the combination of their properties increase the sensor response, having gain in sensor sensitivity2727 Zaleska-Medynska A, Marchelek M, Diak M, Grabowska E. Noble metal-based bimetallic nanoparticles: the effect of the structure on the optical, catalytic and photocatalytic properties. Adv Colloid Interface Sci. 2016;229:80-107.,2828 Rinaldi AL, Rodríguez-Castellón E, Sobral S, Carballo R. Application of a nickel hydroxide gold nanoparticles screen-printed electrode for impedimetric sensing of glucose in artificial saliva. J Electroanal Chem. 2019;832:209-16.. The rGO use increases the surface area providing dense active sites, electrical conductivity, durability and mechanical stability2929 Yuan B, Xu C, Deng D, Xing Y, Liu L, Pang H, et al. Graphene oxide/nickel oxide modified glassy carbon electrode for supercapacitor and nonenzymatic glucose sensor. Electrochim Acta. 2013;88:708-12.,3030 Shen Y, Dastafkan K, Sun Q, Wang L, Ma Y, Wang Z, et al. Improved electrochemical performance of nickel-cobalt hydroxides by electrodeposition of interlayered reduced graphene oxide. Int J Hydrogen Energy. 2019;44(7):3658-67.. The combination of gold with nickel in electrochemical sensors, as already reported in studies, yields excellent results regarding the electrocatalytic activity, durability, poisoning resistance and increased charge transfer2828 Rinaldi AL, Rodríguez-Castellón E, Sobral S, Carballo R. Application of a nickel hydroxide gold nanoparticles screen-printed electrode for impedimetric sensing of glucose in artificial saliva. J Electroanal Chem. 2019;832:209-16.,3131 Mierczynski P, Vasilev K, Mierczynska A, Maniukiewicz W, Szynkowska MI, Maniecki TP. Bimetallic Au-Cu, Au-Ni catalysts supported on MWCNTs for oxy-steam reforming of methanol. Appl Catal B. 2016;185:281-94.

32 Han GF, Xiao BB, Lang XY, Wen Z, Zhu Y-F, Zhao M, et al. Self-grown Ni(OH)2 layer on bimodal nanoporous AuNi alloys for enhanced electrocatalytic activity and stability. ACS Appl Mater Interfaces. 2014;6(19):16966-73.
-3333 Maduraiveeran G, Rasik R, Sasidharan M, Jin W. Bimetallic gold-nickel nanoparticles as a sensitive amperometric sensing platform for acetaminophen in human serum. J Electroanal Chem. 2018;808:259-65..

The rGO can be obtained by thermal, photocatalytic, chemical reduction, electrochemical processes or by microwave-assisted techniques3434 Rocha DP, Dornellas RM, Cardoso RM, Narciso LCD, Silva MNT, Nossol E, et al. Chemically versus electrochemically reduced graphene oxide: improved amperometric and voltammetric sensors of phenolic compounds on higher roughness surfaces. Sens Actuators B Chem. 2018;254:701-8.,3535 Yang J, Gunasekaran S. Electrochemically reduced graphene oxide sheets for use in high performance supercapacitors. Carbon N Y. 2013;51:36-44.. Electrochemical reduction has been widely used because in addition to being considered a green approach (the most used reducing agents are hydrazine, ethylenediamine, NaBH4 and urea, toxic reagents that cause serious risks to the environment and people) it produces graphene films directly on the substrate , does not require chemical reducers, is easy to prepare and has a smaller number of functional groups with oxygen than other reduction techniques, thus increasing its conductivity3434 Rocha DP, Dornellas RM, Cardoso RM, Narciso LCD, Silva MNT, Nossol E, et al. Chemically versus electrochemically reduced graphene oxide: improved amperometric and voltammetric sensors of phenolic compounds on higher roughness surfaces. Sens Actuators B Chem. 2018;254:701-8.

35 Yang J, Gunasekaran S. Electrochemically reduced graphene oxide sheets for use in high performance supercapacitors. Carbon N Y. 2013;51:36-44.

36 Rocha DP, Dornellas RM, Nossol E, Richter EM, Silva SG, Santana MHP, et al. Electrochemically reduced graphene oxide for forensic electrochemistry: detection of cocaine and its adulterants paracetamol, caffeine and levamisole. Electroanalysis. 2017;29(11):2418-22.
-3737 Yang L, Liu D, Huang J, You T. Simultaneous determination of dopamine, ascorbic acid and uric acid at electrochemically reduced graphene oxide modified electrode. Sens Actuators B Chem. 2014;193:166-72..

The objective of this study is to develop a sensor for ethylene glycol analysis, based on the modification of the GCE surface with rGO and nanoparticles of nickel and gold (Ni(OH)2/AuNp/rGO/GCE). The sensor was evaluated considering their analytical performance where figures of merit as detection limits, sensitivity and linearity.

2. Experimental

2.1. Reagents and materials

Ethylene glycol (≥99.5% v/v) and potassium hydroxide (≥85% w/w) were purchased from Isofar (Rio de Janeiro, RJ, Brazil). Chloroauric acid (≥99.5% v/v), sulfuric acid (95.0-98.0% v/v), sodium chloride (≥99.0% w/w), sodium hydrogen phosphate (≥99.0% w/w) and potassium hydrogen phosphate (≥99.0% w/w) were bought from Sigma-Aldrich (Rio de Janeiro, RJ, Brazil). Expanded Graphite was obtained from Nacional de Grafite (São Paulo, SP, Brazil). All solutions were prepared with ultra-pure water (18.2 MΩ cm) from a purification system MILLI-Q® (Massachusetts, USA). All reagents were used without prior purification.

2.2. Electrochemical apparatus

Electrochemical analyzes were performed using the Autolab PGSTAT204 potentiostat/galvanostat (Metrohm AUTOLAB, Netherlands). Data processing was performed with NOVA 2.0. As a working electrode, it was used a glassy carbon electrode (area = 3.14 mm2) obtained from Lab Solutions (São Paulo, SP, Brazil), which was modified with reduced graphene oxide, nickel and gold nanoparticles (Ni(OH)2/AuNp/rGO/GCE). Platinum wire and Ag | AgCl | KCl(sat.) (3 mol L -1) were used as auxiliary electrodes and reference electrodes, respectively, in a 15 mL electrochemical cell.

2.3. Synthesis of the reduced graphene oxide

2.3.1. Graphite oxide preparation

The graphite oxide was prepared by modified Hummers’ method using expanded graphite according to the previous work3838 Hummers WS Jr, Offeman RE. Preparation of Graphitic Oxide. J Am Chem Soc. 1958;80(6):1339.. The general procedure is as follows: concentrated H2SO4 (9.2 mL) was added to a mixture of expanded graphite (0.4 g) and NaNO3 (0.2 g) in an ice bath. After that, KMnO4 (1.2 g) was added slowly to keep the temperature of reaction lower than 20 °C. The mixture was warmed to 35 °C and stirred for 30 min. After this, water (18.2 mL) was added slowly to the medium promoting a large exothermic reaction and increasing the temperature up to 98 °C. An external heating was used to maintain the reaction temperature at 98 °C for 15 min, then a water bath was used to cool the reaction for 10 min. Additional water (55.3 mL) and 30% v/v H2O2 (0.4 mL) were added to stop reaction, producing another exothermic process.

2.3.2. Exfoliation of graphite oxide

To obtain graphene oxide, a graphite oxide solution with a concentration of 1 mg mL-1 was prepared and exfoliated by ultrasound for 20 hours. According to our previous work, small size GO sheet was obtained using a conventional 70 W ultrasonic bath and 20 h of exfoliation3939 Castro KLS, Oliveira SM, Curti RV, et al. Electrochemical response of glassy carbon electrodes modified using graphene sheets of different sizes. Int J Electrochem Sci. 2018;13:71-87..

2.3.3. Characterization of graphite oxide

Raman spectroscopy analyses were carried out on a Renishaw inVia spectrometer (Renishaw, Wotton-under-Edge, England) with a 514.5 nm laser line at a power of 0.1 mW and 100x objective lens. All Raman spectra were obtained from accumulation and averaging of 10 scans with accumulation time of 10 seconds/scan and the reported spectra represent the average of twenty five measurements made at different points of the sample.

X-ray diffraction analysis were performed on a D8 Focus diffractometer (Bruker-AXS, Karlsruhe, Germany) with Ni-filtered Cu Kα characteristic radiation with a 2θ step of 0.02 and a collection time of 20 s per step. A thin film of graphite oxide was prepared by dripping the sample suspension onto a Si wafer and subsequently drying it in air.

2.4. Modification of glassy carbon electrode with reduced graphene oxide and nanoparticles of nickel and gold

For the Ni(OH)2/AuNp/rGO/GCE fabrication, 5 µL of graphene oxide suspension were applied on the surface of the GCE, after drying in an oven at 35 ºC the electrode was subjected to a chronoamperometry technique at -1.5 V for 60 s in phosphate buffer pH 7.4 for the reduction of graphene oxide.

Then the rGO/GCE was subjected to chronopotentiometry at -0.18 mA for 350 s using a 1 mmol L-1 solution of chloroauric acid in 0.05 mol L-1 sulfuric acid followed by electrodeposition of nickel hydroxide nanoparticles by cyclic voltammetry technique under the conditions: 300 cycles, 9 V s-1 in the range of potential -1.4 to -0.5 V using a solution of 3 mmol L-1 of nickel nitrate in 1 mol L-1 ammonium chloride. For the stabilization of α-Ni(OH)2 the electrode was subjected to chronoamperometry at -0.16 V for 30 s in a solution containing 10 mmol L-1 Cd+2, Co+2 and Ni+2 at 0.3:2.7:7.0 (stoichiometric) in a 20 mmol L-1 potassium nitrate solution2525 Natarajan C, Matsumoto H, Nogami G. Improvement in electrochromic stability of electrodeposited nickel hydroxide thin film. J Electrochem Soc. 1997;144(1):121-6.,4040 Shen Y, Dastafkan K, Sun Q, Wang L, Ma Y, Wang Z, et al. Improved electrochemical performance of nickel-cobalt hydroxides by electrodeposition of interlayered reduced graphene oxide. Int J Hydrogen Energy. 2019;44(7):3658-67.,4141 Giordano GF, Camargo CL, Vieira LCS, d’Ávila MA, Couto BC, Carvalho RM, et al. Turbulence-assisted high-throughput liquid-liquid extraction in microfluidics and Ni(OH)2 nanoparticles for electrochemical determination of monoethylene glycol traces in natural gas condensate. Energy Fuels. 2018;32(6):6577-83. http://dx.doi.org/10.1021/acs.energyfuels.8b00725.
http://dx.doi.org/10.1021/acs.energyfuel...
. Finally, the electrode was submitted to cyclic voltammetry technique in 0.50 mol L-1 KOH under the following conditions: 20 cycles, 0.05 V s-1 in the range -0.3 to 0.7 V to activate the electrode.

All the experimental conditions described above in modifying the GCE/rGO with Au and Ni(OH)2 nanoparticles were previously optimized from the screening study using a Plackett-Burman design (PB) (Table S1). With the responses obtained in the PB design (Table S2) the effects of the parameters were estimated (Table S3), where from these results the active parameters were applied to the central composite design (Table S4) generating the model's response surface (Figure S1), as can be seen in the Supplementary Material.

2.5. Electrochemical study of modified electrodes

To understand what the modifications are providing for the electrode, the heterogeneous electron transfer (HET) rate constant (k0), electroactive area and the EG signal for each modification were studied. For the study of k0 each electrode was subjected to cyclic voltammetry technique in 20 mmol L-1 [Fe (CN) 6]3− in KCl 3 mol L-1 where through the potential difference of the oxidation and reduction peaks it was calculated the k0 according to the Nicholson equation4242 Bhatti NK, Subhani MS, Khan AY, et al. Heterogeneous electron transfer rate constants of viologen at a platinum disk electrode. Turk J Chem. 2005;29:659-68.

43 Nicholson RS. Theory and application of cyclic voltammetry for measurement of electrode reaction kinetics. Anal Chem. 1965;37(11):1351-5.
-4444 Randviir EP. A cross examination of electron transfer rate constants for carbon screen-printed electrodes using Electrochemical Impedance Spectroscopy and cyclic voltammetry. Electrochim Acta. 2018;286:179-86. (Equation 2)

Ψ = γ α k 0 Π α D 0 (1)

Where γ=DoDr and α=FvRT, D0 and Dr (cm2 s-1) are the corresponding oxidation/reduction diffusion coefficients, as it is a system in equilibrium D0Dr1 , then

Ψ Π D o n F v R T = k 0 (2)

Where k0 is the electrochemical heterogeneous rate constant, α is the transfer coefficient, n is the number of electrons transferred, v is the scan rate (V s-1), R is the gas constant, F is the Faraday constant, T (K) is the temperature of the system, and Ψ is a dimensionless charge transfer parameter that can be calculated by the equation below4444 Randviir EP. A cross examination of electron transfer rate constants for carbon screen-printed electrodes using Electrochemical Impedance Spectroscopy and cyclic voltammetry. Electrochim Acta. 2018;286:179-86.:

Ψ = 0.6288 + 0.0021 X 1 0.017 X (3)

Where X corresponds to ΔEp at different scan rates.

The electroactive area was calculated according to the Randles-Sevcik4545 Neghmouche N, Khelef A, Lanez T. Electrochemistry characterization of ferrocene/ferricenium redox couple at glassycarbon electrode. J Fundam Appl Sci. 2015;1(2):23.

46 Neghmouche NS, Lanez T. Calculation of electrochemical parameters starting from the polarization curves of ferrocene at glassy carbon electrode. Phys Astron. 2013;9:37-45.
-4747 Ngamchuea K, Eloul S, Tschulik K, Compton RG. Planar diffusion to macro disc electrodes: what electrode size is required for the Cottrell and Randles-Sevcik equations to apply quantitatively? J Solid State Electrochem. 2014;18(12):3251-7. (Equation 4) equation. The electrode was subjected to cyclic voltammetry technique in 20 mmol L-1 [Fe (CN) 6]3− in KCl 3 mol L-1

I p = 2.69 x 10 5 n 3 2 A C D 1 2 v 1 2 (4)

Where I is the peak current (A), A is the electroactive area of the electrode (cm2), n is the number of electrons, C is the concentration (mol cm-3), D is the diffusion coefficient (6.2 x10-6 cm2 s-1)4848 Zhu P, Zhao Y. Cyclic voltammetry measurements of electroactive surface area of porous nickel: peak current and peak charge methods and diffusion layer effect. Mater Chem Phys. 2019;233:60-7. and v (V s-1) is the rate scan.

The EIS technique was performed for the electrodes, at 0.4 V, with a disturbance amplitude of 10 mV, using a frequency range from 200 kHz to 0.01 Hz with 7 points per decade. This technique is used to verify the resistive and capacitive characteristics of the electrodes, comparing the efficiency of the electrodes under study.

2.6. Characterization of electrodes surface

The evaluation of morphological characteristics such as distribution, form and size of particles on the surface of the electrodes, were studied by scanning electron microscopy with X-ray energy dispersive spectroscopy for elemental analysis. SEM and EDS were performed in a FEI Helios Nanolab 650 working at 10 or 20 kV. These analyses were performed using carbon screen printed electrodes (SPE).

2.7. Partial validation

The method was submitted to an analytical validation to evaluate not only the reliability of the results obtained, but also to know if it was adequate for EG analysis. In this study some analytical figures of merit such as linearity, limit of detection (LOD), limit of quantification (LOQ), selectivity, precision (repeatability and intermediate precision) and recovery were evaluated, as suggested by international and Brazilian guidelines4949 U.S. Departament of Health and Human Services. Q2B validation of analytical procedures: methodology [Internet]. FDA; 1996 [cited 2020 Jan 10]. Available from: http://www.fda.gov/cder/guidance/index.htmorhttp://www.fda.gov/cber/guidelines.htm
http://www.fda.gov/cder/guidance/index.h...
,5050 Rego ECP. Internal publication of method validation course. Rio de Janeiro: INMETRO; 2013..

2.7.1. Linearity

An analytical curve was prepared, in triplicate, with standard solution of ethylene glycol at 6 different concentrations (0.24, 0.48, 0.72, 0.95, 1.20 and 1.43 mmol L-1). For the analysis, a 1.8 mol L-1 EG solution in 0.1 mol L-1 KOH was made and aliquots were successively collected using a Hamilton microliter syringe and added to the electrochemical cell containing 0.50 mol L-1 KOH. The EG oxidation peak area was evaluated as electrochemical response in function of the analyte concentration.

To evaluate the data homoscedasticity and normality of the residues were used the Cochran5151 Cochran WG. The distribuition of the largest of a set of estimated variances as a fraction of their total. Ann Eugen. 1941;11(1):47-52. and Anderson-Darling5252 Anderson TW, Darling DA. Asymptotic theory of certain ‘Goodness of Fit’ criteria based on stochastic processes. Ann Math Stat. 1952;23(2):193-212. test, respectively, where the p-value was evaluated at a 5% significance level to assess the hypothesis of variance equality and normality of residuals. Finally, the correlation coefficient between voltammetric peak area and ethylene glycol concentration was obtained with linear regression and evaluated by Pearson's correlation coefficient using r> 0.9900 as the criterion5353 Ross SM. Introductory statistics. 3rd ed. New Delhi: Elsevier; 2010. http://dx.doi.org/10.1016/B978-0-12-374388-6.50002-7.
http://dx.doi.org/10.1016/B978-0-12-3743...
.

2.7.2 Limit of detection and limit of quantification

The limit of detection of the method was obtained from the experimental data of the analytical curve according to Equation 5.

LOD = 3 s b (5)

Where: s is standard deviation of the analytical curve intercept and b is slope of the analytical curve.

The limit of quantification was estimated as 3.3 times the limit of detection5454 Honório GG, Cunha JN, Santos Castro Assis KL, Aguiar PF, Andrade DF, Souza CG, et al. Free glycerol determination in biodiesel samples using palladium nanoparticles modified glassy carbon electrode associated with solid phase extraction. J Solid State Electrochem. 2019;23(11):3057-66.

55 Mesquita Brito N, Possidônio Amarante ODE Jr, Polese L, et al. Validação de métodos analíticos: estratégia e discussão. Pestic Rev Ecotoxicologia e Meio Ambient. 2003;13:129-46.
-5656 Bassani de Barros C. Validação de métodos analíticos. Biologico. 2002;64:175-7..

2.7.3. Recovery and precision

The recovery and precision of three different concentration levels (low, medium and high) of the analytical curve were verified. The recovery was evaluated by comparing the average of the triplicates with the theoretical value. The result of repeatability was expressed as the coefficient of variation, also known as the relative standard deviation (RSD%)5757 Muniz RDO, Martins SB, Honório GG, Cunha JN, Souza CG, Andrade DF, et al. Total glycerol analysis in biodiesel samples using solid phase extraction coupled with enzymatic-spectrophotometric determination. Anal Methods. 2019;11(6):767-73.,5858 INMETRO: Instituto Nacional de Metrologia, Qualidade e Tecnologia. Guidance on validating chemical testing methods. Brasília: INMETRO; 2007..

2.8. Stability

In tests of the electrode stability, the sensor was submitted to the cyclic voltammetry technique from -0.3 to 0.7 V with 0.05 V s-1 in 0.50 mol L-1 KOH containing 1.8 mol L-1 EG. During the whole study, the voltammetric peak area was used as the analytical response, the first peak area was compared with the last.

3. Results and Discussion

3.1. Characterization of graphite oxide

Typical Raman spectrum of graphite oxide sample is presented in Figure 1a. The broad G band at 1580 cm-1 originates from the vibration mode of stretching carbon atoms in the plane with sp2 hybridization, common in graphitic structures5959 Jorio A, Saito R, Dresselhaus G, Dresselhaus MS. Raman spectroscopy in graphene related systems. Weinheim: Wiley-VCH Verlag GmbH & Co. KGaA; 2011. http://dx.doi.org/10.1002/9783527632695.
http://dx.doi.org/10.1002/9783527632695...
. The D band centered at 1350 cm-1 is A1g symmetry mode produced by out of plane vibrations of carbon atoms, and it becomes active due to the presence of structural defects such as vacancies, edge formation, functional groups containing oxygen and adsorption of molecules on the surface6060 Kaniyoor A, Ramaprabhu S. A Raman spectroscopic investigation of graphite oxide derived graphene. AIP Adv. 2012;2(3):032183. http://dx.doi.org/10.1063/1.4756995.
http://dx.doi.org/10.1063/1.4756995...
. The ID / IG ratio for graphite oxide was 0.86 showing that the material obtained has a large number of defects.

Figure 1
Graphite oxide structural and morphological characterization. Raman (a), XRD patten (b), TSEM image (c) and picture of the freeze-dried graphite oxide (d).

XRD measurements of graphite oxide sample are shown in Figure 1b. The material exhibits a characteristic XRD peak at 2θ ≈ 11° representing a periodic stacking of graphite oxide sheets6161 Marcano DC, Kosynkin DV, Berlin JM, Sinitskii A, Sun Z, Slesarev A, et al. Improved synthesis of graphene oxide. ACS Nano. 2010;4(8):4806-14.,6262 Yuan G, Li X, Dong Z, Westwood A, Cui Z, Cong Y, et al. Graphite blocks with preferred orientation and high thermal conductivity. Carbon. 2012;50(1):175-82..

Figure 1c shows a TSEM micrograph of graphite oxide deposited on a a lacey carbon TEM grid. This micrograph confirms the membrane-like architecture, reproducing graphite oxide morphology of similar studies6161 Marcano DC, Kosynkin DV, Berlin JM, Sinitskii A, Sun Z, Slesarev A, et al. Improved synthesis of graphene oxide. ACS Nano. 2010;4(8):4806-14.,6363 Castro KLS, Curti RV, Araujo JR, Landi SM, Ferreira EHM, Neves RS, et al. Calcium incorporation in graphene oxide particles: A morphological, chemical, electrical, and thermal study. Thin Solid Films. 2016;610:10-8.. Figure 1d shows the picture of freeze-dried graphite oxide.

3.2. Characterizaiton of reduced graphene oxide modified glassy carbon electrode

The benefits of using reduced graphene oxide in electrochemical sensors are already well-known and established in the scientific world6464 Li D, Kaner RB. Materials science: graphene-based materials. Mater Sci. 2008;320:1170-1.,6565 Pumera M, Ambrosi A, Bonanni A, Chng ELK, Poh HL. Graphene for electrochemical sensing and biosensing. Trends Analyt Chem. 2010;29(9):954-65.. In Figure 2 it is possible to observe the electrochemical behavior of unmodified (curve A) and modified with reduced graphene oxide (curve B) GCE in 3 mol L-1 KCl solution containing 20 mmol L-1 potassium ferri-ferrocyanide.

Figure 2
Voltammetric profile of the ferri-ferrocyanide couple at 20 mmol L-1 using (A) GCE and (B) reduced graphene oxide modified GCE, at 0.1 V s-1 scan rate.

The electrochemically active area of the rGO/GCE electrode (7.35 x 10-2 cm2) was 1.6 times greater than the value of the unmodified GCE (4.63 x 10-2 cm2). This increase in the rGO/GCE area is due to the surface area increase by modification with reduced graphene oxide6666 Castro KLS, Oliveira SM, Curti RV, et al. Electrochemical response of glassy carbon electrodes modified using graphene sheets of different sizes. Int J Electrochem Sci. 2018;13:71-87.. The increase in the electrode area increases both the faradaic (ip,a and ip,c) and capacitive currents as observed in red curve of the Figure 2 6565 Pumera M, Ambrosi A, Bonanni A, Chng ELK, Poh HL. Graphene for electrochemical sensing and biosensing. Trends Analyt Chem. 2010;29(9):954-65.. The voltammetric profile of each modification of the electrode is shown in Figure S2.

3.3. Surface analysis by Scanning Electron Microscopy

The SEM images of the samples (SPE, rGO/SPE and Ni(OH)2/AuNp/rGO/SPE) are shown in Figure 3 at different magnifications.

Figure 3
SEM analyses of the electrodes (a) and (b) carbon SPE (at two different magnifications), (c) rGO modified carbon SPE and (d) Ni(OH)2/AuNp/rGO modified carbon SPE and (e) EDS chemical analyses of Ni(OH)2/AuNp/rGO/SPE.

Before modification, the carbon SPE presents a flat surface with some defects (Figure 3a), at higher magnification a porous structure could be noticed (Figure 3b). After modification with rGO, the presence of a film on the carbon SPE surface is noted, characteristic of the overlapping of rGO sheets (Figure 3c). The presence of white particles having a few micrometers in size is due to the contamination with salts (see Na peak in EDS analysis) from the buffer solution used in the electrochemical reduction of graphene oxide. With the deposition of gold and nickel hydroxide, the characteristic of the rGO film changes completely with the presence of several gold/ nickel hydroxide nanoparticles with size in the 50 nm range. The metallic nanoparticles on Ni(OH)2/AuNp/rGO/SPE surface are best seen at a higher magnification (Figure 3d). The EDS analysis confirmed the presence of Ni and Au, although the amount of Au seems to be much higher than Ni since the Au has a much higher intensity peak than Ni.

3.4. Electrochemical behavior of the electrodes in the absence and presence of EG

Figure 4a and 4b present the cyclic voltammetry curves obtained with GCE and GCE/rGO, respectively, in 0.50 mol L-1 KOH in the absence and presence of 0.6 mmol L-1 ethylene glycol. These curves show no ethylene glycol electrochemical response using both GCE and GCE/rGO in the studied potential range. However, when submitted to the cyclic voltammetry technique in the absence and presence of the analyte (EG) in alkaline media, the Ni(OH)2/AuNp/rGO/GCE presented a voltammogram with three anodic peaks and three cathodic peaks (Figure 4d). The first and second anodic peaks (1 and 2) observed at -0.07 V and 0.21V, respectively, refer to the adsorption of OH- on the gold surface, the peaks 4 and 5 at 0.48 and 0.36 V, respectively, are related to α-Ni(OH)2/γ-NiOOH redox pair6767 Burke LD, Nugent PF. The electrochemistry of gold: I. The redox behaviour of the metal in aqueous media. Gold Bull. 1997;30(2):43-53.

68 Burke LD, Lyons MEG. Modern aspects of electrochemistry. 1st ed. New York: Academic Press; 1986.

69 Peñafiel RMD. Comportamento eletroquímico do ouro na presença de alcoóis alquílicos e amilxantato de potássio [dissertation]. Rio de Janeiro: COPPE, Federal University of Rio de Janeiro ; 2007.

70 Oliveira R, Pissetti FL, Lucho AMS. FTO modified eletrodes by direct gold electrodeposition: production, characterization and electrochemical sensor aplication. Quim Nova. 2016;39:146-55.
-7171 Santos CS. Desenvolvimento de diferentes dispositivos eletroqímicos a base de ouro aplicados como sensores e biossensores [thesis]. Ponta Grossa: State University of Ponta Grossa; 2016.. The peak 3 is related to the EG oxidation and responds to EG concentration. In the cathodic region, the potential peaks (6) and (7) at 0.08 V and -0.13 V, respectively, refer to the reduction of gold oxide and OH- desorption, respectively. The peak for nickel hydroxide oxide formation (4) coincides with the formation of compound Au(OH)3 (Figure 4c)6767 Burke LD, Nugent PF. The electrochemistry of gold: I. The redox behaviour of the metal in aqueous media. Gold Bull. 1997;30(2):43-53.

68 Burke LD, Lyons MEG. Modern aspects of electrochemistry. 1st ed. New York: Academic Press; 1986.
-6969 Peñafiel RMD. Comportamento eletroquímico do ouro na presença de alcoóis alquílicos e amilxantato de potássio [dissertation]. Rio de Janeiro: COPPE, Federal University of Rio de Janeiro ; 2007.,7171 Santos CS. Desenvolvimento de diferentes dispositivos eletroqímicos a base de ouro aplicados como sensores e biossensores [thesis]. Ponta Grossa: State University of Ponta Grossa; 2016..

Figure 4
Cyclic voltammograms of GCE (a), GCE/rGO (b), Ni(OH)2/rGO/GCE (c), AuNp/rGO/GCE (d) and Ni(OH)2/AuNp/rGO/GCE (e) in presence and absence of 0.6 mmol L-1 ethylene glycol in 0.50 mol L-1 KOH at a scan rate of 50 mV s-1.

Figure 4 shows that the synergism between nickel hydroxide and gold was especially important for the detection of EG. When only the Ni(OH)2/rGO/GCE electrode was used (Figure 4c), it was not possible to observe any EG peak oxidation, while using the AuNp/rGO/GCE electrode (Figure 4d), an EG oxidation peak can be observed at approximately 0.3 V vs. Ag/AgCl. For the Ni(OH)2/AuNp/rGO/GCE electrode (Figure 4e) an EG oxidation peak is observed at 0.19 V vs. Ag/AgCl. The Ni(OH)2/AuNp composite dislocated to more negative potential the EG oxidation peak consequently increasing its current response. These results show the beneficial effect of the composite, resulting in a more sensitive material.

Figure 4 shows the benefit of the electrode modifications from an analytical point of view, in Table 1 it is possible to observe the electrochemically active area and k0 parameters of the electrodes.

Table 1
Study of the electrochemically active area and k0.

Table 1 shows that the changes were considerably beneficial for the electrode. Comparing the unmodified electrode and the final electrode, there was an increase of 2.7 times in the electroactive area, and of 12.9 times in k0 and a decrease of the charge transfer resistance of 0.68 times. These results corroborate the analytical study of the electrodes, showing the importance of its modifications for quantification of the analyte, as these are parameters that will directly affect the analytical efficiency it. Analyzing the electrodes AuNp/rGO/GCE and Ni(OH)2/AuNp/rGO/GCE it is possible to observe the importance of the synergism of metals, since there was an increase of 1.09 times of the area and 4.74 times of k0 and a decrease of 0.73 times in charge transfer resistance (Rct) (all curves are shown in Figure S3).

These results were already expected once that the composites based on the deposition of nickel hydroxide on gold show a great improvement in the catalytic efficiency of the electrode. The presence of gold allows a greater amount of physically and electrically adhered nickel hydroxide on the surface, decreases the film resistivity, decreases the nickel particle size, and allows a greater number of active sites because gold facilitates the oxidation of nickel oxide. It’s important to highlight that the use of noble metals improves the adsorption of species on the electrode surface and their ability to remove species that may decrease the electrocatalytic efficiency of the electrode2828 Rinaldi AL, Rodríguez-Castellón E, Sobral S, Carballo R. Application of a nickel hydroxide gold nanoparticles screen-printed electrode for impedimetric sensing of glucose in artificial saliva. J Electroanal Chem. 2019;832:209-16.,6767 Burke LD, Nugent PF. The electrochemistry of gold: I. The redox behaviour of the metal in aqueous media. Gold Bull. 1997;30(2):43-53.,7272 Xu J, Chen T, Qiao X, Sheng Q, Yue T, Zheng J. The hybrid of gold nanoparticles and Ni(OH) 2 nanosheet for non-enzymatic glucose sensing in food. Colloids Surf A Physicochem Eng Asp. 2019;561:25-31..

The use of the alkaline medium is important for the alcohols electrooxidation because in this medium M-OHads is formed (Reaction 1). The previous literature showed that with the increase of OH concentration causes a higher OH coverage on the metal surface, enhancing the kinetic of alcohol electrooxidation7373 Mahapatra SS, Datta J. Characterization of Pt-Pd/C electrocatalyst for methanol oxidation in alkaline medium. Int J Electrochem. 2011;2011:1-16..

The classic mechanisms for the oxidation of alcohols by transition metals in an alkaline medium involve hydroxyl radicals adsorbed on the electrode surface, which participate in the electron transfer step, favored in a basic medium, as can be seen below:

  • M + ROH → M-ROHads (Reaction 1)

  • M-OH- → M-OHads + e- (Reaction 2)

  • M- ROHads + M-OHads → products (Reaction 3)

  • M- ROHads + OH- → products + e- (Reaction 4)

The cyclic voltammetry technique was chosen as the electroanalytical technique to quantify EG to regenerate the active sites of electrode removing the poisoning intermediates.

3.5 Partial validation

3.5.1 Linearity

Figure 5 shows the relationship between the EG oxidation peak area and the EG concentration, in the range from 0.24 to 1.43 mmol L-1, in 0.50 mol L-1 KOH solution. For the proposed analytical curve (Figure S4), was obtained a Pearson correlation coefficient of 0.9932, greater than 0.9900, and p-value of the F ANOVA test equal to 6.82 x10-12, less than 0.05, therefore showing that there is an adequate linear relationship between the parameters and significance of the applied linear model. To assess the homogeneity of variance and verify the confidence level of the analytical curve obtained, the Cochran test was applied at a significance level of 5%5050 Rego ECP. Internal publication of method validation course. Rio de Janeiro: INMETRO; 2013.. The p-value obtained was 0.9304, greater than 0.05, so we do not reject the hypothesis of equality of variances at the 5% significance level, then it is a homoscedastic model. The evaluation of the standardized residuals vs. adjusted values shows that there is no value outside the range from -3 to 3 indicating that there are no outliers present and QQ-plot no value can affect the normality of the residuals (Figure S5).

Figure 5
The cyclic voltammograms for different EG concentrations using Ni(OH)2/AuNp/rGO/GCE in 0.50 mol L-1 KOH at 50 mV s-1 scan rate. The voltammograms are a, b, c, d, e, f and g are related to the EG concentrations at 0, 0.24, 0.48, 0.72, 0.95, 1.20 and 1.43 mmol L-1, respectively.

3.5.2 Limit of detection and quantification

The LOD and LOQ represent the lower concentration of analyte that can be detect and quantified, respectively. According to Equation 5, the detection and quantification limits obtained were 49 and 162 µmol L-1, respectively.

3.5.3. Precision and recovery

The repeatability of the three different EG concentration levels (low, medium, and high) were verified in triplicate. The relative standard deviation for 0.24, 0.72 and 1.43 mmol L-1 EG was calculated (Table S5). Relative standard deviation values less than 5% are considered suitable for analytical methods5858 INMETRO: Instituto Nacional de Metrologia, Qualidade e Tecnologia. Guidance on validating chemical testing methods. Brasília: INMETRO; 2007.. According to the values obtained (Table S5), for all concentration levels, the relative standard deviation was below the analytically acceptable criterion, having been obtained 2.6, 3.1 and 1.5%, respectively.

To study the recovery of the method, standard EG solutions with known concentrations (theoretical value) at 0.24, 0.48, 0.72, 0.95, 1.20 and 1.43 mmol L-1 were used. The results presented in Table S6 show that the method has a good recovery (acceptance criteria 70-120%)7474 Mesquita P L, Afonso RJCF, Aquino SF, Leite GS. Validação de método de cromatografia líquida para a determinação de sete ácidos graxos voláteis intermediários da digestão anaeróbia. Eng Sanit Ambient. 2013;18(4):295-302. in the concentration range studied, ranging from 97 to 109%.

3.5.4. Selectivity

The selectivity of the method was performed by evaluating the electrochemical response of the electrode in the presence of ethanol, methanol, glycerol, and ethylene glycol at a concentration of 0.4 mmol L-1. As can be seen from Figure S6, in the studied concentration, no alcohol showed an oxidation peak at the same potential as EG. The glycerol oxidation peak appeared at approximately 0 V vs. Ag/AgCl, this value potential is much more negative compared to the EG, while methanol and ethanol did not present an oxidation peak at this concentration.

3.6. Ni(OH)2/AuNp/rGO/GCE stability

The electrode stability is one of the most important factors to evaluate its use in industry. An electrode with good stability will provide a less expensive and laborious analysis. When subjected to 500 cycles in the presence of 1.8 mmol L-1 EG, under conditions of 0.05 V s-1 and potential range -0.3 to 0.7 V, the electrode did not lose signal after 500 cycles with RSD of 4.2% (<5%). The results showed that the dispersion between the readings is extremely low, which indicates high stability of the electrode for EG analysis (Figure S7).

3.7. Comparison with the literature data

Table 2 compares some analytical parameters towards the EG analysis for the proposed method with other methods found in the literature. The chromatographic and mass methods present high detection or quantification limits besides, they are more expensive using large amounts of solvents and time-consuming for derivatization of the sample.

Table 2
Comparison of some analytical parameters for the proposed method with other methods foun)d in the literature.

Although the method of this work presents a higher detection limit than the method using Ti/TiO2 nanotubes electrode, the Ni(OH)2/AuNp/rGO/GCE sensor lacks any special apparatus for UV emission, making it a more practical analysis.

The standard method for trace ethylene glycol analysis in lubricating oil is the ASTM D4291-04 (2017)7575 Drews A. Standard test method for trace ethylene glycol in used engine oil. In: ASTM International. Manual on hydrocarbon analysis. 6th ed. West Conshohocken: ASTM International; 2008. p. 670-2., according to this normalized method the EG can be quantified in the range from 0.0805 to 3.22 mmol L-1 using the gas chromatograph technique. For human health concentrations above of 138 µm/L are capable to cause damage to the liver and kidney7777 CDC: Centers for Disease Control and Prevention. National Institute for Occupational Safety and Health (NIOSH). Registry of Toxic Effects of Chemical Substances (RTECS): KW2975000: Ethylene glycol [Internet]. Atlanta: CDC/NIOSH; 2020 [cited 2020 June 26]. Available from: https://www.cdc.gov/niosh-rtecs/KW2D6518.html
https://www.cdc.gov/niosh-rtecs/KW2D6518...
. Therefore, the proposed method would be suitable for application in the detection and quantification of EG in several matrices.

4. Conclusion

The proposed electrode Ni(OH)2/AuNp/rGO/GCE showed that the electrode modification was extremely favorable, with a considerable increase in both electrically active area and heterogeneous electron transfer rate constant (k0), with an increase of 176% in the electroactive area and 1194% in k0. It is worth mentioning the importance of the mixture of metals, synergism between nickel and gold nanoparticles provided a 374% increase in the k0.

The influence of these parameters can be observed in the analytical studies of the electrode where they were obtained a low limit of detection and quantification (49 and 162 µmol L-1, respectively), with good repeatability and, good stability, not losing efficiency after 500 cycles. The results obtained in this study show that the formed nanocomposite film has a good electrocatalytic activity for EG oxidation, thus being a good alternative for use as an electrode for alcohols analysis.

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Supplementary Material

The following online material is available for this article:

Figure S1 - Surface response plots for the EG determination obtained via CCD.

Figure S2 - Voltammetric profile of 20 mmol L-1 ferri-ferrocyanide couple in 3 mol L-1 KCl using GCE, rGO/GCE, Au/rGO/GCE and Ni(OH)2/Au/rGO/GCE electrode at 0.1 V s-1 scan rate.

Figure S3 - The (a,b) Bode and (c) Nyquist plots of GCE, rGO/GCE, Au/rGO/GCE and Ni(OH)2/Au/rGO/GCE electrodes in 3 mol L-1 KCl containing 20 mmol L-1 [Fe(CN)6]3−.

Figure S4 - The analytical curve for EG standards in 0.50 mol L-1 KOH (EG oxidation peak area versus EG concentration) using Ni(OH)2/AuNp/rGO/GCE electrode.

Figure S5 - Analysis of residuals of linear model.

Figure S6 - Electrode selectivity study in the presence of 0.4 mmol L-1 of ethanol, methanol, glycerol and ethylene glycol.

Figure S7 - Stability of Ni(OH)2/AuNp/rGO/GCE in 0.50 mol L-1 KOH with 1.8 mmol L-1 of EG.

Table S1 - Experimental PB design matrix for the electrodeposition of gold and nickel nanoparticles.

Table S2 - Tests and response for PB design of Ni(OH)2/AuNp/rGO/GCE.

Table S3 - Effects of the studied parameters for the electrodeposition of nickel nanoparticles and gold nanoparticles.

Table S4 - Factors, levels, coded matrix and responses for CCD with triplicate in the central point for the electrodeposition of nickel and gold nanoparticles.

Table S5 - Relative standard deviation of the Ni(OH)2/AuNp/rGO/GCE.

Table S6 - Evaluation of the analytical recovery of the Ni(OH)2/AuNp/rGO/GCE.

Publication Dates

  • Publication in this collection
    23 July 2021
  • Date of issue
    2021

History

  • Received
    08 Dec 2020
  • Reviewed
    25 June 2021
  • Accepted
    30 June 2021
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