Open Access Article
Hanan Alhussaina,
Arafat Toghan
*a,
N. Roushdy
b,
Sami A. Al-Hussaina,
Ayman M. Mostafac,
Emad M. Masoud*d,
A. A. M. Farage and
Noha A. Elessawy
f
aChemistry Department, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11623, Saudi Arabia. E-mail: aatahmed@imamu.edu.sa
bElectronics Materials Department, Advanced Technology and New Materials Research Institute, City of Scientific Research and Technological Applications (SRTA-City), New Borg El-Arab City, Alexandria 21934, Egypt
cDepartment of Physics, College of Science, Qassim University, P.O. Box 6644, Buraydah Almolaydah 51452, Saudi Arabia
dDepartment of Chemistry, Faculty of Science, Islamic University of Madinah, Madinah 42351, Saudi Arabia. E-mail: emad.youssef@iu.edu.sa
eThin Film Lab., Department of Physics, Faculty of Education, Ain Shams University, Roxy, Cairo 11711, Egypt
fComputer-Based Engineering Applications Dept., Informatics Research Institute, City of Scientific Research and Technological Applications (SRTA-City), New Borg El-Arab City, Alexandria 21934, Egypt
First published on 15th January 2026
A sensitive and sustainable electrochemical sensor based on cobalt sulfide nanorods/reduced graphene oxide (CoS-NR/rGO) was fabricated for the detection of 4-nitrophenol (4-NP). rGO derived from recycled plastic waste, served as a conductive and eco-friendly matrix, while CoS-NR were synthesized via a simple chemical route using cobalt acetate and thiourea. Transmission electron microscopy (TEM) and scanning electron microscopy (SEM) revealed uniform CoS-NR anchored on thin rGO sheets, forming a high surface area architecture conducive to rapid charge transfer. X-ray diffraction (XRD) confirmed the hexagonal CoS phase and the (002) peak of rGO, whereas Raman spectroscopy identified the D and G bands of rGO and characteristic Eg, F12g, F22g, and A1g vibrational modes for CoS. X-ray photoelectron spectroscopy (XPS) verified the presence of Co2+/Co3+, S2−, and sp2-hybridized carbon, indicating strong chemical bonding and homogeneous distribution. Electrochemical characterization using cyclic voltammetry (CV) demonstrated enhanced catalytic activity toward 4-NP reduction due to the synergistic effect between CoS and rGO. The sensor achieved high sensitivity (0.118 µA µM−1), a low detection limit (LOD = 2.4 µM), and excellent repeatability over ten cycles. Optimization via response surface methodology (RSM) revealed a maximum current response at pH 7 under increased analyte concentration and scan rate. These results establish CoS-NR/rGO as an efficient, reproducible, and environmentally friendly platform for detecting phenolic pollutants.
Electrochemical sensors, including voltammetric and amperometric sensors, have been employed extensively in recent decades. When these sensors come into contact with analytes, they detect changes in conductance, voltage, or current that the sensor can measure directly. However, electrode fouling and the requirement for frequent calibration and sample pre-treatment are major disadvantages of electrochemical sensors.11,13,14
Designing efficient noble metal-free catalysts, such as metal oxides, carbon-based catalysts, and other composite materials for the detection of harmful pollutants and many other applications, has been a challenge in achieving the same level of activity as noble metals, especially under different environmental conditions, and in fully understanding their catalytic mechanisms. In particular, nanoscale semiconductors have unique properties and have recently found numerous applications, most notably in the assembly of electrochemical sensors.15,17 The excellent physical-chemical properties, ease of processing, low cost, and large surface area of these materials make them ideal for sensing biomolecules.16 Because of their remarkable electrical conductivity and redox activity, metal sulfide nanostructures are being utilized more and more to identify different types of contaminants in biological, water, and air samples. Their high efficiency, extreme sensitivity, wide and fast response ranges, and high stability are partly responsible for this growing interest in sensing materials. Among these materials, metal sulfides, such as CoS, ZnS, etc., have been the subject of extensive research interest due to their low toxicity and abundance. They offer enhanced mass transfer, a stronger signal-to-noise ratio, and finer sensitivity, direct band gap, and their properties could be tunable and adaptable in sensor technology.18–20
Although researchers are actively working on developing new active materials (noble metal-free catalysts) such as metal oxides, carbon-based catalysts, and other composite materials, challenges still remain in achieving the same activity level as noble metals, especially under different environmental conditions, and in fully understanding their catalytic mechanisms. Interestingly, hybridizing metal chalcogenides, e.g. CoS, with conductive materials, such as graphene, certainly overcomes the conductivity limitations of 2D-layered materials and may enhance analyzer sensing. Graphene is the basic unit of graphite and has a unique structure that makes it useful in many applications.21,22 Graphene oxide (GO) is an essential component for processing many electrochemical sensors, improving their sensitivity in medical and environmental applications.11,17,19
4-NP is recognized as a hazardous and persistent pollutant arising from industrial activities such as dye, pesticide, and pharmaceutical production, posing serious environmental and health concerns. Conventional detection methods often suffer from high cost, limited sensitivity, or complicated operation, creating an urgent demand for more efficient monitoring solutions. Recent advances in electrochemical sensing have highlighted the potential of nanostructured composites to enhance detection performance through improved conductivity, surface area, and catalytic activity.
Recent studies have extensively explored the incorporation of conventional nanofillers, such as carbon nanotubes (CNTs) and nanoclays, into polymer-based composites to enhance their mechanical and functional performance, particularly in self-assembled and self-healing systems. Veeramani et al.23 demonstrated that microcapsule-based self-healing composites embedded with CNTs exhibited significantly improved healing efficiency, highlighting the synergistic effect of nanoscale reinforcement on structural recovery. Similarly, Xu et al.24 reported the successful fabrication of nacre-inspired clay/polymer nanocomposites through a self-assembly approach, achieving enhanced toughness and hierarchical organization. Complementing these findings, Naveen et al.25 showed that self-healing microcapsules encapsulating CNTs not only improved mechanical resilience but also enhanced thermal and electrical properties, emphasizing the multifunctional role of CNTs in advanced composites. In addition, Toyama et al.26 illustrated that single-walled CNTs can facilitate catalytic activity when integrated with metallic nanostructures, indicating their versatility beyond mechanical reinforcement. Moreover, Veeramani et al.27 confirmed that the incorporation of polyphenylene ether into carbon fiber/epoxy composites led to a marked increase in fracture toughness, further reinforcing the advantage of using nanofillers to improve composite durability. Collectively, these studies underscore the effectiveness of conventional nanofillers in self-assembly and self-healing matrices to enhance structural and functional properties, providing a strong rationale for exploring hybrid systems such as CoS/graphene oxide to achieve superior mechanical and electrochemical performance.
In this context, the present study introduces a sustainable and innovative approach by utilizing rGO extracted from the recycling of plastic waste as a conductive framework, combined with cobalt sulfide nanorods (CoS-NR) synthesized via a simple chemical route. This integration yields a unique CoS-NR/rGO nanocomposite, where well-dispersed CoS nanorods anchored onto rGO sheets provide a high-surface-area and synergistic architecture that enables rapid electron transfer and strong electrocatalytic activity. The novelty lies not only in the environmentally friendly fabrication route but also in achieving a balance between high sensitivity, low LOD, and reproducibility, thereby advancing both sustainable materials science and electrochemical sensor technology. Accordingly, the objective of this work is to design, fabricate, and evaluate an eco-friendly electrochemical sensor based on CoS-nanorods/rGO composite for dual sensing of 4-NP in aqueous environments. The structural, morphological, and chemical features of the fabricated sensor were analyzed and confirmed by XRD, FTIR (Fourier Transform Infrared Spectroscopy), Raman spectroscopy, XPS, SEM, and TEM. Furthermore, CV was used to explore the electrochemical sensing of CoS-NR/rGO nanocatalyst, such as sensitivity, LOD, and stability. To refine the sensor performance, theoretical investigations including RSM were employed to optimize critical operational parameters such as pH, analyte concentration, and scan rate. Indeed, the results of this work are promising, confirming that coupling CoS nanorods with sustainable material may lead to the design of a potential, reproducible, low-cost, highly sensitive sensor suitable for real-time environmental monitoring of toxic phenolic pollutants.
:
1 (50 wt% rGO) was employed, combining 10 mg of composite powder with 10 mg of PVDF and 2 mL of DMF. This maximum rGO loading was chosen to balance high conductivity and surface area while preventing rGO aggregation, which can reduce electrode uniformity. The mixture was ultrasonicated for 15 minutes to achieve a homogeneous dispersion. Finally, 10 µL of the uniform ink was drop-cast onto a glassy carbon electrode (GCE, 0.126 cm2) and dried for 2 hours to form a stable and reproducible electrode coating.
S/N = 3 was used to quantify the signal for the measurement and the noise level in order to estimate limits of detection (LOD) from single measurements. From the calibration curve regression line, analytically valid LODs were computed by dividing the regression line's slope by three times the regression line's standard deviation.
To assess the reusability and operational stability of the CoS-NR/rGO-modified electrode for 4-nitrophenol detection, repeated electrochemical measurements were carried out over five successive cycles. The electrode maintained approximately 92% of its initial current response, indicating reliable performance upon repeated use. In addition, after being stored under ambient conditions for two weeks, the electrode exhibited only slight variation in its response, confirming its structural and functional stability over time. These findings support the electrode's suitability for sustained sensing operations.
The sensor's selectivity was further evaluated by introducing common interfering species such as nitrite, glucose, urea, and ascorbic acid at relevant concentrations. These compounds produced negligible interference in the current response, affirming the sensor's high specificity toward 4-nitrophenol. For long-term stability, the modified electrode was monitored over a 21 day period. It retained over 93% of its initial electrochemical response, underscoring its durability. Together, these results demonstrate that the CoS-NR/rGO-based sensor is both selective and stable, making it a promising candidate for reliable, real-world environmental monitoring applications.
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| Fig. 1 SEM micrographs of: top-view of (a) CoS-NR, (b) rGO , (c) height profile provided from 2D-images of CoS-NR , and rGO (d). | ||
The combined visualization of the 2D topography and height profiles highlights the presence of surface irregularities, localized agglomeration, and structural heterogeneity that cannot be fully resolved from a single front-view SEM micrograph. To quantitatively assess these morphological variations, the average roughness and root mean square (RMS) roughness were calculated using ImageJ, allowing a more accurate comparison of the surface complexity of both materials. These roughness parameters provide valuable insight into the nanoscale texture, which is directly linked to their electrochemical activity, interfacial behavior, and potential sensing performance.22
Fig. 2 showcases TEM micrographs of the prepared CoS-NR, rGO, and CoS-NR/rGO nanocomposite, delivering an in-depth examination of its nanostructure. Interestingly, in complete agreement with the results of SEM, the TEM image of cobalt sulfide (Fig. 2a) illustrates the formation of rod-shaped structures with a high degree of aggregation of CoS nanoparticles. The low magnification image (Fig. 2b) shows rGO as an irregular transparent layer with ripples appearing at the edges. In the CoS-NR/rGO composite (Fig. 2c), the CoS-NR appear as dark clusters partially distributed across the rGO sheets rather than being perfectly uniform. This distribution reflects the intrinsic tendency of rGO sheets to restack due to van der Waals interactions and the aggregation of CoS-NR driven by surface energy. To address this, the composite was ultrasonicated for 15 minutes, which sufficiently exfoliates rGO sheets and disperses the nanorods without causing significant structural fragmentation. Extending sonication beyond this duration was avoided because prolonged energy input can break the CoS nanorods into smaller fragments and induce partial restacking of rGO, ultimately reducing effective surface area and electron transport pathways. The observed microstructure therefore represents an optimized compromise: CoS-NR are adequately distributed to maintain high surface contact with rGO, ensuring effective charge transfer and electrocatalytic activity, while preserving the structural integrity of both components. This dispersion is sufficient for the intended electrochemical applications, balancing material stability and functional performance.
The combination of nanoscale crystallites, partial crystallinity, and subtle peak broadening has important implications for the material's properties. The nanoscale dimensions and high surface-to-volume ratio of the crystalline domains enhance surface reactivity, which is advantageous for electrochemical applications, sensing, and catalysis. Meanwhile, the presence of minor disorder or amorphous regions may introduce lattice strain and defect sites that can influence charge transport and optical behavior. The coherence length estimated from the Scherrer analysis represents the size of diffracting domains rather than the full length of the nanorods, highlighting the anisotropic nature of the rods. Overall, the structural characteristics revealed by XRD, phase purity, nanoscale crystallite size, and partial crystallinity provide a strong foundation for correlating the CoS-NR morphology with functional performance, while suggesting that further optimization of grain boundaries and strain could enhance electronic and catalytic properties.
In contrast, the XRD spectrum of rGO displays a broad and low-intensity peak centered around 24°, corresponding to the (002) plane of stacked graphene layers.32 This pronounced broadening, along with a weaker peak near 43.97° (assigned to the (100) plane, indicates a highly disordered and exfoliated nanostructure with minimal long-range order. The diffuse nature of these peaks is characteristic of reduced graphene oxide, where incomplete restacking and residual oxygen functional groups disrupt crystallinity. Such features are typical of nanostructured carbon materials, where reduced domain size and structural defects enhance surface area and facilitate charge transport, making rGO suitable for applications in energy storage and catalysis.
In the Raman spectra (Fig. 3b) of CoS-NR, the modes Eg, F12g, F22g, and A1g indicate four peaks positioned at 455,505, 595, and 660 cm−1. These four characteristic peaks corresponding to the function groups can be repeated around the other wavenumbers 7000, 1000, 1500, 1700, 2000, and 2250 cm−1.33 However, the rGO's Raman spectra display the two characteristic peaks of graphitic carbon materials: The D band at 1338 cm−1 is due to defects in the rGO layer, and the G band at 1603 cm−1 is from the sp2 hybrid system.32 It is worth noting that the results of SEM, TEM, XRD, and Raman spectroscopy support and agree well with each other to confirm the formation of a hexagonal rod-shaped structure of the CoS nanoparticles.
Fig. 4 displays the FTIR spectra of pristine CoS-NR, CoS-NR anchored on rGO, and the CoS-NR/rGO composite after interaction with 4-NP, allowing a clear comparison of the surface functionalities and the strength of hydrogen-bonding interactions among the three systems. In spectrum (a), the CoS-NR show characteristic bands corresponding to O–H stretching in adsorbed moisture around the broad region of 3300–3400 cm−1, along with distinct metal–sulfur vibrational modes appearing in the fingerprint region below 700 cm−1. When CoS is integrated with rGO (spectrum b), the O–H band becomes noticeably broader and more intense, indicating the establishment of stronger hydrogen bonding between the oxygenated groups of rGO and the surface of the CoS-NR. Additional vibrations assigned to C
O and C–O stretching of rGO become evident near 1710–1600 cm−1 and 1200–1050 cm−1, confirming successful hybridization between the two components.
Upon exposure of the CoS-NR/rGO composite to 4-NP (spectrum c), further spectral shifts and intensity changes are observed. The O–H band exhibits a clear red-shift and enhanced broadening, reflecting strong H-bonding interactions between the phenolic –OH group of 4-NP and the oxygenated sites on rGO, as well as potential coupling with surface Co sites. The bands appearing around 1520–1340 cm−1 correspond to the asymmetric and symmetric stretching modes of the –NO2 group, confirming the successful adsorption of 4-NP onto the composite surface. The extent of band shifting in this region, compared to spectra (a), and (b), further supports the formation of a stable interaction, likely through hydrogen bonding and π–π stacking with rGO. Overall, the progressive broadening, shifting, and emergence of specific vibrational modes across the three spectra provide strong evidence that the CoS-NR/rGO composite offers enhanced interaction sites, enabling stronger and more specific H-bonding interactions with 4-NP compared to the standalone CoS-NR.
To identify the composition of the designed CoS-NR/rGO nanocomposite, XPS has been performed. Fig. 5a shows the full scan spectrum of CoS-NR/rGO in which four significant peaks can be seen at the binding energies (BEs) of 172, 285, 534, and 793 eV, which correspond to S 2p, C 1s, O 1s, and Co 2p, respectively. The XP spectra of C 1s of rGO were fitted into four characteristic peaks at 289.5, 287, 285.3, and 284.5 eV which correspond to the carboxylic, C
O, epoxide, and sp2 carbon in the aromatic rings, respectively (Fig. 5b).34 As shown in Fig. 5c, the Co 2p spectra indicate a match with the BEs at 781 and 796.6 eV for the 2p3/2 and 2p1/2 of Co3+, respectively. However, the BEs at 784.3 and 799 eV correspond to the 2p3/2 and 2p1/2 of Co2+, respectively.35 In Fig. 5d, the XPS spectrum of S 2p was divided into two main peaks centered at 161.4 and 162.2 eV, referred to as S 2p3/2 and S 2p1/2 peaks of S-metal, respectively.36 Strictly speaking, the regular partial distribution of elements can definitely modify the physicochemical, catalytic, electrochemical, and electrical properties of CoS-Nr/rGO composite.37 The incorporation of rGO certainly enhances the electrical properties of CoS nanomaterials and thus improves the electrochemical response of the sensor.38,39
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| Fig. 5 XPS spectra of CoS-NR/rGO nanocomposite: (a) full survey scan, (b) C 1s, (c) Co 2p, and (d) S 2p. | ||
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| Fig. 6 Comparison of electrocatalytic redox of 4-NP in 0.1 M PBS on surfaces of: bare GCE, pristine CoS-NR, and CoS-NR/rGO composite. | ||
The superior performance of the CoS-NR/rGO electrode stems from the synergistic effects between CoS-NR and rGO. The hydrogen bonding interaction between the functional groups of rGO and the OH group of 4-NP enhances the adsorption of 4-NP onto the electrode surface, thereby increasing the electrochemical sensing.40 Additionally, the heterogeneous structure of the composite prevents nanoparticle aggregation, ensuring a high specific surface area and improved conductivity. This structural advantage is absent in the individual components, as rGO alone lacks sufficient catalytic activity, while CoS-NR suffers from limited conductivity and particle aggregation. The composite's ability to combine the catalytic properties of CoS-NR with the conductive and adsorptive capabilities of rGO results in a more efficient reduction process, as evidenced by the positively shifted reduction peaks and higher current response.
The CoS-NR/rGO composite outperforms its individual components due to its integrated physicochemical properties. The reversible redox processes observed at high potentials, attributed to the conversion between 4-hydroxyaminophenol and 4-nitrosophenol, highlight the composite's catalytic versatility.41,42 Moreover, the irreversible reduction peak at low potentials (at −0.35 V), corresponding to the reduction of 4-NP to hydroxylaminophenol, underscores the composite's ability to drive multiple reaction pathways. These features are absent or less pronounced in the individual CoS-NR and rGO electrodes, demonstrating the composite's superior catalytic performance. The enhanced current response, improved peak potential shifts, and prevention of nanoparticle aggregation collectively confirm that the CoS-NR/rGO composite is a more effective electrocatalyst for 4-NP reduction than its standalone counterparts.
Fig. 7a represents the response of the CoS-NR/rGO composite electrode to a change in 4-NP concentration from 0 to 4 mM at room conditions. It was observed that the reduction current responses are increased from lower to higher concentration, which further confirmed the excellent electrocatalytic reduction activity of CoS-NR/rGO towards 4-NP. Moreover, the increased maximum current indicates the superior sensitivity of the CoS-NR/rGO composite towards the accurate detection of 4-NP levels.38,39 The correlation of the reduction peak currents at −0.35 V and 4-NP concentrations (0–4 mM) is shown in Fig. 6b. The graph shows a linear dependence with a correlation coefficient (R2) of 0.965, which, although not perfect, is within the acceptable range. Importantly, the cathodic peak current increased proportionally with the concentration of 4-NP up to 3 mM, indicating a consistent electrochemical response. This behavior is attributed to the adsorption of 4-NP molecules onto the CoS-NR/rGO surface, followed by electron transfer during reduction. The observed decline in peak current beyond 3 mM is likely due to saturation at the active sites, a well-documented phenomenon in surface-controlled electrochemical systems, which supports the assertion that the electrode operates through an adsorption-driven catalytic mechanism.
We agree that the current at 0 mM should not be included in the calibration range, as it does not represent an analyte signal. In our revised manuscript, we have redefined the linear range to begin at the lowest detectable concentration that yields a valid analytical signal above the background—consistent with good analytical practice. The LOD was estimated using the standard 3σ/slope method and calculated to be 2.4 µM, with a corresponding sensitivity of 0.118 µA µM−1. These values reflect the sensor's performance at a signal-to-noise ratio of 3, and the LOD unit has now been corrected to µM throughout the manuscript for accuracy and consistency.
While we recognize that our sensor does not offer the lowest LOD reported in the literature, it presents significant strengths, including ease of synthesis, structural stability, good reproducibility, and a clear electrochemical response across the target concentration range. The CoS-NR/rGO composite demonstrates strong electrocatalytic activity for phenolic compound detection, and the behavior we observed is consistent with known electrochemical mechanisms involving adsorption-limited reduction at modified electrodes. Thus, we respectfully submit that our work offers valuable insights into the design and application of nanostructured electrochemical sensors and merits consideration for publication.
To understand the kinetics of the electrochemical sensing process, the impact of scanning speed on the 4-NP detection performance was also investigated. The CV curves of the CoS-NR/rGO sensor electrode under scanning rate ranging between 25–200 mVs−1 at pH = 7 and 4-NP (3 mM) are shown in Fig. 7c. It was observed that, as the scanning speed increases, the reduction peak current gradually rises and that the peaks are moved toward higher negative potentials, indicating that the reduction process at the electrode surface is diffusion controlled. Additionally, the reduction peak current is linearly proportional to ν1/2 (square root of scan rate) of the scanning rate (Fig. 7d) with a correlation coefficient (R2) of 0.996, which again confirms the occurrence of a diffusion-controlled electron transfer process on the CoS-NR/rGO surface.42
The electrocatalytic activity of the CoS-NR/rGO electrode toward 4-NP was strongly influenced by the pH of the electrolyte solution. CV measurements were conducted over a pH range of 5 to 9 (Fig. 8a), revealing a distinct dependence of the peak reduction current on the proton concentration. As the pH increased from 5 to 7, the reduction peak current increased markedly, reaching a maximum at pH 7, indicating that near-neutral conditions favor optimal electron transfer and efficient catalytic activity. This enhancement can be attributed to the balanced availability of protons, which are required for the electrochemical reduction of the nitro group in 4-NP, without causing excessive surface saturation that would block active sites. Beyond pH 7, the peak current gradually decreased, reflecting a decline in electrocatalytic efficiency. At higher pH values, the lower proton concentration reduces the availability of protons for the reduction reaction, while increased hydroxide ion concentration may compete with 4-NP adsorption on the electrode surface, hindering electron transfer.43,44 These observations highlight the crucial role of electrolyte pH in tuning the electrocatalytic performance of CoS-NR/rGO composites and align with previously reported trends in 4-NP electroreduction using similar nanostructured electrodes.43,44
In acidic conditions (pH < 7), the abundance of hydronium ions in the solution competes with 4-NP molecules for the active sites on the CoS-NR/rGO surface. This competition reduces the number of active interactions between 4-NP and the electrode, thereby suppressing the reduction reaction. The electrode surface becomes saturated with protons, which not only blocks access to catalytic sites but may also interfere with the reduction of the nitro group in 4-NP, leading to decreased current response.43,44
At alkaline pH values (pH > 7), although proton availability becomes less of a limiting factor, deprotonation of 4-NP increases the electron density on the –NO2 group. This negatively charged species experiences electrostatic repulsion from the also negatively charged CoS-NR/rGO surface, which in turn hinders effective electron transfer. This repulsion slows down the reduction of kinetics, resulting in a decrease in current. Based on these observations, a pH of 7.0 was selected as the optimal condition for subsequent electrochemical sensing experiments (see Fig. 8b).
To assess the electrochemical stability of the CoS-NR/rGO-modified electrode, repeated CV scans were performed in the presence of 4-NP. As presented in Fig. 8c, the reduction peak current remained nearly unchanged after ten successive voltage cycles, indicating that the sensor maintains a stable electrocatalytic response over repeated measurements. This behavior confirms the electrode's excellent operational durability, which is crucial for real-world applications where consistent performance over time is required. The ability to retain its sensing capability after continuous cycling highlights the robustness of the CoS-NR/rGO composite film and the strong adhesion of the active material to the electrode surface.
In addition to stability, the reproducibility of the sensor fabrication process was evaluated by preparing three separate CoS-NR/rGO electrodes using the same synthesis protocol described in Section 2.3. These electrodes were tested under identical conditions to determine variations in their electrochemical responses. The comparison revealed minimal differences in the recorded peak currents for 4-NP reduction across the three electrodes. The calculated RSD (relative standard deviation) was only 1.184%, which demonstrates high reproducibility in the electrode preparation method. Such low variability confirms that the fabrication process is reliable and consistent, ensuring that the sensor performance can be reproduced across multiple batches without significant deviation.45,46
As illustrated in Fig. 9, the CoS-NR/rGO-modified electrode demonstrates distinct redox behavior corresponding to the electrochemical reduction of 4-NP. The CV profile reveals both reversible and irreversible processes: the reversible redox peaks arise from the interconversion between nitrosophenol and hydroxylaminophenol, while a pronounced irreversible peak at a lower potential corresponds to the direct reduction of the nitro group to hydroxylamine, proceeding via a concerted four-electron, four-proton transfer. Although this mechanistic pathway is consistent with prior studies,48–50 its inclusion here underscores the specific electrocatalytic advantages of the CoS-NR/rGO composite. The synergistic combination of CoS-NR and rGO provides a high density of active sites, including surface defects and oxygen-containing functional groups, which enhance the adsorption of 4-NP molecules. These features facilitate rapid electron transfer and reduce overpotential, leading to increased peak currents and improved sensing efficiency. Additionally, the conductive rGO network ensures efficient charge transport, while the nanoscale CoS structures offer localized catalytic centers, collectively amplifying the electrocatalytic response. This discussion highlights how the unique structural and chemical characteristics of the composite optimize the reduction process within a well-established electrochemical framework.
Indeed, the coded equation serves as an aid to comparing factor coefficients to estimate the relative effect of each factor on the result variable. Assume that quadratic dependence represents the statistical correlation between variables A, B, and C, and the reduction current (rc). So, the following equations, which can be used to predict the response to certain levels of each factor, are:
| Yrc = −0.001867 + (1.9250000000001 × 10−6) A + (5.1475 × 10−5) B+ (1.455 × 10−5) C + (3.64 × 10−5) AB + (1.725 × 10−5) AC − (1.095 × 10−5) BC − (8.515 × 10−5) A2 − (3.29 × 10−5) B2 − (1.165 × 10−5) C2 | (1) |
Fig. 10 depicts the results of the Box–Behnken design analysis in contour plots that show some interaction between the current reduction and the tested variables. It was observed that as the scan rate and 4-NP concentration increased, the electrocatalytic activity of CoS-NR/rGO towards 4-NP increased and reached a maximum at an electrolyte pH equals 7.
The ANOVA method was employed to evaluate the statistical significance of the quadratic response surface model. The R2 coefficient is close to one (0.9860) for the quadratic model, indicating a good fit with the experimental data. By examining the data in Table 1, it appears that the chosen quadratic model is statistically significant because the obtained p-values are less than 0.05. The low P value also indicated that the variables had a drastic influence on the electrocatalytic activity of CoS-NR/rGO. Following this investigation, the optimal conditions appeared to involve utilizing the variables at their maximum values, resulting in a reduction in current at low potential values of approximately 0.0002 mA.
| Source | Sum of squares | df | Mean square | F-value | p-value | |
|---|---|---|---|---|---|---|
| Model | 6.772 × 10−8 | 9 | 7.525 × 10−9 | 54.97 | <0.0001 | Significant |
| A-pH | 2.965 × 10−11 | 1 | 2.965 × 10−11 | 0.2166 | 0.6558 | |
| B-4-NP conc. | 2.120 × 10−8 | 1 | 2.120 × 10−8 | 154.86 | <0.0001 | |
| C-scan rate | 1.694 × 10−9 | 1 | 1.694 × 10−9 | 12.37 | 0.0098 | |
| AB | 5.300 × 10−9 | 1 | 5.300 × 10−9 | 38.72 | 0.0004 | |
| AC | 1.190 × 10−9 | 1 | 1.190 × 10−9 | 8.70 | 0.0214 | |
| BC | 4.796 × 10−10 | 1 | 4.796 × 10−10 | 3.50 | 0.1034 | |
| A2 | 3.053 × 10−8 | 1 | 3.053 × 10−8 | 223.03 | <0.0001 | |
| B2 | 4.558 × 10−9 | 1 | 4.558 × 10−9 | 33.30 | 0.0007 | |
| C2 | 5.715 × 10−10 | 1 | 5.715 × 10−10 | 4.17 | 0.0803 | |
| Residual | 9.582 × 10−10 | 7 | 1.369 × 10−10 | |||
| Lack of fit | 9.562 × 10−10 | 3 | 3.187 × 10−10 | 637.45 | <0.0001 | Significant |
| Pure error | 2.000 × 10−12 | 4 | 5.000 × 10−13 | |||
| Cor total | 6.868 × 10−8 | 16 | ||||
| Std. Dev | 1.1699633693899 × 10−5 | |||||
| Mean | −0.0019 | |||||
| C.V. % | 0.6068 | |||||
| R2 | 0.9860 | |||||
| Adjusted R2 | 0.9681 | |||||
| Predicted | 0.7772 |
Although the CoS/rGO/GCE exhibits a LOD of 2.4 µM with a linear range of 10–100 µM, which appears higher and narrower than several sensors reported in the literature, its performance remains valid within practical applications involving higher concentrations of 4-NP, especially in industrial and environmental contexts. For instance, AgPd@UiO-66-NH2/GCE51 and Ag NPs/GCE52 demonstrated extremely low LODS of 0.032 µM and 0.015 µM, respectively, but their synthesis involves complex procedures and noble metals, which may hinder large-scale implementation. Similarly, sensors such as GO/GCE,53 OMCs/GCE,54 and MIP/ZnO-MWNTs-CTS/ITO55 achieved impressive sensitivity with LODs of 0.02, 0.1, and 0.009 µM, respectively, but often required molecular imprinting, sol–gel processes, or multi-step functionalization. While MWCNTs-MnO2/GCE,56 Sm2O3 NPs@f-CNFs/SPCE,57 NiONPs-NH3MPF6/CPE,58 and PCZ@N-GE/GCE59 demonstrated LODs ranging from 0.00261 to 0.64 µM, their fabrication involves costly or less accessible precursors and intricate synthetic control. In contrast, the CoS/rGO composite was prepared by a relatively simple, scalable process, avoiding the need for expensive reagents and allowing for straightforward electrode modification.
Furthermore, while some sensors, such as PTTB/GCE60 and MIP-PANI/GO/CPE,61 showed detection limits of 0.05 µM and even as high as 20 µM, respectively, the latter demonstrates that not all reported sensors exceed our detection performance, especially in cost-effective designs. Our sensor offers adequate sensitivity for field-level screening and rapid diagnostics, with excellent repeatability and fabrication simplicity. Supporting this, the statistical model in Table 1 (ANOVA analysis) reveals that 4-NP concentration, scan rate, and their interaction (AB and AC) significantly affect current response (p < 0.05), confirming the reproducibility and statistical significance of the sensor's behavior. The model's high R2 (0.9860) and adjusted R2 (0.9681) indicate a strong correlation between experimental and predicted values, validating the robustness of the proposed sensor. While we acknowledge that further enhancement is needed to meet drinking water regulatory limits, this work serves as a foundational step toward developing scalable and efficient electrochemical platforms for environmental monitoring of toxic pollutants like 4-NP. The high R2 value (0.9860) from the ANOVA analysis reflects the strong predictive capability of the developed regression model. Comparable studies have reported similarly high coefficients when evaluating nanocomposite-based electrochemical sensors for 4-NP. For instance, PEDOT:PSS-modified Pt NP-embedded PPy-CB@ZnO nanocomposites achieved an R2 of 0.9917, indicating excellent model reliability and linear response behavior.62 Likewise, a pyridine diketopyrrolopyrrole-functionalized graphene oxide sensor demonstrated a highly linear calibration curve with strong correlation between analyte concentration and current response.63 These findings align closely with our results, confirming that the CoS-NR/rGO system exhibits similarly robust and well-fitted electrochemical performance.
Furthermore, the perturbation plot (Fig. 10b), which makes it easier to compare the effects of each element at a particular point in the design space, is used. The midpoint (coded 0) of every component served as the reference point. Nonetheless, the steep slope or curve of the component suggests that the reaction is sensitive to it, as illustrated for electrolyte pH and 4-NP concentration. While the scan rate is the minimal factor affecting the electrocatalytic activity of CoS-NR/rGO towards 4-NP.
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