Abstract
Recently, graphene-based material as a catalyst has crucially shown a novel strategy in furfural synthesis from biomass resources. In this study, sulfonated graphene oxide (SGO) was studied within five different graphene oxide to sulfanilic acid mass ratios of 1:1.5, 1:2.0, 1:2.5, 1:3.0, and 1:3.5 for facile synthesis of furfural from sugarcane bagasse. The structural investigation of those samples was proceeded through Fourier transform infrared spectroscopy, Raman spectroscopy, and energy-dispersive X-ray spectroscopy. The appropriate sample with the sulfur mass percentage of 3.51 %, corresponding to the ratio of 1:3.5, gives out the highest furfural yield was then, conducted with X-ray diffraction, Scanning electron microscopy, Transmission electron microscopy, and Brunauer-Emmett-Teller for further morphological analysis. The influence of catalyst dose, reaction temperature, and time on the yield of furfural using this catalyst revealed that under reaction conditions of 190 °C for 90 min, reaction in a low dose of 5 wt% of SGO solution gave out the highest conversion of furfural (20.6 %). According to the results, SGO showed high application potential for the synthesis of furfural from sugarcane bagasse.
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1 Introduction
The extremely rapid depletion of fossil fuel supplies has led to the search for potential alternatives. Hemicellulosic biomass has emerged as one of the most important alternative resources in a variety of industries nowadays. Among a variety of products that can be produced from these feedstocks, furfural (C5H4O2) is regarded as a potential organic compound for a lot of applications such as pharmaceutical, food, or petrochemical industries [1, 2]. Xylose, a 5-carbon sugar, found in a variety of agricultural wastes, may be used for synthesizing this heterocyclic molecule, which involves hydrolysis of agricultural surpluses to xylose, subsequently dehydration of xylose to furfural with acidic catalysis [3].
There has been a host of researches carried out to obtain furfural. One of the common methods is using homogeneous acids as catalysts (H2SO4, HCl, and H3PO4) which results in a lot of negative effects such as contamination, health risks, or equipment corrosion [4, 5]. Additionally, furfural can be also synthesized without the addition of catalysts, owing to an autocatalytic reaction mechanism: when xylose is heated, organic acids are formed, which can function as homogenous catalysts in the synthesis of furfural. Nevertheless, these processes involve the occurrence side reactions, which significantly diminish the production yield and lead to an abundance of environmental issues [6]. As a consequence, research into novel chemical technologies to enhance the efficiency of furfural production while minimizing environmental effects is critical for the growth of furan-based chemical companies.
One of the promising methods for efficient furfural production is using heterogeneous catalysts, which are environmentally friendly and can be easily reusable as compared to homogeneous ones [7]. These types of catalysts have been playing a vital role in the conversion of xylose to furfural. Particularly, grafting sulfonic groups (–SO3H) are broadly used due to high production efficiency and powerful catalysis performance [8]. However, due to the limited accessible active site of these solid acid catalysts and high mass transfer resistance, the catalysis efficiency is significantly hindered. Carbonaceous nanomaterials, especially graphene oxide (GO), which is usually used to immobilize active species or as a catalyst, can be one of the promising agents to tackle the above phenomenon. It has an variety of outstanding properties such as good conductivity a large specific surface area [9]. Besides, GO also provides a lot of oxygen-containing functional groups, such as epoxy, hydroxyl, and carboxyl [10], which make it become one of the powerful catalysts for many reactions [11]. Several kinds of research have shown that GO and its derivatives, sulfonate graphene oxide (SGO), can be used as eco-friendly and economical carbonaceous catalysts in many acid-catalyzed chemical reactions [12]. Hence, the presence of SGO as acidic catalysts can dramatically enhance the efficiency of furfural production without environmental consequences.
Furthermore, homogeneous catalysts such as metal salts, mineral acids, and enzymes, as well as heterogeneous catalysts in organic solvents such as dimethyl sulfoxide and ionic liquids, are the most frequent methods for carrying out furfural conversion processes [13]. In these reaction systems, however, hazardous organic solvents, severe reaction conditions, and expensive ionic liquid solvents are generally needed. Recently, green catalytic reactions are more favorable, and these processes require the utilization of ecologically acceptable and long-lasting catalytic processes, which need the use of non-toxic and low-cost solvents. Water is the ideal replacement for a green solvent to support the furfural production, which could avoid the use of toxic and hazardous solvents and reduce waste formation, thereby adhering to the most fundamental criteria of green chemistry.
In the study, SGO was prepared by Samulski’s method, which was initially used to enhance the hydrophilicity of reduced graphene oxide through the attachment of –C6H4SO3H in 2007 [14]. The obtained solid catalyst was directly used as a catalyst to synthesize furfural from sugarcane bagasse. The material was carried out with 5 precursor mass ratios, which is analyzed characterization using modern analytical. Then, a suitable sample with the greatest furfural production was continuously investigated according to 3 factors: the amount of catalyst, reaction temperature, and time. The mechanism of the hydrolysis reaction from the biomass source to the furfural product was also briefly discussed.
2 Materials and methods
2.1 Materials and chemicals
Furfural (C5H4O2) was purchased from Fisher Scientific Co. Ltd, Switzerland; graphite powder (particle size < 20 μm) was purchased from Sigma Aldrich Co. Ltd, USA; sulfuric acid (H2SO4), phosphoric acid (H3PO4), potassium permanganate (KMnO4), hydrogen peroxide (H2O2), sodium hydroxide (NaOH), hydrochloric acid (HCl), sulfanilic acid (C6H7NO3S), sodium nitrite (NaNO2), and ethanol (C2H5OH) were purchased from Xilong Scientific Co. Ltd, China. All chemicals were used without any further purification. Sugarcane bagasse was collected from Dong Nai, Vietnam.
2.2 Synthesis of catalyst
2.2.1 Synthesis of GO
GO was synthesized via the improved Hummers’ method [15]. Briefly, 3 g of graphite was added to a 400 mL mixture of concentrated H2SO4 and H3PO4 with the volumetric ratio of 9:1. Afterward, 18 g of KMnO4 was added gradually to the mixture while kept stirred at below 10 °C. The mixture was then heated to 50 °C and stirred for 12 h. Subsequently, 500 mL of distilled water and 15 mL of 30 % H2O2 were then added to the mixture after being cooled down to room temperature, and a change in color from brown to white yellow upon the addition of H2O2 was observed. The resultants were purified by centrifugation at a speed of 2000 rounds/min and rinsed with water until the desired pH of 6 was achieved. The obtained solid was dried at 50 °C, dispersed in distilled water with a concentration of 5 g/L, and ultrasonicated for 12 h. The suspension was then centrifuged and dried at 50 °C to obtain GO.
2.2.2 Synthesis of SGO
The as-prepared GO was applied to synthesize SGO by Samulski’s method as shown in Figure 1 [14]. Briefly, sulfanilic acid (SA) was dispersed in 5 % NaOH. Afterward, NaNO2 was added to the mixture, stirred for 10 min, and transported in an ice bath. The solution was then added with 1 N HCl and stirred for another 15 min to obtain a homogeneous solution. The mixture was added into GO solution at 0–5 °C and stirred for 4 h. The suspension was washed with distilled water, centrifuged, and dried at 50 °C to obtain SGO. The influence of precursor ratio on the structure and catalytic performance of SGO was investigated. SGO samples synthesized from various precursor ratios are demonstrated in Table 1.
2.3 Catalytic conversion of sugarcane bagasse into furfural
The synthesis of furfural consisted of two steps, namely, (1) extraction of hemicellulose from sugarcane bagasse and (2) hydrolysis of hemicellulose to obtain xylose and dehydration of xylose to furfural.
2.3.1 Extraction of hemicellulose from sugarcane bagasse
Sugarcane bagasse was grounded, washed with hot water and ethanol, and dried at 50 °C. Then, 5 g of dried sugarcane bagasse was added into 75 mL of 2 N NaOH solution within stirring at 90 °C for 2 h. The obtained solution was filtered and washed with 20 mL of NaOH and 20 mL of 0.1 N HCl solution. The filtered solution was evaporated until half remained, followed by the adjustment of pH to 4. Ethanol was added slowly until precipitation was observed. The solution was then filtered and washed with ethanol to obtain hemicellulose.
2.3.2 Synthesis of furfural
Furfural was synthesized from hemicellulose via hydrolysis and dehydration [12]. Briefly, SGO suspension was added into the hemicellulose solution. The mixture was then sealed in high-pressure reactor Parr 4848 under constant stirring at set temperature and time. The resultant vapor was condensed and cooled to room temperature. The obtained solution was quantitatively analyzed by UV-vis spectrometer (Dual-FL, Horiba) at the wavelength of 278 nm for furfural content. The influence of SGO dose (2–8%), reaction temperature (150–230 °C), and reaction time (50–130 min) on furfural yield were studied step by step.
Furfural yield H (%) is calculated based on the ratio of the mass of furfural produced and mass of sugarcane bagasse used as described in Equation (1):
2.4 Characterization
Scanning electron microscope (SEM) images were used to study the morphologies of the synthesized nanocomposite by using S-4800, Hitachi, Japan, with the accelerating voltage of 10 kV, magnification of 5,000 to 300,000×, resolution of 0.2 nm for high contrast polepiece, and 0.14 nm for high-resolution polepiece and JEM-1400, JEOL, Japan, with the maximum accelerating voltage of 120 kV with the magnification of 800,000× and CCD systems for image capture. Fourier transform infrared spectroscopy (FTIR) was measured by using Alpha-E, Bruker Optik GmbH, Ettlingen, Germany, with potassium bromide (KBr) pellets in mid-infrared range (400–4000 cm−1) with a resolution of 0.2 cm−1 and standard deviation of 0.1 % T. Raman spectra were used to study the defects of SGO by using Labram 300, Jobin Yvon, Japan. X-ray diffraction (XRD) was carried out in D2 Phaser, Brucker, Germany with Cu-Kα radiation (λ = 0.1541 cm-1), 2θ scan range between 5 and 80 o, scanning speed of 1 o/s, step size of 0.02. Brunauer-Emmett-Teller (BET) specific surface area was measured by BET adsorption/desorption isotherm of N2 at 77.35 K and 756 mmHg by utilizing NOVA 2200e, Quantachrome, America. Energy-dispersive X-ray spectroscopy (EDX) was recorded by using JMS, JEOL, Japan, with operating parameters of Wolfram cathode, accelerating voltage between 0.5 and 30 kV, and resolution of 3 nm at 30 kV and 1 nm at 15 kV. UV-visible spectrophotometry (UV-vis) was performed on Horiba Dual FL, Japan, to determine the concentration of furfural post-reaction.
3 Results and discussion
3.1 Influence of precursor ratio on the characteristic and catalytic performance of SGO
As shown in Figure 2a, the presence of functional groups of the synthesized samples is analyzed via FTIR spectra. FTIR spectra of GO show absorption peak at 1731, 1403, and 1128 cm–1 corresponding to C=O, C–OH, and C–O–C groups, respectively [16]. In particular, it could be observed that there is a distinctive peak at 3000–3700 cm–1 characterized by the vibration of –OH. These results can be explained that Gi has been oxidized, leading to the attachment of oxygen-containing functional groups in the structure. Besides, the FTIR spectrum of GO also has the distinctive peak of the C=C bond at the 1613 cm–1, which is a characteristic bond for the carbon network of graphene-based materials [17]. FTIR spectra of SGO materials have fluctuations similarly to those of GO. Besides that, the oscillation peaks at 1352, 1218, and 1071 cm–1 demonstrated the successful functionalization of –SO3H and O=S=O in the structure of SGO [12]. The intensity of these peaks increased with the amount of SA used for preparing SGO-1 to SGO-5. This proved that the efficiency of the sulfonation increases gradually with the dose of SA. The success in sulfonation of graphene oxide is further demonstrated by structural and morphological studies.
Raman spectra of GO material and SGO samples are presented in Figure 2b. GO has two characteristic D and G bands centered at 1330.04 and 1593.41 cm–1, respectively [18]. The former is observed at about 1327–1330 cm–1, while the latter shows a peak at the position of about 1590–1600 cm–1, which is consistent with previous studies [19]. GO has a much lower ID/IG ratio than samples synthesized by conventional methods, confirming the role of H3PO4 in controlling the excessive oxidation and reducing defects in the carbon network [12]. Despite the presence of flaws in the lattice, the catalytic material SGO-5 has the same structure as GO. The ID/IG values of 5 samples are reported in Table 2, demonstrating that the defect in the structure of SGO material is higher than that of GO [11]. This can be explained by the covalent bonding of –C6H4SO3H (–PhSO3H) and oxygen-containing functional groups, breaking the C=C bonds in the graphene structure, and altering several atoms C in sp2 hybrid state to sp3. Due to the increase in the intensity of D and decrease in that of the G peak, the ratio of ID/IG increases. In addition, increasing ID/IG values of SGO samples showed that the sulfonation efficiency increased when the amount of SA precursors involved in the GO reaction increased.
The successful attachment of sulfonate –SO3H groups to the GO substrate is further verified through the results of elemental composition analysis in the materials as shown in Table 2. The results showed that the presence of element S in the SGO samples and the mass percentage of S element increased gradually, corresponding to the decrease in the C/S ratio from SGO-1 to SGO-5.
As demonstrated in Figure 3, diluted furfural (10 mg/L) solution demonstrated a distinctive absorption peak at 278 nm. The synthesized furfural using GO and SGO catalysts displayed the same peak as pure furfural with varied absorbance strength. The results in Table 2 show that the furfural efficiency as using the catalyst of SGO samples is much higher than as using GO (1.5–2 times). This proved that the additional attachment of –SO3H groups onto GO increases the acidity of the material many times, although GO still has acidic functional groups like –OH or –COOH [20]. By the results of the elemental composition analysis, an increase in the composition of sulfonate groups increased gradually as % S in these samples increased in the order of 1.39, 1.76, 2.09, 2.50, and 3.51 %, corresponding to an increase in catalytic efficiency of 7.9, 9.2, 9.6, 9.9, and 10.2 %, from samples SGO-1 to SGO-5, respectively, which is similar to the obtained results of UV-vis analysis of the post-reaction solution. For the solid catalysis in furfural synthesis, the acidity depended on the amount of acidic functional groups in the structure of the material plays as the main factor in affecting furfural synthesis efficiency [21]. With the most effective catalytic ability to catalyze furfural formation, SGO-5 synthesized with a GO:SA precursor ratio of 1:3.5 was chosen as the main catalyst material used in this study. SGO-5 material continues to be analyzed more carefully in terms of structural–morphological characteristics and its application as a catalyst for the investigation of factors affecting the efficiency of furfural synthesis.
As shown in Figure 4, the crystal structure of GO and SGO-5 was reflected by XRD analysis. The diffraction peak of the crystal plane (002) at 2θ = 11.49 °, which is consistent with interlayer spacing d(002) = 1.139 nm. This indicates the presence of oxygenated functional groups that have bonded to the GO surface, increasing the distance between the monolayers when compared to pristine graphite [15, 22]. The XRD pattern of SGO-5 is similar to that of GO, but the diffraction peak (002) shifted to 2θ = 10.53 ° (d(002) = 1.243 nm). This result demonstrates that the functionalization of –SO3H does not have a significant effect on the crystal structure of GO [12]. The increase in the interlayer spacing indicates that the functionalization of the sulfonic group could help minimize the restacking of GO sheets.
As indicated in Figure 5, SEM images of GO and SGO-5 demonstrated the randomly stacked and overlapped thin GO sheets with numerous wrinkles and folds. Furthermore, the SEM image of SGO-5 also showed that the structure of GO remained intact after the sulfonation [23].
Figure 6 shows TEM images analyzing the morphologies of GO and SGO-5 which are similar to the analysis results of SEM images; wrinkles and folds show that GO and SGO-5 are made up of many 2-dimensional monolayers linked together by interactions between oxygen-containing functional groups or by π–π interaction [24]. In addition, the dark areas on the TEM image of SGO-5 are more transparent than the GO, showing less stacking of single-layer sheets [20]. This demonstrates that when functionalization of –PhSO3H, the separation of each layer of SGO material is more effective than GO material.
EDX spectra of GO and SGO-5 are shown in Figure 7. Despite the signals of elements C and O, SGO-5 also gave the signal of element S, which shows the agreement with the results of FTIR analysis, when the –PhSO3H groups were successfully functionalized to the GO structure [12, 20]. Furthermore, a weak signal of element S could be detected in the EDX spectrum of GO as there have been reported the formation of organosulfur functional groups on the surface of GO when the improved Hummer’ method is used [25, 26].
Specific surface areas BET of GO and SGO-5 material are 91.1 and 88.05 m2/g, respectively. The specific surface area of SGO-5 is slightly lower than that of GO that is related to the functionalization of sulfonate groups onto GO sheets [27]. Furthermore, the drying of GO sheets could lead to the stacking of GO sheets, subsequently, explaining the low specific surface area of GO and SGO solid catalysts. The analytical results of the specific surface area and pore size of the materials are lower than the previous studies as shown in Table 3. This can be explained by the fact that SGO still retains the layered structure after the synthesis process, leading to the number of cross-linking between the GO plates to create lower porosity than the finish cladding materials.
3.2 Influences of reaction conditions on the catalytic performance of SGO
Hemicellulose after being isolated was dispersed in deionized water and used as a starting material for furfural synthesis. The SGO nanomaterial for production of furfural was conducted via 2–8 wt%. The results in Figure 8a witnesses a maximum yield of 20.6 % as the catalyst was changed to 5 wt% of SGO loading, which is attributed to the increase in the reactive site and sorption capacity of SGO [30]. However, the furfural yield was observed to significantly decline to 16.0 % with the increases in the catalyst loading in the reaction system. This could be explained that the formation of the by-product was unavoidable if the excessive solid acid SGO was used. Particularly, humin, one kind of low-value solid compound with a complex structure, was stated too strongly diminishes the yield of valuable platform chemicals from the hydrolysis of biomass [31]. Under the suitable condition, those compounds were possibly formed by the resinification, polycondensation, and cyclization that occurred among the resultant furfural themselves or between furfural and xylose based on the aldol condensation [32]. Therefore, in this work, the amount of hemicellulose was utilized with 5 wt% SGO to maximize the sufficient acidic site for hydrolysis reaction and restrict the acidic-favored formation of any unwanted products. The highest furfural efficiency due to the use of 5 % SGO could confirm the impressive catalytic capacity of SGO. For comparison with liquid mineral acid under the same condition, the large amount of those catalysts were used due to the high concentration of protons in aqueous media that have consequently come up against various difficulties in residue neutralization and treatment for recovery and disposal after the reaction. The requirement of a minimal amount of catalyst not only guarantees a high reaction efficiency but also effectively simplifies the reaction and operating process [30].
Toward the thermochemical liquefaction, the temperature was deemed as a vital parameter that affects the production of furfural. According to Figure 8b, the yield was obtained 4.4 and 10.2 % at 150 and 170 °C, respectively, and once running temperature from 180 to 200 °C, the yield increased sharply. This is due to the higher temperature that can accelerate the dehydration processes of the hemicellulose to xylose and from xylose to furfural [33]. Besides, according to the research of Weingarten et al (2010), the dehydration of xylose requires the highest activation energy, so temperature plays a vital role in the improvement of the yield [34]. The hydrolysis reaction as a dominant process held up a maximum furfural yield at 190 °C (20.6 %), but the considerable decline to 12.1 % expressed in the temperature range 200–230 °C. The yield loss was strongly believed to be caused by the conversion of the desired product to other furan derivatives under the acidic medium at high temperatures [35]. Besides, the reduction of the various functionalized group such as –OH, –COOH, or –PhSO3H in SGO during the hydrolysis process could decline its catalytically acidic sites via the catalytic capacity corresponding to the major loss in furfural yield [36, 37]. Therefore, it is worth noting that the yield of 20.6% was appropriately optimized at 190 °C to obtain the desired product. Compared to other research toward the energy-consuming duty, these results were noticed as impressive as the reaction with high furfural yield was only operated at the low temperature using the environmentally friendly catalyst.
The impact of reaction time on furfural yield was studied in the range of 50–130 min, as shown in Figure 8c. The furfural yield is observed to increase to 19.0 % when the reaction was occupied to 70 min and reach the peak (20.6 %) after the 90-min process. However, the result subsequently attested a drop to 16.2 % after 130 min. This could be explained as the occurrence of competitive side reactions, especially the formation of humin as mentioned above [38, 39]. The extended retention times in the reactor along with high temperature (190 °C) can lead to undesired decomposition, condensation, and/or repolymerization among the furfural molecules and their unwanted derivatives, which aid in the decrease in yield [31]. According to Mohamad et al (2017), the dehydration of xylose to furfural was claimed to achieve a lower reaction time than that of the unfavorable reaction, i.e., the condensation and repolymerization. Therefore, a longer reaction time resulted in the vast occurrence of by-products that affect the furfural yield.
From the empirical investigation, the optimal reaction condition for synthesis furfural from biomass using SGO as an active acid catalyst was indicated as 5 wt% catalyst loading as compared with the hemicellulose dose, the temperature of 190 °C, and reaction time of 90 min.
According to Table 4, the SGO expressed a synergetic catalytic property in comparison with other mineral acids at the same condition. Besides, the extreme temperature with an extended reaction can lead to a diminish in yield due to the side reaction. It was recorded that furfural chemically contains three unsaturated bonds with highly reactive characteristics; hence, it is vital to control the furfural recovery immediately after reaction by steam distillation to avoid its interaction with other aldehydes and other aromatic compounds [41]. Furthermore, a higher concentration of proton H+ enriched by the acidic catalyst was proved to enhance the efficiency of the hydrolysis of hemicellulose to furfural. From the table, it is concluded that the use of SGO as a catalyst is a highly promising pathway for furfural production from biomass.
The conversion from hemicellulose to furfural undergoes 2 steps: hydrolysis of hemicellulose to xylose (Figure 9) and dehydration of xylose to furfural under acidic medium (Figure 10). For the hydrolysis of hemicellulose to xylose, the oxygen-containing groups (–COOH, –OH) and –SO3H in SGO produce proton H+, which directly attacks the C–O–C bonding to form trivalent oxygen bonding (a). This bond then is separated into 2 groups (b): one containing carbocation, which later reacts with a water molecule to yield –C–O+H2, and one containing hydroxyl –OH group (c). The –C–O+H2 is deprotonated to form –C–OH bonding (d). Following the dehydration process of xylose, the H+ from SGO will react with the 4th OH group of xyloses forming a trivalent oxygen bonding –C–O+H2. Due to the lower electronegativity, the charge was transferred to the nearby carbon to form a –C+H cation and release one water molecule (a). Next, the 4th and 5th carbon will create C=C bonding, which leads to the ring opening and the formation of C=O at 1st carbon (b). Likewise, the H+ continues to attack with the OH group at 3rd carbon to yield another double bond and release water (c). Eventually, the proton will react with the OH group at 2nd carbon, attributing to deprotonation to close the ring of furfural (d).
4 Conclusions
In this study, furfural was synthesized from sugarcane bagasse, a common by-product in agriculture, as a raw material to solve the problem of handling biomass as well as maintaining the sustainable furfural supply for industries. Besides, sulfonated graphene oxide (SGO) catalyst with GO:SA precursor ratio of 1:3.5, corresponding to SGO-5 sample, shows the highest catalytic performance. SGO-5 is a rapid and efficient catalyst with a low catalyst loading (5 wt% as compared with the hemicellulose used) for 90 min at 190 °C highest conversion of furfural from this biomass resources. Based on the characterization of SGO-5 also has –PhSO3H groups substitution, which is a major factor in the acidity of the material and ensures good exfoliation of GO layers of the material as well as participates in the hydrolysis of hemicellulose and dehydrates xylose to form furfural. Furthermore, the sulfonation of GO makes the catalyst more reactive in the aqueous phase and also stabilizes other acidic functional groups such as –COOH and –C–OH of GO, which increases the catalytic efficiency at the right conditions.
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We acknowledge the support of time and facilities from Ho Chi Minh City University of Technology (HCMUT), VNU-HCM for this study.
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Le Minh Huong, Ninh Thi Tinh, Tran Quoc Trung, Nguyen Quoc Viet, and Nguyen Minh Dat: Experimental, Data curation and Formal analysis; Nguyen Thi Phuong and Tran Thanh Tuan: Writing-Original draft and Editing; Do Gia Nghiem, Doan Ba Thinh, and Doan Thi Yen Oanh: Writing-Review and Editing; Hoang Minh Nam, Mai Thanh Phong, and Nguyen Huu Hieu: Conceptualization and Methodology, Supervision.
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Huong, L.M., Trung, T.Q., Tuan, T.T. et al. Surface functionalization of graphene oxide by sulfonation method to catalyze the synthesis of furfural from sugarcane bagasse. Biomass Conv. Bioref. 14, 147–157 (2024). https://doi.org/10.1007/s13399-021-02272-5
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DOI: https://doi.org/10.1007/s13399-021-02272-5