Open Access Article
This Open Access Article is licensed under a Creative Commons Attribution-Non Commercial 3.0 Unported Licence

Unveiling the synergistic potential of LaMnO3–CeO2 composites in supercapacitor applications

Alisha Dhakal *a, Felio Perez b and Sanjay R. Mishra *a
aDepartment of Physics and Materials Science, The University of Memphis, Memphis, TN 38152, USA. E-mail: srmishra@memphis.edu; adhakal@memphis.edu
bIntegrated Microscopy Center, The University of Memphis, Memphis, TN 38152, USA

Received 4th September 2025 , Accepted 14th October 2025

First published on 15th October 2025


Abstract

This study investigates the synthesis of LaMnO3–CeO2 composites with varying CeO2 contents ((100 − x)% LaMnO3x% CeO2; x = 0, 10, 30, 50, 100 wt%) via an autocombustion method to elucidate their synergistic electrochemical properties. X-ray diffraction (XRD) confirmed the presence of both LaMnO3 (LMO) and CeO2 phases in the anticipated stoichiometric ratios. Nitrogen adsorption–desorption isotherms revealed a mesoporous structure, with the LMO–CeO2 (70[thin space (1/6-em)]:[thin space (1/6-em)]30) composite exhibiting the highest specific surface area of 14.32 m2 g−1, as determined by the Brunauer–Emmett–Teller (BET) method. X-ray photoelectron spectroscopy (XPS) provided insights into the ion valences and chemical composition of the composites. Electrochemical performance was evaluated in a 1 M KOH aqueous electrolyte using a three-electrode configuration. The LMO–CeO2 (70[thin space (1/6-em)]:[thin space (1/6-em)]30) composite demonstrated superior performance, achieving a specific capacitance of 830.3 F g−1 at a scan rate of 1 mV s−1 and 637.6 F g−1 at a current density of 1 A g−1, corresponding to an energy density of 31.9 Wh kg−1 at a power density of 357.5 W kg−1. These results underscore the synergistic enhancement of electrochemical properties through the integration of LaMnO3 and CeO2, offering significant potential for the development of high-performance materials for energy storage applications.



Sustainability spotlight

The growing need for sustainable energy storage requires materials that are efficient, affordable, and environmentally friendly. In this work, we introduce LaMnO3–CeO2 composites as electrode materials for supercapacitors, synthesized by a simple and scalable autocombustion process. These oxides are composed of earth-abundant elements, avoiding the use of costly or scarce metals. By tuning the LaMnO3–CeO2 ratio, the composites show enhanced charge storage and long-term stability, offering a pathway to durable devices with reduced material waste. This research supports global efforts toward clean, sustainable energy storage solutions.

Introduction

The demand for power and energy resources is increasing due to the rapid population growth and industrialization's fast-paced development.1 Supercapacitors offer several benefits, including high power density, remarkable cycling stability, and quick charging and discharging rates, in contrast to conventional batteries, which store energy through chemical reactions.2–6 ABO3 perovskite materials have recently garnered significant attention as potential replacements for traditional metal oxides in electrochemical applications. The key feature of ABO3-type perovskites, such as LaMnO3, is their ability to undergo redox reactions, which lead to pseudocapacitance. The Mn3+/Mn4+ redox couple governs the redox behavior in LaMnO3. During charge/discharge cycles, Mn can switch between these oxidation states, contributing to the material's overall capacitance. This faradaic charge storage mechanism (pseudocapacitance) significantly enhances the energy density of the supercapacitor, which is one of the primary performance metrics of the capacitor. However, for redox reactions to occur efficiently, electrons must move between the Mn ions and the external circuit. Low conductivity hinders the movement of these electrons, which limits the efficiency of the pseudocapacitive charge storage and reduces the overall capacitance. Additionally, at higher current densities (faster charge/discharge), the high conductivity of a material is desirable to effectively engage redox couples during the cycle. This enhances charge transfer kinetics, minimizes internal resistance, and reduces voltage losses. One approach to improving the supercapacitor performance of LaMnO3 is to combine it with conductive materials such as graphene,7 carbon nanotubes,8 or conducting polymers,9 thereby forming LaMnO3 composites. In addition to conductivity mismatch, the structural mismatch between LaMnO3 and graphene, for example, could cause the loss of contact between the two components, leading to poor charge/discharge performance.

The above issue is addressed by combining LaMnO3 with similar oxides, forming a compatible interface with LaMnO3. Along with reducing strain and facilitating better electron transport between the oxides, the oxide's pseudocapacitive behavior can lead to a synergistic effect, improving the total capacitance of the supercapacitor. For example, LaMnO3@NiO composites were synthesized by A. Arya et al. via a hydrothermal method assisted by sol–gel processing. They claimed the CSP of 170 F g−1 when measured at 10 mV s−1.10 P. M. Shafi et al. synthesized LaMnO3/Mn3O4 composites using a one-pot synthesis method. The CSP of 135 F g−1 was achieved at 1 A g−1 in 1 M Na2SO4 solution, corresponding to an energy density of 75 Wh kg−1 and a power density of 1000 W kg−1.11 LaMnO3–MnO nanoarrays supported by carbon cloth were synthesized through one-step electrodeposition by P. Ma et al. These nanoarrays demonstrated a CSP of 260 F g−1 in a 0.5 M Na2SO4 at 0.5 A g−1.12 LaMnO3@NiCo2O4 nanoarchitecture in Ni foam was synthesized by H. Tian et al. using the hydrothermal route, which exhibited a CSP of 811 F g−1 in 6 M KOH and at 1 A g−1.13

Considering its structural compatibility, CeO2 is a promising choice for forming a composite structure with LaMnO3. While LaMnO3 has a perovskite structure, CeO2 adopts a fluorite structure; however, both exhibit cubic symmetry, making them structurally compatible at the interface. While LaMnO3 provides efficient electron transport via hopping through Mn–O–Mn bonds, CeO2 provides oxygen vacancies for ionic transport. These two conductivity mechanisms combine at the interface, creating a simultaneous pathway for both electronic and ionic charge transport. Furthermore, Mn3+/Mn4+ redox transitions in LaMnO3 could be coupled with Ce4+/Ce3+ redox transitions in CeO2,14 promote electron exchange with multiple redox processes and thus enhance pseudocapacitance. Meanwhile, oxygen ions from LaMnO3's lattice can migrate into vacancies in CeO2 and vice versa, and this movement could stabilize oxygen vacancies at the interface, increasing active sites for redox reactions. In fact, CeO2 is known for its electrochemical stability in a wide range of electrolytes (both aqueous and organic), and it can withstand multiple charge/discharge cycles without significant degradation. This property enhances the cycling life of LaMnO3–CeO2 composites in supercapacitors.

This study presents a detailed electrochemical analysis of LaMnO3–CeO2 composites prepared via autocombustion. The process involves igniting a precursor mixture containing metal salts and fuels (such as urea or citric acid). When ignited, the heat generated by the combustion reaction leads to the rapid formation of highly porous and high surface area nanocrystalline particles.15 As discussed above, the choice of LaMnO3 as a composite component is due to its excellent redox activity, structural stability, and high theoretical CSP. At the same time, CeO2 has a highly reversible Ce3+/Ce4+ redox transition, which is essential for its pseudocapacitive behavior. CeO2 can easily switch between the +3 and +4 oxidation states in redox, allowing it to store and release charge through fast and reversible electron transfers. The choice further extends to CeO2 as other rare-earth oxides, such as La2O3, Pr2O3, and Nd2O3, typically have more stable oxidation states (e.g., La3+, Pr3+, Nd3+) and do not exhibit the same level of redox versatility as CeO2. Thus, enhanced electrochemical performance in LaMnO3–CeO2 composite is anticipated from the synergistic interactions across their interfaces, enabling simultaneous ionic and electronic transport. The nanoscale interface is expected to maximize the active area, shorten diffusion paths, and enhance charge separation, ensuring efficient charge storage with enhanced electrochemical performance.

Experimental section

Materials

The composites of LaMnO2–CeO2 were prepared using lanthanum(III) nitrate hexahydrate (La-nitrate, La(NO3)3·6H2O), cerium(III) nitrate hexahydrate (Ce-nitrate, Ce(NO3)3·6H2O), manganese(II) nitrate tetrahydrate (Mn-nitrate, Mn(NO3)2·4H2O), and citric acid monohydrate (C6H8O7·H2O). All chemicals were purchased from Sigma-Aldrich, USA, and used without purification.

Preparation of LaMnO3–CeO2 composites

Composites of LaMnO3–CeO2 were synthesized via the autocombustion process.16 The weight% of LaMnO3 and CeO2 in the composite was adjusted according to the expression (100 − x)% LaMnO3x% CeO2 (x wt% = 0, 10, 30, 50, and 100), and the resulting samples were designated as LMO, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%), and CeO2, respectively. Initially, the hydrous powders of La-nitrate, Mn-nitrate, and citric acid monohydrate were mixed in 20 mL of deionized (DI) water and stirred magnetically (solution-1). In a separate beaker, Ce-nitrate and citric acid monohydrate were dissolved in 20 mL of DI water and stirred for 20 minutes to ensure uniformity (solution-2). Subsequently, solution 2 was added to solution 1, and the mixture was heated at 120 °C with continued magnetic stirring until autoignition occurred. The resulting black powder was transferred to a crucible and calcined at 900 °C overnight in the furnace to yield LaMnO3–CeO2 composites. The chemical reaction in forming LaMnO3–CeO2 composites is presented as eqn (1), while Fig. 1 illustrates a schematic diagram of the synthesis process.
 
La(NO3)3·6H2O + Ce(NO3)3·6H2O + Mn(NO3)2·4H2O + C6H8O7·H2O → LaMnO3(powder) + CeO2(powder) + 8N2↑ + 6CO2↑ + 21H2O + 5O2(1)

image file: d5su00726g-f1.tif
Fig. 1 A schematic of the autocombustion synthesis process of LaMnO3–CeO2 composites. Created with https://BioRender.com.

Electrode fabrication

Electrode fabrication was carried out according to previous work.17 A 2 cm × 1 cm nickel foam (Ni-foam) was used for electrode preparation. It was first ultrasonicated for 10 minutes in 25 mL of 37% HCl solution and then rinsed with deionized (DI) water. Subsequently, it underwent another 10 minutes of ultrasonication in DI water and ethanol. Finally, after an additional 10 minutes of ultrasonication in ethanol, the samples were dried at 110 °C for 2 hours under vacuum conditions. To prepare the homogeneous electrode solution, 6 mg of the synthesized LaMnO3–CeO2 composite was stirred for 6 hours (magnetically) with 1 mg of polyvinylidene fluoride in 0.001 L of N-methylpyrrolidone to ensure uniform dispersion. After that, 0.6 mL of the resulting suspension was then deposited onto a 1 cm × 1 cm section of precleaned Ni-foam. The coated substrate was heated at 110 °C in a vacuum furnace for 20 hours. The loading of the active material was calculated by measuring the mass difference between the coated and uncoated Ni-foam.

Material characterization

The structural characteristics, including crystallographic phase and lattice parameters of the LaMnO3–CeO2 composites, were analyzed by using X-ray diffraction (XRD) using Cu Kα1 radiation of wavelength λ ∼ 1.5406 Å on a D8 Advance diffractometer (Bruker, Germany). Data were collected using a Vantec solid-state detector (Bruker) with a 2θ range of 20°–70°, a step interval of 0.0484°, and a collection time of 0.2 s per step. Morphological analysis was performed using a Hitachi S-470 field-emission scanning electron microscope (FESEM) operated at 10 μA emission current and 20 kV as an acceleration voltage. With the help of energy-dispersive X-ray spectroscopy (EDX) using the Bruker Esprit spectrum 2.3, the elemental composition was determined. X-ray photoelectron spectroscopy (XPS) was performed using a Thermo Scientific K-Alpha system at a 0.1 eV step size to determine the binding energies, elemental compositions, chemical states, and electron configuration of the LaMnO3–CeO2 composite. The Brunauer–Emmett–Teller (BET) specific surface area and pore size distribution were determined using a NOVAtouch surface area analyzer (Quantachrome Instruments, USA) at 77 K, employing nitrogen adsorption. A Gamry instrument (Interface 1000, USA) with a three-electrode setup was used to perform the electrochemical measurements in 1 M KOH electrolyte. A stoichiometric quantity of KOH flakes was dissolved in 25 mL of deionized water to make a 1 M KOH. A platinum plate and Ag/AgCl were used as the counter and reference electrodes, respectively. A working electrode was fabricated by coating the sample onto a pure nickel foam substrate (area: 1 cm × 1 cm). The electrochemical performance was evaluated at room temperature using electrochemical impedance spectroscopy (EIS), cyclic voltammetry (CV), and charge–discharge measurements.

Results and discussion

Structure and morphology study

The XRD spectra along with the corresponding Rietveld refinement profiles of LaMnO3–CeO2 composites are shown in Fig. 2. The diffraction peaks observed at 2θ = 28.7, 33.2, 47.7, 56.6, 59.3, and 69.7° match the PDF number 01-073-6318, confirming the presence of CeO2 with a face-centered cubic structure (space group Fm3m). Additionally, the primary peaks at 2θ = 22.9, 32.5, 32.8, 40.2, 46.9, 52.6, 58.2, and 68.1° correspond to the PDF number 01-075-7697, indicating the presence of rhombohedral (space group R[3 with combining macron]c) for LaMnO3. Sharp and intense diffraction peaks suggest that the LaMnO3 and CeO2 phases exhibit good crystallinity (Fig. 2(a)). Rietveld refinement was performed (Fig. 2(b)) to determine the composition percentages and lattice parameters, which are summarized in Table 1. Overall, the Rw% for all refinements was less than 2%. The calculated composition ratio matches our initial stoichiometry of the composite.
image file: d5su00726g-f2.tif
Fig. 2 (a) X-ray diffraction profiles and (b) corresponding Rietveld refinement results for the synthesized LaMnO3–CeO2 composites.
Table 1 Estimated composition of LaMnO3–CeO2 composites, lattice parameters, crystallite size, and microstrain derived from XRD data
Composites Estimated composition Lattice parameters Crystallite size (nm) Microstrain (10−3)
LMO CeO2
a (Å) c (Å) V3) a (Å) V3) LMO CeO2 LMO CeO2
LMO LMO 5.5027 (4) 13.3134 (6) 349.123 (23) 86.65 ± 0.03 1.6
CeO2 CeO2 5.40970 (8) 158.314 (7) 81.56 ± 0.05 1.3
LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%) 91.0%[thin space (1/6-em)]:[thin space (1/6-em)]9.0% 5.5078 (8) 13.3371 (12) 350.39 (5) 5.4256 (13) 159.72 (11) 60.28 ± 0.04 29.50 ± 0.48 1.8 1.6
LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) 68.0%[thin space (1/6-em)]:[thin space (1/6-em)]32.0% 5.5054 (11) 13.3528 (24) 350.49 (8) 5.4231 (5) 159.49 (4) 33.01 ± 0.10 20.09 ± 1.38 1.2 0.1
LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) 50.5%[thin space (1/6-em)]:[thin space (1/6-em)]49.5% 5.5063 (26) 13.367 (7) 350.98 (18) 5.4200 (4) 159.22 (4) 19.80 ± 0.44 33.013 ± 0.10 1.0 1.2


The Williamson–Hall (W–H) equation β[thin space (1/6-em)]cos[thin space (1/6-em)]θ = /D + 4ε[thin space (1/6-em)]sin[thin space (1/6-em)]θ,18,19 is used to determine the crystallite size (D) from the XRD data. Here, β is the full width at half maximum (in radians) of the peaks, θ is the peak position, k is the Scherrer constant (0.9), λ is the wavelength of the X-ray used, and ε is the lattice strain. The crystallite size is obtained from the Y-intercept of the linear plot of β[thin space (1/6-em)]cos[thin space (1/6-em)]θ (y-axis) vs. 4[thin space (1/6-em)]sin[thin space (1/6-em)]θ (x-axis). The W–H equation was plotted using the diffraction peaks at 2θ = 28.7, 47.7, and 56.6° for CeO2 and 2θ = 22.9, 32.5, 32.8, 40.2, 46.9, 52.6, 58.2, and 68.1° for LaMnO3. The crystallite size and lattice parameters of LMO and CeO2 are listed in Table 1. The crystallite size of LMO decreased while CeO2 increased with increasing CeO2 content in the composite. The difference in grain growth between LMO and CeO2 can be attributed to grain boundary migration, which typically occurs through long-range diffusion in a two-phase system with mutually limited solubility.20 The impediment to grain growth of LMO is evident with the increase in CeO2 content in the composite.21 The lattice parameters obtained from the Rietveld analysis of the respective components of the composite are listed in Table 1. The lattice parameters of LMO and CeO2 remain unaltered across the compositions of the composites. Furthermore, CeO2, with a cubic structure, and LaMnO3, with a rhombohedral structure, display similar lattice parameters of approximately 5.503 Å. This similarity in lattice parameters reduces the lattice strain at the interface between the two components. With the close lattice matching, the energy cost associated with forming the grain boundary is minimized, thus making it easier for the grains to grow uniformly.

Fig. 3 displays the LaMnO3–CeO2 composite morphology, elemental map, and spectrum. Fig. 3(a and a′ to e and e′) shows 20 and 5 μm scale FESEM images of LMO, CeO2, and composite particles. Fig. 3(b and b′) shows a compact and dense morphology of CeO2 with flake-like or layered structure and granular clusters. The composite morphology becomes more granular with increasing CeO2 content. The EDX mapping of La (green), Ce (cyan), Mn (blue), and O (red) of LaMnO3–CeO2 composites is shown in Fig. 3, and the EDX spectrum of synthesized composites is shown in Fig. 3(f–j). The EDX elemental mapping shows a homogeneous coverage of LMO particles with the CeO2 phase. CeO2 and LaMnO3, having close lattice “a” parameter (Table 1), could facilitate the growth of CeO2 over LaMnO3 particles. The lattice match makes the growth of CeO2 energetically favorable, aligning with the crystal structure of LMO. Consequently, this reduces the strain energy that would otherwise cause CeO2 to agglomerate as separate particles.


image file: d5su00726g-f3.tif
Fig. 3 FESEM images at 20 μm and 5 μm magnifications for (a and a′) LMO, (b and b′) CeO2, (c and c′) LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), (d and d′) LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and (e and e′) LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%). Elemental mapping of O (red), Mn (blue), La (green), and Ce (cyan color) at 5 μm highlights the distribution of elements in different LaMnO3–CeO2 composites. (f–j) Corresponding EDX spectra of the LaMnO3–CeO2 composites. (NA: not applicable.)

The nitrogen adsorption and desorption isotherms of LaMnO3–CeO2 composites (Fig. 4) were measured at a temperature of 77 K using N2 gas. The isotherm profile of LaMnO3–CeO2 composites corresponds to a type IV isotherm with mesoporous characteristics.22 The pore size distribution and specific surface area were calculated from the desorption data by using the BJH and BET models, respectively, and are listed in Table 2. The LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composite has the highest specific surface area of 14.32 m2 g−1, along with a total pore volume of 0.09 cm3 g−1 and a pore radius of 11.91 nm. Fig. 4 inset shows the BJH pore size distribution. The differential pore volume (dV/dD) at each pore size indicates the volume available in pores of a given size range. The increase in the dV/dD value below 10 nm in all samples shows the presence of mesopores (2–50 nm) and micropores (<2 nm) in the material. The porous structure, larger surface area, and pore volume of the composite are beneficial to improving the electrochemical performance of the composite.23


image file: d5su00726g-f4.tif
Fig. 4 (a–e) Nitrogen adsorption–desorption isotherms of LMO–CeO2 composites, with corresponding BJH pore size distribution curves shown in the inset.
Table 2 Surface area and pore size derived from N2 adsorption and desorption measurement of LaMnO3–CeO2 composites at 77 K
Composite (LMO–CeO2) BET surface area (m2 g−1) Average pore size (radius, nm) Total pore volume (cc g−1)
LMO 7.70 3.91 0.02
CeO2 8.86 4.22 0.02
LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%) 10.35 5.00 0.03
LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) 14.32 11.91 0.09
LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) 13.54 10.60 0.07


The composition and the oxidation states of LaMnO3–CeO2 composites were analyzed using XPS. The high-resolution spectra of La (Fig. 5(a)) exhibit binding energies at 834.4 and 838 eV for La 3d5/2 and 850.8 and 855.4 eV for La 3d3/2, respectively, corresponding to the +3-oxidation state. This implies that La ions are in the trivalent state (La3+), consistent with previously reported values.24Fig. 5(b) presents the high-resolution spectra for Mn, displaying two peaks at 641.8 and 653.4 eV for Mn 2p3/2 and Mn 2p1/2, respectively. The deconvoluted Mn 2p3/2 peaks reveal three oxidation states at 640.7, 641.6, and 642.9 eV, which correspond to Mn2+, Mn3+, and Mn4+. Similarly, the deconvoluted Mn 2p3/2 peaks at 652.4, 653.2, and 654.4 eV corresponds to Mn2+, Mn3+, and Mn4+, respectively.25 The 882.8, 888.8, 898.2, and 901.2 eV peaks correspond to the Ce4+ oxidation state.26 Additionally, the peaks at 881.1, 885.5, 899.0, and 903.9 eV binding energy confirm the Ce3+ oxidation state (Fig. 5(c)).27 The localization of the electrons left behind in the Ce 4f states due to oxygen defects could lead to the formation of Ce3+ ions.14,28 The coexistence of Ce3+ and Ce4+ oxidation states verified the incorporation of CeO2 in the composite. The high-resolution O 1s spectrum of the LaMnO3–CeO2 composites, illustrated in Fig. 5(d), was deconvoluted into three primary peaks. The first peak (O1) at 529.4 eV corresponds to lattice oxygen (Olatt) present on the surface. The second peak (O2), appearing at 531.1 eV, is linked to oxygen vacancies or under-coordinated sites (Oads).13 The third component (O3), located at 532.8 eV, is attributed to hydroxyl groups arising from adsorbed moisture or surface-bound water molecules.13,29 The ratios of Mn2+/Mn3+ are 0.93, 0.81, 0.70, and 0.69, and Mn4+/Mn3+ are 0.98, 1.04, 1.12, and 0.71 for LMO, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%), respectively. For Ce ions, the ratio of Ce3+/Ce4+ is 0.79, 0.98, 1.03, and 0.57 for CeO2, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%), respectively. The presence of Mn2+, Mn4+, and Ce4+ ions indicates the presence of oxygen deficiency in the corresponding compounds in the composite. A large number of defects are observed in LMO and CeO2 for the 70%[thin space (1/6-em)]:[thin space (1/6-em)]30% composite. The presence of oxygen defects enhances the electrochemical properties of LaMnO3–CeO2 composites.30 Oxygen vacancies act as active sites for faradaic charge storage in both LaMnO3 and CeO2, improving the CSP by enhancing the ability of these materials to undergo redox reactions during supercapacitor operation.23,31


image file: d5su00726g-f5.tif
Fig. 5 (a) High-resolution spectrum of La 3d5/2, (b) high-resolution spectrum of Mn 2p1/2, (c) high-resolution spectrum of Ce 3d5/2, and (d) high-resolution spectrum of O 1s.

Electrochemical performance

Cyclic voltammetry (CV). The CV curves of LaMnO3–CeO2 composites at 10 mV s−1 are shown in Fig. 6(a). The area enclosed by the LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composites is higher than that of others, indicating that the CSP is expected to be higher for these composites. Fig. 6(b–f) shows the CV curves of LaMnO3–CeO2 composites at different scan rates of 1 to 300 mV s−1. The redox peak can still be observed at 300 mV s−1, indicating that the charge storage mechanism of the electrode is due to the reversible conversions of redox reactions between Ce4+ and Ce3+ in CeO2 and Mn3+ and Mn4+ for LaMnO3 electrodes. Moreover, the oxidation peaks shifted to higher potentials, and the reduction peaks shifted to lower potentials as the scan rates increased. The redox reaction is more kinetically controlled at higher scan rates than purely diffusion-controlled. At higher scan rates, the redox reaction does not occur instantly upon reaching its standard potential because the electrode and electrolyte need time for charge transfer and mass transport to catch up. The reaction becomes kinetically hindered, meaning that additional energy (a more negative reduction potential) is necessary to drive the process at the required rate. The reduction peaks further shifted to lower potentials in LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composites, which could be attributed to decreased reversibility in the redox processes. This behavior likely arises due to excess CeO2 disrupting the conductive network within the composites, blocking an active redox site of LMO, obstructing ion transport pathways, and decreasing the intrinsic reversibility of the Ce3+ ↔ Ce4+ redox transition.32 Concomitantly, a voltage corresponding to the reduction drifts to a lower potential with an increase in CeO2 content, primarily due to an increase in the overpotential required for reduction. The corresponding adsorption/desorption of OH ions from the CeO2 and LaMnO3 surface can be expressed as eqn (2)–(5):33,34
 
Ce4+O2 + H2O + e → Ce3+O·OH + OH(2)
 
Ce3+OOH + OH → Ce4+O2 + H2O + e(3)
 
La[Mn2δ2+;Mn(1−2δ)3+]O3−δ + 2δOH ↔ LaMn3+O3 + 2δe + δH2O(4)
 
LaMn3+O3 + 2δOH ↔ La[Mn2δ4+;Mn(1−2δ)3+]O3+δ + 2δe + δH2O(5)

image file: d5su00726g-f6.tif
Fig. 6 Cyclic voltammetry measurements of LaMnO3–CeO2 composites: (a) at a scan rate of 10 mV s−1 and (b–f) at different scan rates of 1 to 300 mV s−1.

Pseudocapacitive materials such as LaMnO3–CeO2 composites are capable of storing charge in two different mechanisms: (1) through the faradaic electron transfer, which involves the reversible redox reactions of metal ions with their corresponding oxides (e.g. Mn(II), Mn(III), and Mn(IV), and Ce(II), and Ce(III)), and (2) via non-faradaic charge storage in the electrical double layer on the electrode's surface. Accordingly, the charge–discharge behavior was qualitatively assessed using eqn (6) or (7).35

 
i = b(6)
or
 
log(i) = log(a) + b[thin space (1/6-em)]log(ν)(7)
where a and b are the constants, while i denotes the current density and ν represents the scan rate of the CV measurement. In general, two limiting values exist for b: b = 0.5, where the electrochemical behavior is dominated by diffusion-controlled or battery-type processes, slowing the reaction kinetics. On the other hand, b = 1 is applied to surface-controlled or electric double-layer capacitance, and the reaction kinetics are fast. When the b values fall between 0.5 and 1, the energy storage kinetics are governed by a combination of both diffusion and surface-controlled reactions. In our work, as shown in Fig. 7(a), the calculated values of b range from 0.53 to 0.65 for the LaMnO3–CeO2 composites. The b-value of LMO, CeO2, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composites are calculated to be 0.54, 0.65, 0.62, 0.53, and 0.54, respectively. Furthermore, to evaluate the quantitative contributions to the overall energy storage of the LaMnO3–CeO2 composites, Dunn's method was applied to distinguish between surface-controlled capacitive effects and diffusion-limited processes, as described by eqn (8) or (9).36–38
 
i(V) = k1ν + k2ν1/2(8)
or
 
image file: d5su00726g-t1.tif(9)
In these equations, i(V) denotes the peak current as a function of scan rate (ν), with k1 (slope) and k2 (Y-intercept) are both constant terms.38 Here, k1ν and k2ν1/2 correspond to current contributions from surface-controlled capacitive processes and diffusion-limited mechanisms, respectively.36 As illustrated in Fig. 7(b), the diffusion-controlled capacitance contributions at 300 mV s−1 are approximately 71, 53, 62, 85, and 81% for LMO, CeO2, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composites, respectively. However, it is noticed that the diffusion-controlled process persists even at 300 mV s−1, indicating a Faraday-controlled type of redox reaction.


image file: d5su00726g-f7.tif
Fig. 7 (a) Relationship between the logarithm of cathodic peak current and the logarithm of scan rates, (b) contribution of capacitive/diffusion-controlled processes at different scan rates, and (c) correlation between peak current from CV curves and the square root of the scan rate of LaMnO3–CeO2 composites.

The Randles–Sevcik equation describes the effect of scan rate (ν, mV s−1) on peak current (ip) for a reversible cyclic voltammogram, representing a diffusion-controlled process (eqn (10)):39

 
ip = 2.69 × 105AC0(n3)1/2(10)
Here, ip is directly influenced by several parameters, including the electrode area (A, cm2), the electroactive material's concentration (C0, mol cm−3), the number of electrons transferred per molecule (n), the diffusion coefficient (D, cm2 s−1), and the scan rate (ν, mV s−1). Fig. 7(c) shows the plot of peak current obtained from the CV curves versus the square root of the scan rate, which exhibits a linear trend. This linear dependence indicates that a diffusion-controlled mechanism dominates the charge storage behavior.

Fig. 8 presents the CSP values of the LaMnO3–CeO2 composites, calculated from the integrated area under the CV curves using eqn (11):40

 
image file: d5su00726g-t2.tif(11)
where m denotes the mass of the active material in the electrode, I(V) is the response current, and ΔV is the potential window.36 Here, the integrated part of eqn (11) gives the area enclosed by the current–potential curve or CV curve, which is directly proportional to the CSP of the material. The CSP values of LMO, CeO2, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) are 304, 289, 453, 830, and 670 F g−1 at 1 mV s−1, respectively, and are shown in Table 3.


image file: d5su00726g-f8.tif
Fig. 8 C SP of LaMnO3–CeO2 composites at different scan rates.
Table 3 C SP, energy density, and power density of LaMnO3–CeO2 composites
Composites C SP (F g−1) Energy density (Wh kg−1) Power density (W kg−1)
1 mV s−1 1 A g−1
LMO 303.8 290.7 14.5 354.0
CeO2 289.2 234.2 11.7 351.4
LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%) 452.8 430.2 21.5 351.9
LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) 830.3 637.6 31.9 357.5
LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) 670.0 513.6 25.7 350.5


It has been observed that an increase in scan rate leads to a decrease in the CSP of LaMnO3–CeO2 composites. At low scan rates, the CSP is high because ions with low kinetic energy and resistance have sufficient time to diffuse into the electrode surface. Conversely, at high scan rates, the increased kinetic energy of ions increases their resistance, reducing the time available for them to interact with the electrode surface and resulting in lower CSP values. Furthermore, it demonstrates that the CSP values increase with the increase in the CeO2 ratio in LMO. This may be due to the presence of oxygen vacancies, defects, and enhanced interfacial and synergistic effects between the LMO and CeO2 electrodes. Furthermore, the LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composites have a higher CSP value than those of other composites, indicating this is the optimal composition of this LMO and CeO2. However, with a higher ratio of CeO2 in LMO, the CSP of LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composites decrease. This may be due to particle agglomeration, which implies that the CeO2 particles may block the ion flow path, thereby limiting ion diffusion and the availability of electroactive sites.

Chronopotentiometry studies. Fig. 9(a) shows the chronopotentiometry charge/discharge curves of LaMnO3–CeO2 composite electrodes at a current density of 1 A g−1. In all cases, the nonlinear discharge curves are asymmetric to the corresponding charge curves, indicating supercapacitive behavior. Charge/discharge measurements are also carried out at different current densities, ranging from 1 to 15 A g−1, for LaMnO3–CeO2 composites (Fig. 9(b–f)). At low current densities, the discharge time is observed to be longer for all composites with a small plateau, indicating the extrinsic pseudocapacitive behavior. Dunn et al. introduced the concept of the “extrinsic pseudocapacitor” for materials such as LiCoO2. These materials behave as a battery in the bulk phase, but after size reduction, pseudocapacitive behavior emerges.41,42
image file: d5su00726g-f9.tif
Fig. 9 Charge/discharge curves (a) at a scan rate of 1 A g−1 and (b–f) at different current densities from 1 to 15 A g−1 for LaMnO3–CeO2 composites.

Eqn (12) can be used to calculate the CSP of working electrodes from the charge–discharge curves.43

 
image file: d5su00726g-t3.tif(12)
where Im represents the current density, m denotes the mass of the active material, Δt refers to the discharge time, and ΔV indicates the potential window. The calculated CSP is 291, 234, 430, 638, and 514 F g−1 at a scan rate of 1 A g−1 for LMO, CeO2, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composites, respectively. The LMO–CeO2 (70[thin space (1/6-em)]:[thin space (1/6-em)]30%) composites have a higher CSP, which is 2.19 times higher than that of LMO and 2.7 times higher than that of CeO2. This result emphasizes the synergistic effects between the LMO and CeO2 compounds. Fig. 10(a) shows the relationship between the CSP and current densities from 1–15 A g−1.


image file: d5su00726g-f10.tif
Fig. 10 (a) CSP and (b) Ragone plot of LaMnO3–CeO2 composites at different current densities.

Fig. 10(b) represents the Ragone plot for the LaMnO3–CeO2 composites, demonstrating the correlation between the logarithmic values of energy density and power density. The energy density (E; Wh kg−1) and power density (P; W kg−1) were determined using eqn (13) and (14):44,45

 
image file: d5su00726g-t4.tif(13)
 
image file: d5su00726g-t5.tif(14)
where CSP represents specific capacitance (F g−1), and ΔV is the voltage window (V), and Δt is the discharge time (s). The LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composites have the highest energy density of 31.9 Wh kg−1 with a power density of 357.5 W kg−1 (Table 3). Even at the high-power density of 5390.8 W kg−1, the energy density is 20.0 Wh kg−1, which is higher than the reported values of CeO2 compounds.

The ability to maintain capacity over multiple cycles at higher current rates is a crucial requirement for a charge storage device, making it an essential feature of supercapacitors for real-world applications. The cyclic performance for the LaMnO3–CeO2 composites electrode is depicted in Fig. 11. This was carried out at a constant current density of 10 A g−1 using chronopotentiometry charge–discharge cyclic measurement for 5000 continuous cycles. No perceptible degradation was observed in the LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composite. The capacity retention of LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composite increases after 2000 cycles, and no degradation is noticed until 4500 cycles. The retention percentages of electrodes prepared using LaMnO3–CeO2 composites were obtained to be 85.8, 90.7, 80.2, 98.3, and 93.1%, corresponding to a decrease in CSP from 121.0, 122.8, 231.6, 394.2, and 182.3 F g−1 to 103.8, 111.4, 185.7, 387.6, and 169.7 F g−1 for LMO, CeO2, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composites, respectively. The higher stability of electrodes of LaMnO3–CeO2 composites can be attributed to several factors: (i) the structurally integrated composites provide interconnected porous channels that facilitate efficient diffusion of electrolyte ions toward the interior regions, (ii) the close interfacial contact between the LaMnO3–CeO2 mesoporous core and highly conductive intermediate shell can increase the electrical conductivity of the electrode material, resulting in faster electron transport in the electrode.46 Additionally, it can effectively adapt to volume variations during faradaic redox reactions across the LaMnO3–CeO2 core surface, preventing the active electrode material from degradation, thereby ensuring high cycling stability.


image file: d5su00726g-f11.tif
Fig. 11 Cyclic performance and coulombic efficiency (inset) of LaMnO3–CeO2 composite electrode during 5000 cycles at a current density of 10 A g−1.

The coulombic efficiency as a function of cycle number is shown in the inset of Fig. 11. It specifies the efficacy of converting electrical charge into a useful output during charging and discharging cycles. The coulombic efficiency of electrodes was evaluated using the formula η = (tD/tC) × 100%.47 Where tD and tC represent discharging time and charging time, respectively. The result provides the coulombic efficiency of LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%), which exhibit 100% efficiency throughout 5000 cycles at a current density of 10 A g−1. According to these results, the optimal proportion of LMO and CeO2 composites enhances the electrochemical stability and increases the viability of the redox process.

Table 4 compares the CSP, energy density, and power density of LaMnO3–CeO2 composites to those of the published articles. It demonstrates that LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) outperforms other composites in terms of CSP, energy, and power density.

Table 4 Electrochemical performance metrics of LaMnO3 and CeO2 based electrode materials for energy storage devices
Material Current density (A g−1) Electrolyte (KOH) C SP (F g−1) Energy density, E (Wh kg−1) Power density, P (W kg−1) Ref.
LaMnxO3 1 1 M 202.1 mAh g−1 25
LaMnO3–SiO2 5 mV s−1 1 M 200 48
LaMnO3–Mn3O4 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) 1 6 M 478.8 23.9 355.7 38
CeO2–Fe2O3 nanospindles 5 mV s−1 6 M 142.6 49
Porous NiO–CeO2 1 3 M 305 50
LaMnO3–Co3O4 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) 0.5 1 M 660.0 33.0 202.7 45
LaMnO3/rGO/PANI 1 PVA/KOH 802 51
CeO2/AC 2 mA cm−2 1 M H2SO4 162 52
Co–CeO2 2 1 M 573 C g−1 53
Polythiophene 0.5 Polymer gel 129.13 3 250 54
La0.75Sr0.25MnO3−δ/MnO2 2 mV s−1 1 M Na2SO4 437.2 55
CeO2/CeS2 1 0.1 M 420 21.2 303.0 56
LMO–CeO 2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) 1 1 M 637.6 31.9 357.5 Present work
MnO2–CeO2-1 0.5 A g−1 3 M 274.3 33
LaMnO3/CeO2 1 1 M Na2SO4 262.0 57


Electrochemical impedance spectroscopy (EIS). The impedance spectrum of a supercapacitor is another crucial component to understanding its performance. The primary goal of electrochemical impedance measurements is to analyze the electrode's capacitive and resistive characteristics. The impedance spectra of the LaMnO3–CeO2 composites are presented in Fig. 12. The Bode diagrams present the relationship between the impedance magnitude (|z|) (Fig. 12(a)) and the phase angle between the applied voltage signal and the resulting current (Φ, degrees) (Fig. 12(b)) as a function of AC frequency, while the corresponding Nyquist plots are shown in Fig. 12(c). As depicted in Fig. 12(a), the LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composite exhibits the lowest impedance values across the high-frequency region, indicating a reduced resistance to ion transport and enhanced electrochemical performance. In the low-frequency region, the phase angle of this composite approaches −80° (Fig. 12(b)), indicating near-ideal capacitive behavior. Although not perfectly capacitive (−90°), the high phase angle signifies rapid charge storage kinetics and efficient charge transport at the electrode–electrolyte interface. In the Nyquist plot of LaMnO3–CeO2 composites, where Zre (X-axis) and Zim (Y-axis) are the real and imaginary parts of the impedance, measured in the frequency range from 100 kHz to 0.01 Hz. The insets in Fig. 12(c) are the equivalent circuit, which consists of solution resistance (R1), open Warburg impedance (Wo), interfacial resistance (R2), and a constant phase element (CPE). The intersection of the EIS plots and the real axis represent the solution resistance of the electrode (R1). This can be written as the combination of the contributions from uncompensated contact resistance and the interface.58 The high-frequency loop corresponds to the charge transfer resistance (R2) across the catalyst/electrolyte interface.59 At low frequencies, the linear portion of the Nyquist plot typically represents Warburg impedance, associated with ion diffusion within the electrode and electrolyte. The R2 value of the LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composite is the lowest among the composites, indicating the composite's ability for a rapid charge transfer rate, which increases its inherent electronic conductivity and electrochemical activity. The CPE arises from a distribution of time constants, which can be attributed to the variability in R1 and/or the dispersion of interfacial capacitance.
image file: d5su00726g-f12.tif
Fig. 12 EIS Bode plots of (a) impedance magnitude and (b) phase change vs. AC frequency. Nyquist plot (c) of LaMnO3–CeO2 composites illustrated with the fitted equivalent circuit (inset figure).

The impedance of a CPE is expressed by image file: d5su00726g-t6.tif where, Q and α are the parameters defining the CPE. In the above expression, Q is expressed in Ω−1 sa, and α is the dimensionless parameter that ranges between 0 and 1. When α = 1, 0, and 0.5, the system behaves as a pure capacitor, resistance, and Warburg impedance, respectively.60 The EIS analysis revealed that the R2 values are 21.21, 28.05, 8.83, 6.83, and 9.25 Ω from LMO, CeO2, LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%), LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%), and LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composites, respectively, indicating that the composites can boost the conductivity of the individual compounds. R2 is related to the electrode area where the electrolyte ions can access; that is, the power control factor for the supercapacitor.61 The lower R2 values of the material further indicate that it had lower resistance and aided in maintaining stability during the electrochemical measurements. The impedance values of LaMnO3–CeO2 composites were determined by fitting in the “Gamry Echem Analyst” software and are presented in Table 5.

Table 5 Nyquist plot fitting values for LaMnO3–CeO2 composites
Composites R 1 (Ω) R 2 (Ω) W o (Ω, ×10−3) CPE1 (α) CPE1 (Q; Ω−1 sa) CPE2 (α) CPE2 (Q; Ω−1 sa) Goodness of fit (×10−3)
LMO 1.619 21.21 0.142 0.711 0.004 0.934 0.002 0.953
CeO2 3.721 28.05 0.195 0.750 0.004 0.852 0.001 0.646
LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%) 2.573 8.830 0.200 0.713 0.008 0.891 0.002 0.176
LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) 1.618 6.831 0.106 0.689 0.008 0.944 0.003 0.703
LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) 1.493 9.253 0.186 0.711 0.006 0.946 0.002 1.364


This study observed that increasing the CeO2 concentrations on LMO by up to 30% enhances the CSP, energy density, and power density. The LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composite exhibits the highest CSP due to an optimal balance between structure, conductivity, and ion accessibility achieved at this ratio. This composition creates a highly interconnected conducting network that significantly enhances electron transport while reducing interfacial resistance, a crucial factor for the rapid redox reactions required for efficient charge storage. LMO provides excellent supercapacitive behavior in this setup, contributing to the primary capacitance. At the same time, CeO2 introduces structural stability, oxygen vacancies, and a slight boost in conductivity, supporting both longevity and additional charge storage sites. The LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composites enable these materials to work synergistically, maximizing their electrochemical strengths. Moreover, the mesoporous structure observed in this composite, with a specific surface area of 14.32 m2 g−1, facilitates easy access to the electrolyte, allowing for the accommodation of more ions during charge–discharge cycles and thereby increasing the overall capacitance. Ratios with higher CeO2 content, such as the LMO–CeO2 (50%[thin space (1/6-em)]:[thin space (1/6-em)]50%) composite, begin to block ion transport pathways and hinder access to active sites, thereby reducing capacitance. In contrast, a lower CeO2 content, such as the LMO–CeO2 (90%[thin space (1/6-em)]:[thin space (1/6-em)]10%) composition, lacks structural enhancement and additional redox sites provided by CeO2, resulting in a less efficient charge storage process. Therefore, the LMO–CeO2 (70%[thin space (1/6-em)]:[thin space (1/6-em)]30%) composition strikes an ideal balance, offering a high surface area, optimal pore structure, and efficient ion and electron transport, all of which contribute to its superior electrochemical performance.

Conclusion

Crystalline LaMnO3–CeO2 composites, synthesized through an autocombustion method, exhibit significantly enhanced electrochemical properties driven by synergistic interactions between LaMnO3 (LMO) and CeO2. The LMO–CeO2 (70[thin space (1/6-em)]:[thin space (1/6-em)]30) composite, characterized by a BET specific surface area of 14.32 m2 g−1, achieved a superior specific capacitance of 637.6 F g−1 at a current density of 1 A g−1, with an energy density of 31.9 Wh kg−1 and a power density of 357.5 W kg−1. This enhanced performance is attributed to a robust, interconnected conductive network, reduced contact resistance, and improved electron transport at the electrode–electrolyte interface. However, increasing CeO2 content beyond 30% led to diminished electrochemical performance, likely due to impeded ion diffusion pathways. These findings highlight the potential of optimized LaMnO3–CeO2 composites for advanced supercapacitor applications and provide critical insights into tailoring composite ratios to maximize electrochemical efficiency.

Conflicts of interest

The authors confirm that they have no known financial or personal conflicts of interest that could have influenced the work presented in this paper.

Data availability

The data are available in this link: https://zenodo.org/uploads/17058741.

Acknowledgements

The authors express their gratitude to the University of Memphis for its support in conducting this research work.

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