Open Access Article
Tatsuya
Hamashima
a,
Masateru
Nishioka
b,
Takeharu
Sugiyama
c,
Ken
Watanabe
d,
Hajime
Hojo
d and
Hisahiro
Einaga
*d
aDepartment of Interdisciplinary Engineering Sciences, Interdisciplinary Graduate School of Engineering Sciences, Kyushu University, Fukuoka 816-8580, Japan
bMinamo corporation, Miyagi 989-3127, Japan
cKyushu University Synchrotron Light Research Center, Kyushu University, 6-1, Kasugakoen, Kasuga, Fukuoka 816-8580, Japan
dDepartment of Advanced Materials Science and Engineering, Faculty of Engineering Sciences, Kyushu University, Fukuoka 816-8580, Japan. E-mail: einaga.hisahiro.399@m.kyushu-u.ac.jp
First published on 21st October 2025
Microwaves can selectively and rapidly heat materials upon absorption, offering advantages over conventional heating methods. However, practical applications in oxide materials remain limited due to insufficient understanding of fundamental heating mechanisms and inadequate control of heating characteristics. In this study, we elucidated the heating mechanism of La–Ce–Ni oxides to develop oxide materials with excellent microwave heating properties. We comprehensively investigated the crystal structure, microstructure, electrical conductivity, and dielectric properties of La–Ce–Ni oxides with various compositions. In La–Ce–Ni oxides, the strong CeO2–LaNiO3 interaction induced structural distortions and modified dielectric properties, which predominantly contributed the heating properties under a microwave electric field, rather than electrical conductivity. The dielectric properties, rather than the electrical conductivity, were the primary factors determining the microwave heating performance of this system.
Many researchers have attempted to develop microwave-assisted catalytic processes.6 For example, Krech et al. reported microwave-assisted oxidative methanol conversion in a heterogeneous sample at the pilot scale, demonstrating that power consumption could be reduced by nearly half compared to conventional methods during an 8 h operation.3 In addition, microwave heating enhances catalytic performance, increasing the reaction rate by several times to as much as 1000-fold, improves selectivity, and suppresses byproduct formation.4,5,7 Nevertheless, only a limited number of microwave-assisted processes have been successfully implemented in practical applications, with one of the main obstacles being the limitations of available catalytic materials. Conventional supports such as Al2O3, TiO2, MgO, ZrO2, and CeO2 exhibit poor microwave heating properties,8,9 resulting in underperformance in microwave-assisted catalytic systems. Carbon-based materials, as efficient microwave susceptors,10,11 have been applied in various reactions, including organic synthesis and heterogeneous catalytic reactions such as NOx and SO2 reduction and methane decomposition. However, carbon-based materials react with the reactant under certain conditions, leading to limited durability.10,12,13 The development of catalysts with excellent microwave heating properties, activity, and durability is required for highly efficient, microwave-assisted, solid–gas heterogeneous catalytic reactions.14
Notably, oxide catalysts, particularly those with good microwave heating properties, catalytic activity, and durability, have been employed in microwave-assisted catalytic processes. Among complex oxides containing transition metals, those incorporating Mn, Co, Cu, and Ni often exhibit relatively good microwave heating properties.15 For instance, the CuMnOx spinel oxide exhibited good performance in microwave-assisted benzene oxidation.7
Perovskite oxides, represented by the general formula ABO3, can incorporate various elements into A and B sites, enabling fine-tuning of a wide range of physicochemical properties.16 Thus, the microwave heating properties of perovskite oxides may be improved by controlling their dielectric properties, conductivity, and magnetic properties. Taking advantage of these characteristics, perovskite oxides with various constituents have been applied in microwave-assisted catalytic reactions, such as methane oxidation using La–Ce–Mn perovskite oxides,17 bisphenol A degradation using LaCuCoO3 catalysts,18 CO oxidation using LaMnO3, LaCoO3, and LaSrCoO3 catalysts,19,20 and NO decomposition using BaMnO3 and BaCoO3 catalysts.21,22
Among perovskite oxides, LaNiO3 is a promising catalyst owing to its high lattice oxygen reactivity and excellent CO oxidation activity under conventional heating conditions.23 Furthermore, La0.8Ce0.2NiO3 (where part of La in LaNiO3 is substituted with Ce) exhibits excellent microwave heating properties, catalyzing CO oxidation with low energy consumption.24 However, most previous studies have focused solely on correlating the composition with the bulk heating behavior, without clarifying the microscopic mechanisms that govern the dielectric and electrical conductivity. In particular, the role of interfacial interactions between coexisting phases has rarely been investigated previously. Therefore, although previous studies have suggested that the addition of Ce enhances the dielectric properties of oxide materials,24 this does not sufficiently explain the heating mechanism, given that microwave heating properties are affected by multiple factors, including the crystal structure and electrical conductivity.2,19 Hence, this study comprehensively investigates the effects of composition (i.e., Ce/La ratio), electrical conductivity, and crystal structure on the microwave heating properties of La–Ce–Ni oxides to gain insights into the optimal design for microwave heating.
) and dielectric loss factor (
), respectively, followed by calculation of the loss tangent (tan
δ).27
Here, f0 and fL represent the resonance frequencies obtained before and after inserting the sample, respectively; V and ΔV refer to the internal volume of the cylindrical resonator and sample volume, respectively; and Q0 and QL are defined as Q0 = f0/Δf0 and QL = fL/ΔfL, where Δf0 and ΔfL are the half-widths of the resonance signals obtained before and after inserting the sample, respectively.
![]() | (1) |
![]() | (2) |
The cavity perturbation method requires a small sample volume compared to the resonator volume, identical sample and resonator heights, the sample must have a thin rod shape, and the material must be homogeneous.28 The packed samples could be assumed to be homogeneous given that they were randomly introduced. Filling the resonator to its full height with sample causes excessive perturbation of the electric field, leading to a substantial decrease in measurement accuracy,28 whereas too little sample causes inaccurate temperature measurements, leading to inaccurate results. Therefore, measurements should be performed using an adequate quantity of sample. Herein, the same height of sample and glass tube was used for the heating experiments. Prior to measurement, the samples were heated at 600 °C for several minutes to remove moisture. The dielectric properties of the samples were measured in the range of 500 °C–600 °C.
Simulations of the electromagnetic field distribution and heat dissipation were conducted using COMSOL Multiphysics 6.1 software (COMSOL AB, Stockholm, Sweden). The electric field intensity and heat generation were simulated under microwave irradiation at 20 W based on the height of the packed sample in the quartz tube, dielectric constant, and dielectric loss factor, which were experimentally obtained.29 Electrical conductivity measurements were performed using a VSP-300 potentiostat (BioLogic Science Instruments, Seyssinet-Pariset, France). The powdered samples were packed into a jig, and measurements were conducted at room temperature. The potential was swept from −0.05 to 0.05 V and −0.1 to 0.1 V, with a sweep rate of 200 mV s−1, for LaNiO3 and Ce-doped samples, respectively.
The crystallite size of LaNiO3 tended to decrease with increasing Ce/La ratio (Table S1), likely due to the formation of an amorphous structure at the grain boundaries induced by Ce substitution or lattice mismatch with CeO2. Additionally, the crystallite size of the CeO2 phase increased with increasing Ce/La ratio, indicating the formation of well-defined CeO2 crystallites.33 For La–Ce–Ni oxides, the peak at approximately 59° attributed to LaNiO3 slightly shifted toward a lower angle with increasing Ce/La ratio. Additionally, the peak split for the catalyst with Ce/La = 5/5, with a distinct additional peak observed (Fig. S3a). A similar trend was observed for the peak at approximately 33° (Fig. S3b). Furthermore, the peak at approximately 28° corresponding to CeO2 shifted toward a lower angle with increasing Ce/La ratio (Fig. S3c). The prepared samples exhibited peak shifts toward a lower angle compared to the reference CeO2 sample, which was attributed to the tensile strain caused by a stronger interaction between CeO2 and LaNiO333 facilitating oxygen vacancy formation due to weakened Ce–O bonds.34 The observed shift in the peak corresponding to CeO2 conflicted with previous studies reporting that the peak corresponding to CeO2 shifted toward a higher angle in Ce-added LaNiO3.34 This discrepancy was likely due to differences in preparation processes, as citrate decomposition or the Pechini method was used in previous studies, which can induce different crystal structures.35
X-ray absorption fine-structure studies can provide information about the electronic states and local structures of materials. Fig. 2(a) presents the Ni K-edge X-ray adsorption near edge structure (XANES) spectra of La–Ce–Ni oxides. For all samples, a pre-edge peak was observed at approximately 8.335 keV, corresponding to the quadrupole transition from Ni 1s to 3d.36 The pre-edge peak height decreased with increasing Ce/La ratio owing to the increased density of 3d states.36 Additionally, a shoulder peak was observed at approximately 8.340 keV in the first derivatives of XANES spectra (Fig. 2(b)). This shoulder peak, which is known to appear in reduced LaNiO3, was attributed to transitions from 1s to 4pσ and 4pπ states. The energy splitting between 4pσ and 4pπ increased with decreasing Ni3+ concentration, causing the appearance of the shoulder peak in response to the changing valence state of Ni.36 Hence, the absorption edge of each sample, defined as the energy at the midpoint of the edge step, was related to the Ni valence state (Table S2). The absorption edge shifted toward lower energy with increasing Ce/La ratio, suggesting a decrease in the Ni valence state.37
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| Fig. 2 Normalized Ni K-edge (a) XANES spectra and (b) first derivative XANES spectra of La–Ce–Ni oxides. | ||
Fig. 3 presents the Fourier-transformed Ni K-edge extended XANES (EXAFS) spectra of the samples. The peak at approximately 1.5 Å corresponded to the Ni–O bond in LaNiO3 and NiO, while that at approximately 3.1 Å corresponded to the Ni–O–La bond in LaNiO3, and the shoulder peak observed at approximately 3.5 Å was attributed to the Ni–O–Ni bond within the perovskite structure.23 The observation of these distinct peaks indicated that the sample was composed of perovskite structures. The peak at approximately 2.5 Å corresponded to the Ni–O–Ni bond in NiO, which was not detected for the catalyst with Ce/La = 0. By contrast, the intensity of the peak attributed to the Ni–O–Ni bond in NiO increased with increasing Ce/Ni ratio, whereas the intensity of the peak corresponding to the Ni–O–La bond in LaNiO3 decreased. This finding indicated that the addition of Ce to LaNiO3 caused the formation of an impurity phase, NiO, as observed in the XRD results. Scanning transmission electron microscopy (STEM) facilitated more detailed structural investigations of the La–Ce–Ni oxides. Fig. 4 presents the STEM images of the samples with Ce/La = 0 and Ce/La = 3/7. Ni segregated as NiO was observed in both samples and was more pronounced for the catalyst with Ce/La = 3/7. Furthermore, although less pronounced than that of NiO, partial segregation of CeO2 was evident for the catalyst with Ce/La = 3/7. The STEM and XRD results were consistent. Bright-field images and electron diffraction patterns obtained from transmission electron microscopy (TEM) also clearly show the presence of LaNiO3 and NiO phases in the sample with Ce/La = 0, and LaNiO3, NiO, and CeO2−x phases in the Ce-added sample (Fig. S4 and S5). The specific surface area increased with Ce addition up to Ce/La = 2/8, as observed in previous research (Table S3).24
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| Fig. 5 Steady-state temperature after 3 minutes under microwave electric field heating at 20 W of microwave power. | ||
To investigate the contribution of the impurity phases NiO and CeO2 to the microwave heating properties of La–Ce–Ni oxides, LaNi1.2O3, LaNi1.5O3, LaCe0.2NiO3, and LaCe0.5NiO3 were prepared and subjected to microwave irradiation (Fig. S10). The steady-state temperature increased in the sample with excess Ni, but not significantly. By contrast, the sample with excess Ce exhibited a distinctly higher steady-state temperature, indicating that the contribution of segregated CeO2 to microwave heating was more pronounced. Furthermore, the effect of physical contact between the LaNiO3, NiO, and CeO2 phases on heating performance was examined. CeO2, NiO, and LaNiO3 were calcined separately, followed by physical mixing using a mortar and pestle at an approximate Ni/La/Ce ratio = 1/0.7/0.3, and the physically mixed sample was heated under microwave irradiation, as previously described. The sample exhibited almost the same steady-state temperature as the catalyst with Ce/La = 0 (Fig. S12), suggesting that CeO2 played a crucial role in enhancing the microwave heating properties of La–Ce–Ni oxides only when it was in close contact with LaNiO3, potentially inducing distortion of the crystal structure, as discussed in the previous section.
Given that the crystallite size of LaNiO3 decreased with increasing Ce/La ratio, potentially influencing the microwave heating properties of La–Ce–Ni oxides, we investigated samples with different crystallite sizes of LaNiO3. LaNiO3 was subjected to ball milling, as described by Uchiyama et al.,39 and XRD analysis confirmed that the crystallite size of LaNiO3 was reduced (Fig. S13). The sample was then sieved and microwave-heated. As shown in Fig. S14, the steady-state temperature of LaNiO3 decreased after ball milling, suggesting that the reduction in crystallite size induced by Ce addition negatively affected the microwave heating properties of La–Ce–Ni oxides.
, |H|, ε0,
, σ, and |E| refer to the electromagnetic wave frequency, vacuum permeability, imaginary part of complex permeability, magnetic field strength inside the material, vacuum permittivity, imaginary part of complex permittivity (
), electrical conductivity, and electric field strength inside the material, respectively.![]() | (3) |
In eqn (3), the first, second, and third terms represent magnetic, dielectric, and conductive losses, respectively.2 Under an electric field, the second and third terms contribute to energy loss. Thus, the dielectric property (ε), magnetic property (μ), and electrical conductivity (σ) of the material are important parameters for explaining its microwave heating properties. However, given that separating the dielectric property and electrical conductivity is challenging, these terms are sometimes combined.41,42
epresents the dielectric loss factor, which refers to the ability of a material to dissipate electromagnetic energy as heat, as expressed in eqn (4). By contrast,
is the real part of complex permittivity, which refers to the ability of a material to reversibly store electromagnetic energy.41,43
![]() | (4) |
The microwave absorption capability of the material can be determined using eqn (3) if the electric field can be measured inside the material (E). Otherwise, when the applied power is constant, the dielectric loss (the second term in eqn (3)) can be expressed by eqn (5), using the electric field strength in air (denoted by Ea).44
![]() | (5) |
The loss tangent (tan
δ) is defined as the ratio of
to
, and similar to
, it represents the ability of a material to convert absorbed electromagnetic wave energy into heat.41,45 Thus, these dielectric properties are crucial for evaluating the microwave heating properties of La–Ce–Ni oxides.
The accuracy of dielectric data is substantially influenced by factors such as the measurement method, sample quality, and dielectric property magnitude.27 Miyakawa et al. reported that the obtained values were 30% higher when measuring the dielectric constant of ethylene glycol using this method compared to using a network analyzer, indicating an overestimation.27 Consequently, the measured dielectric constants in this study were solely employed for comparison purposes among samples. As shown in Fig. 6(a), the value of the real part of the dielectric constant (
) decreased with increasing Ce/La ratio, except for the catalyst with Ce/La = 3/7. By contrast, the value dielectric loss factor (
) exhibited an increasing trend with increasing Ce/La ratio, as shown in Fig. 6(b). However, the value of
began to decrease when the Ce/La ratio exceeded 3/7. Notably, the contribution of the increase in
surpassed that of
for La0.7Ce0.3NiO3, resulting in the highest tanδ value (Fig. 6(c)).
![]() | ||
| Fig. 6 Estimated (a) relative dielectric constant, (b) relative dielectric loss factor, and (c) loss tangent of La–Ce–Ni oxides using cavity perturbation method. | ||
To further understand the dielectric properties of La–Ce–Ni oxides, the temperature dependences of the dielectric constants
and
were examined. According to the Debye equations,
reaches its maximum when ω = 1/τ, where τ is the relaxation time, which is the time required for the ordered polarization induced by an external electric field to decay to 1/e of its initial value.46 Given that τ depends on the polarization potential or other material properties, the peak frequency of
varies with temperature and material composition. Thus, Ce addition may alter the polarization of the catalyst, resulting in different temperature dependences of
and
. Furthermore, intermolecular bonds weaken with increasing temperature, leading to smaller τ values, and the
peak consequently shifts toward higher frequencies.44,47 However, no significant temperature dependence of
was observed for any of the prepared catalysts, indicating that the influence of temperature was negligible within the measured range. Furthermore, the tanδ value exhibited a slight decreasing trend with increasing temperature, reflecting the slight temperature dependence of
.
Previous studies have suggested that
is influenced by lattice defect sites, which affect the response of the material to an external electric field.45 Zhang-Steenwikel reported that the formation of cation and oxygen vacancies could lead to an increase in
value in Ce-doped LaMnO3 sample.33 However, the La–Ce–Ni oxides in the present study exhibited the opposite trend, where an increase in the Ce/La ratio did not lead to an increase in
. To investigate the formation of oxygen lattice defects in La–Ce–Ni oxides, the dielectric properties of each sample were measured under different oxygen partial pressures. Specifically, the samples were heated under 100% N2 or 100% O2 gas flow, with the gas switched every 3 min, within the range of approximately 500 °C–550 °C, and their dielectric properties were measured every time the gas was switched (Fig. S15). Among the tested samples, the catalyst with Ce/La = 0 exhibited the most pronounced changes in dielectric properties and heating temperature. The steady-state temperature increased under the N2 atmosphere, suggesting that the formation of oxygen vacancies enhanced the dielectric properties of the samples. By contrast, the catalyst with Ce/La = 3/7 maintained a relatively stable temperature, regardless of the atmospheric conditions. The O2-temperature programmed desorption experiment under microwave irradiation revealed an oxygen desorption peak at a lower temperature for the catalyst with Ce/La = 3/7 (Fig. S16), suggesting that oxygen defects were generated more easily. Close contact between the LaNiO3 and CeO2 phases in Ce-added samples caused lattice distortions with more stable lattice defects, resulting in a relatively weak response under varying oxygen partial pressures and good heating properties under microwave heating.
To examine the contribution of the dielectric properties to the heat dissipation of La–Ce–Ni oxides, the electric field distribution and heat generation within the samples were simulated using the obtained dielectric property values. Fig. 7 present the simulated electric field distributions for each sample, demonstrating that the electric field intensity inside the cavity tended to decrease with increasing Ce/La ratio. The average electric field strength within the microwave cavity (Fig. S18) decreased with increasing Ce/La ratio, and the catalyst with Ce/La = 3/7 exhibited the lowest value. The total power loss density within the samples, as shown in Fig. 8, also exhibited an increasing trend with increasing Ce/La ratio. Furthermore, the average power loss density reached its maximum value for the catalyst with Ce/La = 3/7 (Fig. S20). As shown by the electric field power density distribution within the samples, the power loss was significant at the lateral surfaces of all samples, suggesting that heat was concentrated around these regions.
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| Fig. 7 Cross-sectional views of the simulated electric field strength within the reactor with Ce/La = (a) 0, (b) 1/9, (c) 2/8, (d) 3/7, (e) 4/6, and (f) 5/5. | ||
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| Fig. 8 Cross-sectional views of power loss density within the reactor with Ce/La = (a) 0, (b) 1/9, (c) 2/8, (d) 3/7, (e) 4/6, and (f) 5/5. | ||
In addition to the concentration of power loss at the lateral surfaces, depolarization effects are expected in the TM010 mode. These effects can weaken the net field inside the sample, particularly near the upper and lower planes, and decrease toward the center.28 Although they were not experimentally analyzed in this study, they should be considered when interpreting the simulation results. In addition, this simulation assumed a uniform and insulating sample, whereas the actual samples were sieved samples, resulting in numerous vacant spaces. In addition, the samples exhibited electrical conductivity, as will be discussed in the following section. Therefore, the actual electric field and energy loss distribution may differ from the simulated results. Nevertheless, the heat generation values (Fig. S21) exhibited a similar trend as the microwave heating properties, indicating that dielectric loss led to efficient microwave absorption and heat generation.
![]() | (6) |
To examine the contribution of conductivity loss in the microwave frequency range, we performed microwave heating under a magnetic field at 20 W, obtained by subtracting the reflected microwave power from the irradiated microwave power (Fig. S22), and the temperature profiles of the samples were averaged over three measurements (Fig. S23). A rapid increase in temperature was observed with decreasing Ce/La ratio. The average heating rate of the samples when heated for 1–25 s (Table S6) clearly indicated that the addition of Ce did not promote the heating properties of the samples under a microwave magnetic field. In addition, the steady-state temperatures of the samples after 3 min of magnetic field heating at 20 W (Fig. 9) exhibited a decreasing trend with increasing Ce/La ratio, in contrast to that under the microwave electric field.
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| Fig. 9 Steady-state temperature after 3 min under microwave magnetic field heating at 20 W of microwave power and conductivity of sample. | ||
Materials that exhibit ferromagnetic or ferrimagnetic properties are heated through hysteresis loss at MHz frequencies and magnetic resonance heating at GHz frequencies,50 whereas nonmagnetic materials such as aluminum and copper are known to be heated by eddy current loss.51,52 Given that LaNiO3 is a Pauli paramagnetic material known to exhibit relatively high electrical conductivity among metal oxide materials,53–55 its heating mechanism under a magnetic field is likely due to eddy current loss. Therefore, the contribution of electrical conductivity loss to heating was evaluated based on the heating properties of La–Ce–Ni oxides under a magnetic field. The results were consistent with the direct current (DC) conductivity results, as shown in Fig. 9. The conductivity of the samples decreased with increasing Ce/La ratio, with La0.7Ce0.3NiO3 exhibiting 0.02% of the conductivity of LaNiO3. This significant decrease in conductivity can be attributed to the changes in the electronic structure induced by Ce substitution. LaNiO3 exhibits relatively high conductivity due to the strong hybridization between the Ni 3d and O 2p orbitals, which form a metallic band structure.56 Upon Ce addition, the average oxidation state of Ni decreased, thereby weakening the Ni 3d–O 2p orbital hybridization, as evidenced by the reduced pre-edge intensity in the Ni K-edge XANES. This disruption of the metallic band structure promotes electron localization, leading to the suppression of the electrical conductivity of La–Ce–Ni oxides.
The conductivity in the microwave frequency range should be represented as complex conductivity.44,57 Indeed, AC electrical conductivity is affected by frequency, which is related to the space charge polarization.58 When the microwave frequency is relatively low compared to the collision frequency of free electrons (i.e., metals), it is possible to discuss sample conductivity using DC conductivity without considering frequency dependences.59 Thus, DC conductivity was utilized to estimate the microwave penetration depth of Cu and carbon.48,52 Although the catalysts with Ce/La = 0 and Ce/La = 1/9 exhibited similar steady-state temperatures under the microwave magnetic field, the DC conductivity decreased. Several factors may explain the observed heating behaviors of these samples: (i) the presence of a weak electric field along the central axis of the TM 110 cavity, with magnetic loss potentially contributing to sample heating; and (ii) differing microwave penetration depths depending on the presence of an electric or magnetic field.42
In summary, CeO2 segregated from the LaNiO3 phase in La–Ce–Ni oxides and strongly interacted with LaNiO3, causing distortion and reduced crystallite sizes of the CeO2 and LaNiO3 phases. This strong interaction was observed only in the coprecipitated samples and not in the physically mixed samples. The CeO2–LaNiO3 interaction contributed to the formation of stable lattice defect sites, resulting in dielectric property changes. However, no clear correlation was observed between crystallite size and the heating properties of La–Ce–Ni oxides under microwave electric field heating. Conversely, the incorporation of CeO2 decreased the structural regularity, leading to poorer electrical conductivity and, consequently, reduced heating performance under microwave magnetic field heating. Although microwave heating consists of dielectric and conductive losses, the results of the study suggest that La–Ce–Ni oxides are primarily heated by dielectric loss.
The prepared La–Ce–Ni oxides contained CeO2 and NiO phases that coexisted with the LaNiO3 phase, causing crystal distortion of the LaNiO3 and CeO2 phases. The heating properties of La–Ce–Ni oxides under an electric field increased with increasing Ce/La ratio, and the catalyst with Ce/La = 3/7 exhibited the highest steady-state temperature and heating rate. The superior heating performance of this oxide was not dependent on crystallite size but was strongly influenced by the CeO2 phase, which was highly dispersed and in close contact with the LaNiO3 phase, likely due to crystal distortion. The simulation results demonstrated the greatest energy loss and heat generation for Ce-added samples. By contrast, the electrical conductivity of La–Ce–Ni oxides significantly decreased with Ce addition, similar to the trend observed in steady-state temperatures under magnetic field heating, indicating that conductivity loss was less pronounced for Ce-added samples.
Future studies should investigate the lattice defects at the CeO2–LaNiO3 interface and the temperature distribution near the interface to obtain a more comprehensive understanding of the mechanism responsible for the observed excellent heating properties of La–Ce–Ni oxides. These insights will support the rational design of oxide materials for efficient microwave-assisted processes, including catalytic reactions, sintering of ceramics, and thermal processing of waste.
Supplementary information (SI): Catalyst preparation method, XRD, Heating properties, MS signals, Simulated data. See DOI: https://doi.org/10.1039/d5cp02279g.
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