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Communication

Facile Synthesis and Characterization of Molybdenum Carbides/Carbon Nanocomposites by Laser Pyrolysis

1
CNRS-Saint-Gobain-NIMS, IRL 3629, Laboratory for Innovative Key Materials and Structures (LINK), NIMS, Tsukuba 305-0044, Japan
2
Research Center for Functional Materials, National Institute for Materials Science (NIMS), Tsukuba 305-0044, Japan
3
CEA, IRAMIS UMR NIMBE, Université Paris Saclay, F-91191 Gif-Sur-Yvette, France
4
Univ Rennes, CNRS, ISCR (Institut des Sciences Chimiques de Rennes)–UMR6226, F-35000 Rennes, France
*
Authors to whom correspondence should be addressed.
Nanomanufacturing 2022, 2(3), 112-123; https://doi.org/10.3390/nanomanufacturing2030009
Submission received: 8 July 2022 / Revised: 2 August 2022 / Accepted: 4 August 2022 / Published: 8 August 2022

Abstract

:
This short communication reports on the facile and scalable synthesis and characterization of molybdenum carbides/carbon nanocomposites prepared by laser pyrolysis in a one-step process. Water and commercial molybdenum oxide were used as low-cost environmentally friendly precursors. The nanocomposites are mainly composed of two types of carbides with different apparent crystallite sizes, 21 ± 1 nm and 9 ± 1 nm for Mo2C and MoC 1 x , respectively. Thanks to a simple annealing at 500 °C under argon, it was possible to increase the specific surface area around 50 m2/g without changing the morphology of the nanocomposite.

Graphical Abstract

1. Introduction

H2 or dihydrogen (hydrogen for short) is a very promising energy carrier with many potential technological developments [1]. It could be converted into electricity, heat, or motive force and has, thus, many applications. Moreover, the generated power from its combustion is three-times more than gasoline for an equivalent weight [2]. Moreover, its combustion does not produce CO2. However, hydrogen is rather difficult to store and to transport due to its low energy density per volume unit. In addition, hydrogen is generally produced from natural gas, and the process emits a large amount of CO2 to the atmosphere, making the technology hardly compatible with the current environmental concerns. It is of paramount importance to develop sustainable technologies for the production of hydrogen such as biomass conversion or water splitting [1,3,4]. These methods allow the production of cleaner, safer, and more sustainable hydrogen, but unfortunately, the hydrogen produced through the water splitting process is less than 4% compared to the overall H2 industrial production in the world [4]. An efficient water splitting process, such as electrocatalysis, generally employs noble metals (Pd, Ir, Pt, etc.), whose resources are expensive, scarce, and already used in many other applications [5]. These points enhance the need to develop cost-effective catalysts for the large-scale implementation of hydrogen technology. Indeed, all the water splitting processes, including thermolysis, photolysis, and electrolysis, are to date the most expensive on the market with a cost of H2 around EUR 8–10/kg [4]. The search for alternative catalysts to noble metals for electrocatalysis and with good markers of energy policies (availability, accessibility, affordability, and acceptability) is essential for the production of renewable hydrogen or even the use of hydrogen for fuel cells as a replacement of thermal engines. In this context, transition-metal-based boride, carbide, nitride, and sulfide materials are very promising and are currently attracting a growing interest in the energy field [6,7,8,9,10,11]. Especially the molybdenum borides, carbides, and nitrides seem to be a suitable compromise for catalytic applications for green hydrogen production and applications [6,12,13,14,15,16,17,18,19,20,21]. Moreover, Mo is not classified as critical material by the European Union [22].
Such Mo-based materials are usually synthesized by chemical methods, as detailed in a review paper by Ma et al. [6]. In this short communication, we report on laser pyrolysis as an alternative method for the facile and scalable synthesis of molybdenum carbides/carbon nanocomposites (MoyC/GCs). The objective of this study is to evaluate the potential of laser pyrolysis for the production of molybdenum carbide nanocomposites. Utilizing water and commercial molybdenum oxide as low-cost, environmentally friendly precursors, we prepared, for the first time, molybdenum carbide nanoparticles dispersed in carbon via a one-step reaction by the laser pyrolysis process.

2. Materials and Methods

2.1. Chemicals

Commercial ammonium heptamolydate tetrahydrate, (NH4)6Mo7O24·4H2O, was purchased from Sigma Aldrich (St. Louis, MO, USA) (USP specifications, reference A1343). C2H4 and NH3 were purchased from Air Liquide and Air Product, respectively. All chemicals were used without purification. The deionized water was obtained from the MilliQ equipment from Merck with a conductance of 10−4 S m−1 at 25 °C. (NH4)6Mo7O24·4H2O was simply solubilized at room temperature by magnetic stirring in water at a concentration of 50 g/L. Two different solutions were prepared without urea (called Solution A) and with urea (called Solution B) (31 g of urea was added to Solution B).

2.2. Synthesis of MoyC/GC Nanocomposites

To synthesize these MoyC/GC nanocomposites containing molybdenum carbides, we used a laser pyrolysis process, which is an original method invented at the Massachusetts Institute of Technology [23]. Indeed, the synthesis by laser pyrolysis is a continuous process that generally leads to a production rate of several grams per hour [23]. The method was initially developed with the use of gaseous precursors and was extended to liquid precursors [24,25]. Its principle is based on the resonant interaction between a high-power infrared laser and a precursor, carried into the reactor zone thanks to an inert gas. The experimental device used in these experiments mainly consisted of a high-power CO2 laser (λ = 10.6 μm) and an optical path, a reaction chamber, a gas delivery system, and pyrosol, which allows the use of a liquid precursor. In this study, the CO2 laser power was set to 1500 W (i.e., 70% of internal power), and the pressure in the reactor was maintained at atmospheric pressure (1.013 × 105 Pa). The temperature of the flame was estimated with an IR camera (Pyroview 512N). The liquid precursor was contained in a glass jar equipped with an ultrasonic generator (pyrosol device from RBI, Meylan, France). An aerosol composed of precursor droplets was produced in this pyrosol. Indeed, the ultrasound generator destroyed the surface of the liquid and created very tiny droplets. The cloud of droplets was carried in the reaction chamber by the argon gas (600 sccm). A sensitizer gas, C2H4 and/or NH3, was added to the carrier gas in our case, as a precursor does not absorb the laser radiation at 10.6 μm. When the precursor interacted with the laser beam, it was heated, and collisional energy transfer caused a rise in temperature in the reaction zone, allowing dissociation of the precursor molecules with the appearance of a flame, in which the nanoparticles formed almost instantly.

2.3. Characterization

X-ray diffraction (XRD): Patterns were recorded in the 20–80° 2θ range on a Bruker (Billerica, MA, USA) D2 Phaser (Cu Kα, 30 kV, 10 mA) diffractometer equipped with an SSD160TM detector. Le Bail-type refinements were conducted using the FullProf Suite software using profile matching mode.
The X-ray data for refinements were recorded on a Rigaku XRD (Rigaku Corp., Tokyo, Japan) with a Cu cathode without a monochromator. The instrumental resolution function was evaluated by using a monocrystal of silicium.
Carbon elemental analyses: Carbon content was measured with an EMIA analyzer from the HORIBA company (Edison, NJ, USA).
Thermogravimetric analysis (TGA): The TGA analysis was carried out on a TGA55 of the TA Instruments brand (New Castle, DE, USA). The maximum operating temperature is 1000 °C. Measurements were performed in air, with a flow rate of 90 mL/min. For each of the samples, we chose a ramp of 10 °C/min from room temperature up to 1000 °C, then an isotherm of 30 min, and finally, a slow decrease of the unprogrammed temperature to room temperature.
Specific surface area (SSA): The Brunauer−Emmet−Teller (BET) specific surface area was determined from nitrogen physisorption with a Micromeritics (Norcross, GA, USA) Gemini VII 2390t instrument using a mixture of N2/He (30%/70%). To avoid the surface hydration and remove the polycyclic aromatic hydrocarbon (PAH) contaminants, samples were previously outgassed under a vacuum at 150 °C.
Scanning and transmission electron microscopy (SEM and TEM): SEM photographs were taken by using a JEOL JSM 7100F (JEOL, Ltd., Tokyo, Japan) operating at 10 kV to examine the microstructure (shape and size) of the nanocomposites. Compositional analyses were performed by energy dispersive X-ray spectroscopy (EDS) with EDS SDD X-Max (50 mm2) Oxford Instruments (Abingdon-on-Thames, UK) AZtecEnergy detectors. High-resolution TEM images (HRTEM), scanning transmission electron microscopy (STEM) images, and energy dispersive (EDX) spectra or maps were acquired by using a high-resolution transmission electron microscope, JEOL JEM 2100F (JEOL, Ltd., Tokyo, Japan). An acceleration tension of 200 kV was used to estimate the crystallinity and morphology of the carbide’s nanoparticles. For SEM analysis, the powder was directly observed on the carbon tape. For HRTEM measurements, a small amount of powder was dispersed in ethanol by using ultrasound. Then, the dispersion was dropped on a net-like carbon-film-covered Cu grid (Cu micro grid) and dried in ambient conditions.

3. Results and Discussion

As mentioned in the Introduction, molybdenum carbide has been attracting more and more attention as a potential electrocatalyst for HER. This is mainly due to some advantages such as the unique surface and electronic properties, high catalytic activity, high selectivity, high sulfur and nitrogen tolerance, and low cost, compared to Pt-group metal catalysts [6]. Dispersing molybdenum carbide nanoparticles on a conductive substrate is a commonly used strategy to optimize the performance of HER catalyst. Consequently, facile, scalable, and low-cost synthesis of small-sized, well-dispersed, and electrochemically accessible Mo2C nanoparticles therefore remains challenging at the present time [26]. The direct synthesis of carbon nanocomposites containing molybdenum carbides for HER has been already achieved by several groups; most of them used the carburization of Mo precursors and carbon sources at a high temperature (700 °C < T < 1000 °C) mainly under an argon or N2 atmosphere [13,14,15,21,27,28,29,30,31,32,33,34,35]. Other alternatives reported in the literature include CVD, where large-area 2D Mo2C/graphene heterostructures were prepared [36].
In this study, the synthesis of the MoyC/GC nanocomposites was performed in a one-step method by laser pyrolysis. To the best of our knowledge, only a few papers from the same group already reported more than 25 years ago the synthesis by laser pyrolysis of (oxy)carbide/nitride powders by using Mo(CO)6 as precursors [37,38,39]. In their particular process, the carburizing (C2H4) gas passed through a sublimation cell containing the solid precursors (Mo(CO)6, which is quite toxic due to CO evolution. A new and very important point of this study is that the MoyC/GCs powders were obtained from an easy-to-use commercial oxide precursor, (NH4)6Mo7O24·4H2O, dispersed in water and used as a liquid precursor. The as-formed nanocomposites are black in color. This color is attributed to carbides and also to a significant amount of residual carbon phases due to the decomposition of the gas sensitizer (mainly C2H4), as expected. The characteristic composition of the obtained nanocomposite could be tuned by the choice of experimental conditions (including laser power, reactor pressure, and gas flow rate). The most relevant experimental conditions are reported in Table 1 using the two solutions of the precursors labelled A and B. Table 1 shows that the presence of carbon is high in all samples, from 68 to 86 wt%, well correlated with the C2H4 flow: 80% C content corresponds to a gas flow rate of 200 sccm for C2H4, while about 70 wt% was obtained with a gas flow rate of 100 sccm. In the same way, the production rate is higher when the C2H4 gas flow rate is high (700–800 mg/hour vs. 180–250 mg/hour). The production rate significantly decreases when NH3 is added in the reactive mixture, in connection probably with a less-efficient decomposition of precursors and less-efficient transfer of droplets. The presence of urea tends to increase the production without a significant change in the carbon content.
Heat treatments were carried out in air or argon in order to study the thermal behavior of the MoyC/GCs samples and to evaluate the mass percentage of free carbon present in the sample in connection with carbon elemental analysis. Analysis of the curves obtained by TGA showed similar patterns for all the samples in both atmospheres (Figures S1 and S2).
Under air, a slight loss in mass of about 10% was observed at a low temperature (<300 °C) due mainly to the desorption of the adsorbed compounds as mostly hydrocarbon aromatic polycyclic (HAP). Between 300 °C and 350 °C, there was a rapid drop in mass linked to the loss of free carbon. This loss of free carbon represents around 70% to 80% of the total mass loss depending on the sample, which confirmed the large amount of free carbon in all the samples as estimated by carbon elemental analysis. At the same time, the weight loss should also be decreased a bit by the oxidation process of the carbides. This point was confirmed by XRD analysis after a thermal treatment in air at 500 °C, which shows that the samples consist almost entirely of oxides of MoO3 and MoO2 (Figure S3). From 700 °C to almost 1000 °C, a new drop in mass was observed, probably related to the sublimation of MoO3.
Under argon, a slight loss in mass of around 10% was also observed, but until 450 °C, followed by a slow decrease of the mass up to 1000 °C due to the carbon loss.
The average value of the SSA was measured around 20 m2/g (±2 m2/g) for all the MoyC/GCs samples with an average pore radius <40 nm, whatever the experimental conditions. The SSA increased to 47 m2/g after annealing the samples at 500 °C for 3 h under an argon atmosphere (and the average radius pore size decreased to 4 nm), which could be explained by a full removal of HAP.
Analysis of the powder XRD results showed that each powder was composed of a mixture of crystallized phases. Indeed, all XRD patterns (except MOC12) can be indexed as a mixture of oxide and carbide phases (Figure S4). The main peaks observed at 26°, 39°, and 43° correspond, respectively, to the oxide and to the two types of carbides. The peak obtained at 26° is attributed to MoO2; that obtained at 39° is attributed to the β-Mo2C-type carbide; that at 43° is attributed to the MoC 1 x -type carbide. The best result (i.e., with a very low content of oxide phase) was obtained for MOC10 by using an equal mixture of C2H4 and NH3 gases as sensitizer gases and B solution. In the case of MOC12 with only NH3 as the sensitizer gas, the MoN phase can be detected as one of the main phases.
In order to have a better understanding of the microstructure of the MoyC/GCs samples, we used the Fullprof suite software including WinPlotr to perform crystallite size refinements on the MOC10 sample [40,41]. The Thompson–Cox–Hastings pseudo-Voigt function (Npr = 7) was used to fit the X-ray data. The background was determined by Fullprof under the form of manually selected points, which were interpolated. The first cell parameters used for the refinement were extracted from the ICSD database.
The refinement strategy is:
  • Start without refining parameters to generate the hkl information.
  • Refine the lattice parameter.
  • Refine the Y parameter and GauSize.
The estimation of the crystallite size assumed an isotropic model without strain contributions. These estimations were directly calculated by FullProf using Scherrer’s equation.
The refinement shown in Figure 1 provides these results:
-
Average apparent size for MoC 1 x   p h a s e   : 9   nm (±1 nm);
-
Average apparent size for Mo 2 C   p h a s e   : 21   nm (± 1 nm).
We clearly demonstrated that the nanocomposite MOC10 is mainly composed of two types of carbides with different apparent crystallite sizes: the Mo 2 C phase is larger (around 2.3-times) than the MoC 1 x phase. Regarding the powder XRD results, we assumed that this conclusion can be extended to all samples.
The morphologies and chemical composition of the nanocomposite powders were also studied by SEM and EDX analysis. Figure 2 shows an overview of the general aspect of the powders and confirms the heterogeneity of the samples. For all the samples (except MOC12), we observed similar spherical bright spots dispersed in a dark background (Figure 2a). The average diameter of these bright spots was below 1 μm. The morphology of the nanocomposite, and especially these spherical particles, remained similar even after annealing at 500 °C under argon (Figures S5 and S6). A zoom on these spherical bright spots (represented by the white rectangle in Figure 2a) is presented in Figure 2b–d with different magnifications. We can clearly observe that these spots are spherical grains, which are composed of several aggregated nanoparticles (Figure 2d). The EDX analysis (point mode) indicated clearly the presence of molybdenum in these aggregates.
To better investigate the nanocomposites and especially the aggregated nanoparticles, we used a high-resolution transmission electron microscope. HRTEM and selected area electron diffraction (SAED) were performed on the sample to verify the crystallinity and to confirm the data obtained by powder XRD (Figure 3). Well-crystallized particles were observed by TEM (Figure 3 left), and the SAED pattern consisted of wide diffraction circles, as expected, characteristics of aggregated nanocrystals (Figure 3 right). A very interesting point is that the aggregates observed by HRTEM appeared to be empty and looked like hollow spheres more than dense particles, something that was not expected from the SEM analysis.
This last point was clearly confirmed by the STEM-EDX images (Figure 4). In Figure 5 right, unlike the core, we observed a Mo-enriched shell. Nevertheless, on the same mesh copper grid, a careful analysis of the STEM-EDX experiments indicated that molybdenum was not only concentrated in the micron-size aggregates, but also quite dispersed in all the nanocomposite (Figure 5). Indeed, a deep study by HRTEM revealed without ambiguities the presence of numerous nanocrystals containing molybdenum concomitantly to the spherical aggregates’ formation. Their sizes varied from 3 nm to 10 nm (Figure 6a,b), and the d-spacing value was estimated at 1.24 Å, which is comparable to the (222) plane of MoC 1 x or even to the (201) plane of Mo2C. The EDX analysis of the area containing the nanocrystals confirmed the presence of molybdenum (Figure 6c). Most were agglomerated and visible even at lower magnification. Regarding the XRD refinement, we can suppose that the bigger hollow particles are mainly formed by Mo 2 C nanocrystals and the smaller nanocrystals dispersed in carbon by the MoC 1 x phase. Of course, because the crystallized parts were systematically coated with a large amount of amorphous carbon, it is very complicated to confirm this hypothesis. A very important point is that these nanocrystals and nanoparticles remained present even after the annealing process at 500 °C under argon (Figure S6).
All these SEM and HRTEM analyses confirmed the XRD results and the composite composition of the samples.

4. Conclusions

The studies carried out in this exploratory study on laser pyrolysis synthesis clearly demonstrate the possibility to obtain large amounts of molybdenum carbides/carbon nanocomposites by using water as a solvent and a safe and low-cost oxide precursor. This one-step process led at the best to a mixture with at least two phases of carbides, including the hex-Mo2C compound, which has the best catalytic performance for the HER reaction reported in the literature [6], and the fcc- MoC 1 x   compound, which interestingly exhibits a higher water dissociation ability, producing abundant surface OH, which promotes the reforming of intermediates in the reaction at the surface [42,43,44]. The crystallized parts of the nanocomposites are mainly composed of two types of carbides with different apparent crystallite sizes, 21 nm ± 1 nm and 9 nm ± 1 nm for Mo2C and MoC 1 x , respectively. A high carbon content containing HAP was generated in the compounds, and to reduce it, annealing was necessary. Thanks to a simple annealing at 500 °C under argon, it was possible to increase the SSA around 50 m2/g without changing the morphology of the nanocomposite. The next step will be to perform HER catalytic experiments.

Supplementary Materials

The following Supporting Information can be downloaded at: https://www.mdpi.com/article/10.3390/nanomanufacturing2030009/s1, Figure S1: TGA of MOC9 under air; Figure S2: TGA of MOC9 under air; Figure S3: XRD patterns of MOC9@500 °C under air; Figure S4. Powder XRD patterns of MOCX (5 < X < 12) obtained on a sample without any treatment. The references plotted in the figure were obtained from the Eva data source software available on the DRX apparatus; Figure S5. SEM image of MOC10 after annealing at 500 °C under argon; Figure S6. HRTEM image of MOC10 after annealing at 500 °C under argon.

Author Contributions

T.C. and P.B. contributed equally. T.C., P.B. and P.L. performed the synthesis and characterization experiments of MoyC/GCs by laser pyrolysis. N.H. performed the BET experiments. D.B. performed the XRD refinement. F.T., D.B., N.O. and T.U. revised the manuscript. N.H.-B. and F.G. conceived and designed the project; analyzed and interpreted the data; and drafted the article. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by CNRS and CEA.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Not applicable.

Acknowledgments

The authors thank Francis Gouttefangeas and Loïc Joanny from the CMEBA platform and Vincent Dorcet from the THEMIS platform from ScanMAT, UAR 2025 UR1-CNRS, for the FE-SEM images and TEM-STEM images and EDX analyses, respectively. ScanMAT, UAR 2025 CNRS-University of Rennes 1, received financial support from the European Union through the European Regional Development Fund (ERDF), the Département d’Ille et Vilaine, Rennes Métropolem and Région Bretagne (2015–2020 CPER project SCANMAT). The authors acknowledge Stéphane Cordier for the fruitful discussion. The authors acknowledge the University of Rennes 1, Saint-Gobain, the National Institute for Materials Science, the Commissariat à l’énergie atomique et aux énergies alternatives, the Centre National de la Recherche Scientifique, and the GDR NAME for the financial support and the access to their different facilities. A part of this work was carried out in the France–Japan international collaboration framework of LINK.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Observed (red line), calculated (black line), and difference (blue line) X-ray powder diffraction profiles of the MOC10 sample. hkl indexes for Mo2C (black) and MoC 1 x     (blue). The oxide phase was not included in the refinement.
Figure 1. Observed (red line), calculated (black line), and difference (blue line) X-ray powder diffraction profiles of the MOC10 sample. hkl indexes for Mo2C (black) and MoC 1 x     (blue). The oxide phase was not included in the refinement.
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Figure 2. (ad) Examples of SEM images of MOC10 nanocomposites. Scale bar sizes: (a) 10 µm, (b) 1 µm, (c) 1 µm, (d) 100 nm.
Figure 2. (ad) Examples of SEM images of MOC10 nanocomposites. Scale bar sizes: (a) 10 µm, (b) 1 µm, (c) 1 µm, (d) 100 nm.
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Figure 3. HRTEM (left) image of the MOC10 sample and SAED (right) pattern.
Figure 3. HRTEM (left) image of the MOC10 sample and SAED (right) pattern.
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Figure 4. STEM (left) and EDX (right) mapping images of a single MOC10 aggregate. Mo appears in yellow color.
Figure 4. STEM (left) and EDX (right) mapping images of a single MOC10 aggregate. Mo appears in yellow color.
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Figure 5. STEM (left) and EDX (right) mapping images of a large area of the MOC10 sample. Mo appears in yellow color.
Figure 5. STEM (left) and EDX (right) mapping images of a large area of the MOC10 sample. Mo appears in yellow color.
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Figure 6. (a,b) HRTEM images and (c) EDX mapping image of the MOC10 sample.
Figure 6. (a,b) HRTEM images and (c) EDX mapping image of the MOC10 sample.
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Table 1. Most relevant experimental conditions.
Table 1. Most relevant experimental conditions.
Synthesis NumberSolutionCO2 Laser Power
(W)
C2H4 (sccm)NH3 (sccm)Total Production
(mg/h) (±1)
% Carbon Elemental Analysis *
(±1)
MOC4A1475200069486
MOC5A1475100018068
MOC6B1477200082785
MOC7B1477100022571
MOC8B1477130025377
MOC9B1568100023771
MOC10B156810010020074
MOC11B15275010067n.m.
MOC12B152702008n.m.
* wt%, measured by an EMIA analyzer, not measured (n.m.) for Samples 11 and 12 due to the low amount of material. “Laser power” is the power measured by the power meter before initiation of the reaction (i.e., only in the presence of neutral gases).
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Caroff, T.; Badaki, P.; Herbert, N.; Tessier, F.; Berthebaud, D.; Ohashi, N.; Uchikoshi, T.; Lonchambon, P.; Herlin-Boime, N.; Grasset, F. Facile Synthesis and Characterization of Molybdenum Carbides/Carbon Nanocomposites by Laser Pyrolysis. Nanomanufacturing 2022, 2, 112-123. https://doi.org/10.3390/nanomanufacturing2030009

AMA Style

Caroff T, Badaki P, Herbert N, Tessier F, Berthebaud D, Ohashi N, Uchikoshi T, Lonchambon P, Herlin-Boime N, Grasset F. Facile Synthesis and Characterization of Molybdenum Carbides/Carbon Nanocomposites by Laser Pyrolysis. Nanomanufacturing. 2022; 2(3):112-123. https://doi.org/10.3390/nanomanufacturing2030009

Chicago/Turabian Style

Caroff, Théo, Pitalinani Badaki, Nathalie Herbert, Franck Tessier, David Berthebaud, Naoki Ohashi, Tetsuo Uchikoshi, Pierre Lonchambon, Nathalie Herlin-Boime, and Fabien Grasset. 2022. "Facile Synthesis and Characterization of Molybdenum Carbides/Carbon Nanocomposites by Laser Pyrolysis" Nanomanufacturing 2, no. 3: 112-123. https://doi.org/10.3390/nanomanufacturing2030009

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