Jishi Zhang*,
Wenqian Zhao,
Chuanfang Fan,
Wenqing Li and
Lihua Zang
College of Environmental Science and Engineering, Qilu University of Technology (Shandong Academy of Science), No. 3501 Daxue Road, Changqing District, Jinan 250353, China. E-mail: lyzhangjishi@163.com
First published on 17th November 2020
In this work, a novel cobalt-doped magnetic carbon (CDMC) was prepared to boost hydrogen (H2) and methane (CH4) generation. A one-pot approach was employed to produce H2 and CH4 with an incompletely heat-treated mixed culture. A moderate amount of CDMC promoted biogas evolution, while excess CDMC eroded both H2 and CH4 productivity. The CDMC (600 mg L−1) group achieved the highest biogas yields of 176 mL H2 per g glucose and 358 mL CH4 per g glucose, which were higher than those (102 mL H2 per g glucose and 288 mL CH4 per g glucose) found in the control group without CDMC. The mechanisms of H2 and CH4 production via the one-pot approach with CDMC were speculated to be as follows: CDMC provided beneficial sites and two elements (Co and Fe) for culture growth and boosted electron transfer, facilitating glucose degradation and conversion. Supplementation of carbon matrix composites and trace elements in biogas production has been shown to be an efficient strategy.
To date, dark anaerobic processes have been developed to convert manure, biomass, organic wastewater and sludge into biogas.1 However, to enhance the overall performance of biogas production, there are still some disadvantages to be overcome, including substrate inhibition and pH fluctuation due to excess organic loads or ammonia accumulation.1,4 Vu and Min1 observed that a high amount of glucose (10 g L−1) could cause a lower CH4 generation rate than other glucose amounts, which was attributed to volatile fatty acid (VFA) suppression. Various strategies for promoting CH4 evolution and process stabilization have been developed, mainly involving two-pot approaches, pH regulation, conductive material stimulation, electrochemical assistance and trace element addition.1 Among these methods, conductive material stimulation and trace element addition are simple and practical, and have good research prospects.5 For the bioH2 process, the primary bottleneck is the low H2 yield, which needs to be overcome by optimizing the metabolic pathway. To date, some carbon composites have been shown to boost biogas (e.g., H2 and CH4) generation.6 These carbons can immobilize cultures and boost electron transfer, which facilitate enhanced syntrophic interaction.
Metallic nanoparticles can be immobilized onto the surface of some carbon matrices, such as carbon nanotubes (CNTs), activated carbon (AC), and biochar (BC), as well as their formed carbon composites. The composites improve particle reactivity and decrease particle agglomeration, which can help culture immobilization and cell growth.6 For instance, an Fe3O4/graphene composite increased the H2 yield by 42%, which contributed to boosting hydrogenase enzymatic activity and accelerating the microbial degradation of organic matter.7 The highest CH4 yield from food waste occurred with 75 mg per L Fe3O4 particles.8 Fe3O4 is related to iron solubility and bioavailability because soluble iron is an essential factor in biogas evolution and is readily employed by mixed cultures to maintain essential metabolic activities.6 Previous studies also illustrated that extra Fe3O4 could achieve a 20.1–26.4% improvement in bioH2 yield when a moderate amount of Fe3O4 (50–400 mg L−1) was used.9,10 Han et al.11 found that the H2 yield from a substrate modified with hematite was increased by 33%. They inferred that hematite could release iron ions to boost the activity of hydrogenase enzymes.11 Iron-including enzymes are mainly required for the production of H2. Considering that functional-graphene preparation is complicated and expensive, employing carbon matrix composites that are relatively easily prepared seems to be a promising method.12
Fe, Mn, Co and Ni are essential trace elements that make up cofactors and enzymes. Supplementing anaerobic systems with such elements has been shown to play vital roles in boosting biogas generation.13–15 Related studies have revealed that an increased biogas yield and lowered VFA inhibition were attributed to some trace metals that exhibited dominant effects in buffering and microbial metabolism during biogas evolution.14,15 A moderate amount of trace elements improved the assimilative capacity of a mixed culture, improving biogas generation. For instance, Ca, Mg, Co and Ni concentrations of 303.0, 777.0, 7.0, and 3.0 mg L−1 have been used.16 In addition, the inhibition stress from trace elements depends on the salt species and concentration used in anaerobic evolution systems. The availability of trace metals for maintaining microbial growth and metabolism strongly depends on the metal species and chemical states. These factors are also controlled by the total metal amount and other operational parameters. Fe is present in Fe–S clusters, which are associated with culture intracellular reactions. Moreover, Fe participates in oxidase and cytochrome formation.15 In typical biogas generation systems, Fe is often supplemented at a higher amount than are Co and Ni.13 Some studies have revealed that a moderate amount of iron, such as Fe2+, Fe3O4, Fe0, and Fe2O3, boosted Fe-hydrogenase activity, which caused biomagnification of the H2 yield.17,18 In addition, Co can form complexes with soluble metabolic products (SMPs).13 Co ions in the liquid phase are likely related to vitamin B12, which plays vital roles in methanogenesis.13 A previous report showed that moderate amounts of Co and Ni ions (0.1–0.3 mg L−1) could be employed to maintain biogas production stability.13 However, there are few reports on an advanced method for bioH2 and bioCH4 production with cobalt-doped magnetic carbon (CDMC) in one bioreactor.
Therefore, the goals of this work are (i) to prepare and characterize CDMC containing Fe, Co and C, (ii) to investigate the effect of CDMC amount on H2 and CH4 yields, (iii) to compare the influence of CDMC on microbial morphologies and SMPs, (iv) to elucidate the CDMC promotion effects underlying bioH2 and CH4 generation, and (v) to highlight the advantages of the one-pot approach by comparison with previous studies.
Physicochemical indexes | Seed sludge |
---|---|
pH | 6.9 ± 0.1 |
TS (wt%) | 10.5 ± 0.5 |
VS (wt%) | 54.5 ± 0.5 |
TC (mg L−1) | 2360 ± 100 |
TOC (mg L−1) | 1590 ± 70 |
IC (mg L−1) | 800 ± 50 |
COD (mg L−1) | 10600 ± 300 |
NH4+ (mg L−1) | 2400 ± 100 |
VFAs (mg L−1) | 340 ± 10 |
(1) |
(2) |
C6H12O6 + 6H2O → 6CO2 + 12H2 | (3) |
Biohydrogen evolution involves a complex pathway, and the components and distribution of SMPs mainly depend on the species and quantities of microorganisms employed in the bioevolution process under the same operating parameters. SMP generation also contributes to bioH2 evolution under conditions controlled by dominant microbes. In addition, either mixed or single cultures are employed to convert glucose to mixed gases, such as H2, CH4 and CO2.2 CDMC supplementation increases interspecies hydrogen transfer (IHT) and decreases the spatial distance between different members from the mixed culture consortium growing on some substrates, which are beneficial for degrading glucose, producing VFAs, and converting them into biogas.
To determine the organic load obtained with CDMC, the pH of the batch anaerobic system was not regulated. During the initial period of the fermentation process, H2 accumulation occurred in the control group compared with the H2 content in the CDMC reactors (Fig. 2a). This indicated the anaerobes were better adapted to use the substrate at CDMC concentrations between 200 and 800 mg L−1. Fig. 2a shows that H2 production occurred in the earlier stage (48 h), which accompanied by VFA and ethanol generation. As presented in Fig. 2a, an increase in H2 yield was also achieved at various concentrations of CDMC. When the CDMC concentration was raised to 600 mg L−1, the highest H2 yield was observed to be 176 mL H2 per g glucose, which was 72.5% higher than that found in the control group without CDMC addition (102 mL H2 per g glucose). Fig. 2a also illustrates that excess CDMC (e.g., 800 mg L−1) erodes H2 productivity, which is probably due to the toxicity to microbes caused by extra CDMC.
On the other hand, the bioH2 process lasted until H2 production was accomplished (48 h). CH4 generation occurred on the 3rd day because some anaerobic culture consortia, such as methanogens (Methanobacterium and Methanosaeta) and thermoacidophiles were not completely inhibited in the preheating treatment step.24 Moreover, the culture consortia were gradually activated through stimulation by Co ions from CDMC. These microbes probably take part in CH4 generation through the following two reactions (eqn (4) and (5)):
CH3COOH → CO2 + CH4 | (4) |
4H2 + CO2 → 2H2O + CH4 | (5) |
During the acetoclastic methanogenesis process, acetate (CH3COOH) is converted by acidophiles to CO2 and CH4. Meanwhile, hydrogenotrophic methanogens use H2 and CO2 as substrate to produce CH4 and H2O. According to these reactions, with prolonged fermentation time, the methanogens were activated and adapted to the environment caused by CDMC introduction. Methanogens replaced HGB and became the dominant microbes, which led to a decreasing H2 yield and increasing CH4 yield. Moreover, the CH4 yield increased as the CDMC content was increased from 0 to 600 mg L−1. The 600 mg per L CDMC group achieved the highest yield of 358 mL CH4 per g glucose, which was 24.3% more than that observed in the control reactor (288 mL CH4 per g glucose). A similar study was conducted by Abdelsalam et al.25 who found that the overall performance of the bioCH4 generation process was improved by supplementing Co and Ni and that a small amount of nanoparticles, such as Co, Ni, Fe and Fe3O4, boosted the CH4 yield by up to 1.7-fold.25 In addition, CDMC promoted TOC decomposition and its conversion into biogas, resulting in a reduction in TOC concentration (Fig. 3). Interestingly, the group with 600 mg per L CDMC achieved higher methane content than the control group, while the ammonia nitrogen concentration did not increase significantly (Fig. 3). This reduced the inhibition of ammonia on the activity of methane synthase.26 CDMC has a porous structure, which offers a good environment for both the colonization and metabolism of syntrophic anaerobes growing on the cosubstrate. Such interactions boosted TOC degradation and biogas evolution.27
Besides, the data of biohydrogen and biomethane production were analyzed by the one-way ANOVA using IBM SPSS Statistics 22 to determine whether CDMC had a significant effect on them. Statistical significance was delimited by p-values equal or less than 0.05.28 The detailed statistical analysis results were shown in Table 2. It can be seen that the p-values of the biohydrogen and biomethane yields are both less than 0.001. This indicated that the addition of CDMC could significantly affect the performance of dark fermentation and anaerobic digestion process, whose mechanisms will be further explained in next section.
DF | MS | F | p-Value | ||
---|---|---|---|---|---|
H2 yield | Between groups | 4 | 2579.139 | 551.098 | <0.001 |
Residual | 10 | 4.680 | |||
Total | 14 | ||||
CH4 yield | Between groups | 4 | 2248.863 | 72.128 | <0.001 |
Residual | 10 | 31.179 | |||
Total | 14 |
As shown in Fig. 2b, excess CDMC (e.g., 800 mg L−1) obviously eroded H2 and CH4 productivity. The aforementioned phenomena could likely be attributed to the following aspects: (i) excess CDMC could aggregate, which decreased mass transfer and SMP conversion; (ii) excess CDMC could penetrate the cell wall and cause oxidative stress, which inhibited anaerobes;15 and (iii) excess CDMC (800 mg L−1) could elevate the final pH (7.9) and increase free ammonia (NH3–N) generation, which would limit microbial activity.29 In addition, anaerobic digestion using a one-pot approach combined with CDMC could achieve in situ CO2 sequestration to elevate the CH4 content.6 Fe2+ from Fe3+ reduction was also observed to be metabolized by microbial activity, which boosted the capture of CO2 and converted CO2 and H2 to CH4.30
C6H12O6 + 2H2O → 2CH3COOH + 2CO2 + 4H2 | (6) |
C6H12O6 → C3H7COOH + 2CO2 + 2H2 | (7) |
C6H12O6 + 2NADH + 2H2O → 2CH3CH2OH + 2HCO3− + 2NAD+ + 2H2 | (8) |
Fig. 4 Impacts of CDMC dosage on SMP concentration and distribution: (a) control (0 mg per L CDMC), (b) CDMC (200 mg L−1), (c) CDMC (400 mg L−1), (d) CDMC (600 mg L−1), and (e) CDMC (800 mg L−1). |
Fig. 4 reveals that all the ratios of (HAc + EtOH)/SMPs exceeded 70%, which indicated that EtOH-type evolution was dominant in the bioH2 generation process (Fig. 4).31 The moderate amount of VFAs caused a suitable pH of 4.5–6.0; such pH values facilitated to provide desirable conditions for H2-producing microbes, thereby increasing the H2 yield.32 The HAc concentration gradually increased with increasing CDMC concentration from 0 to 600 mg L−1 (Fig. 4). During the bioH2 generation phase, the feedstock with 600 mg per L CDMC achieved the highest contents of HAc and SMPs, which were 982 mg L−1 and 2033 mg L−1, respectively (Fig. 4d). However, the HAc and SMP concentrations decreased significantly when the CDMC concentration exceeded 600 mg L−1, particularly when the CDMC concentration was further raised to 800 mg L−1. In addition, when the NADH-consuming pathways, such as those related to EtOH and HPr metabolism, could be inhibited by controlling the operational parameters, bioH2 productivity through the NADH oxidation pathway was boosted (eqn (8)). Moreover, the concentration of CDMC could also impact the H2 yield, whose changes were consistent with SMP concentration and distribution (Fig. 2a). Vu and Min observed that HAc or HPr was dominant in acidogenic products in bioreactors loaded with 2 and 4 g per L glucose, whereas HBu dominated among VFAs at a high OLR of 10 g per L glucose.1 Similar work was performed by Zheng et al.33 who concluded that the VFA components and distribution were dependent on the system pH level in the bioH2 evolution process. HAc generation generally occurred under neutral conditions or at a moderate amount pH (6.0–8.0), while a low pH (4.0–5.0) helped generate HBu.33
VFAs are the major intermediates during the bioCH4 process. Moreover, CH4 generation occurred with prolonged time when some methanogens, such as acetoclastic and hydrogenotrophic methanogens, were activated by the stimulation of Fe2+ and Co2+ ions from extra CDMC and became dominant in microbial succession. Consequently, the H2 yield was reduced, whereas the CH4 yield was obviously increased, because hydrogenotrophic methanogens could consume H2 to produce CH4. This result was similar to a previous study, in which an optimal time between 36 h and 48 h for bioH2 production with a mixed culture was observed by Satar et al.2 During the subsequent bioCH4 process, similar VFA and SMP concentrations were present in all cases (Fig. 2). In addition, synergetic microbes can achieve direct interspecies electron transfer (DIET).6 For instance, the electrons generated by Geobacter during EtOH conversion to bioCH4 were transferred to other cultures, such as Methanosarcina and Methanosaeta methanogens, through c-type cytochrome or conductive pili for CH4 evolution via the pathway of CO2 reduction (eqn (5)).34 A previous report demonstrated that either adopting EtOH-type evolution or feeding EtOH was a feasible strategy for obtaining large quantities of Geobacter and boosting DIET-based synergetic communities. When EtOH was absent from the SMPs, IHT-based methanogens were dominant in methanogenic communities and could completely replace DIET-based methanogens.35 Interestingly, as shown in Fig. 2, the presence of EtOH could achieve the gradient utilization of SMPs to obtain more biogas. Although CH4 generation was closely associated with the SMP concentration and composition, EtOH could not be directly converted into CH4. Moreover, the acetogens consuming EtOH were slightly inhibited during subsequent CH4 production under weak alkalinity.36 In the bioCH4 production phase, as the evolution time increased, SMPs gradually began to decline at 7 d, while the EtOH concentration obviously decreased from 13 d. The final SMP concentration ranged from 500 to 900 mg L−1, whereas HAc accounted for approximately 50% of SMPs in all cases. However, EtOH degradation in the bioCH4 evolution process was not obvious because there were not enough acetogenic microbes to convert EtOH to HAc. In addition, CH4 generation was slower at the high CDMC concentration of 800 mg L−1 than at other concentrations, likely due to the low degradation of EtOH. Therefore, the SMP distribution in the liquid effluent from the bioprocess varied slightly due to differences in CDMC concentration and microbial diversity.
The microbial morphologies in the final stages of the control and CDMC (600 mg L−1) groups are shown in Fig. 5. Compared with the control reactor (Fig. 5a), the number of anaerobes in the CDMC group (600 mg L−1) illustrated obvious enrichment (Fig. 5b). In addition, the stimulation of anaerobes by CDMC intervention evidently caused the secretion of extracellular polymeric substances (EPS). A previous study revealed that proteins were dominant in EPS, followed by polysaccharides.39 Surface EPS could be related to both interspecies electron and mass transfer.39 Zhao et al. examined granular sludge in methanogenic tanks fed with SMPs from ethanol-type evolution and observed high conductivity for DIET.40 They found that Geobacter species such as G. metallireducens and G. sulfurreducens facilitated DIET through their e-pili to form culture aggregates.38 Moreover, coccus-shaped bacteria were present in the control experiment, while rod-shaped microbes were dominant in the CDMC (600 mg L−1) group (Fig. 5). Guo et al.41 investigated an interesting phenomenon in which short rod-shaped cells of Pseudomonas sp. GZ1 grew well at 35 °C but could still survive when treated at 80 °C for 120 min. This phenomenon indicated that strain GZ1 was capable of converting some nutrients, such as carbohydrates and proteins, into acetate and simultaneously obtaining H2. Satar et al.2 employed an immobilized mixed-culture system to produce H2 and CH4 with glucose. They found that the mixed cultures could consume more glucose to generate H2 and CH4 at 60 °C than at other temperatures.2
Rod-shaped cultures constituted the dominant communities and were capable of producing higher CH4 yields than those obtained from communities dominated by coccus-shaped bacteria. Consequently, a moderate amount of CDMC (200–600 mg L−1) had a positive impact on both bacteria and archaea that were prominently promoted, such as Geobacillus sp., M. thermophilus, M. defluvii, and T. thermosaccharolyticum, which led to a high CH4 yield.42 In addition, humic substances, such as humic and fulvic acids, have been found to be electron mediators that could boost long-distance DIET in syntrophic cultures.43 Thus, CDMC selectively achieved functional microbial colonization with rod-shaped bacteria, and served as the H+/CH3+ transfer medium during anaerobic digestion process. However, the microbial diversity and the culture of rod-shaped and coccus-shaped microbes also depended on the anaerobic culture, substrate components, OLR, pH level, and process temperature. The environmental variables of SMPs and pH have strong impacts on microbial community structure. pH is a vital abiotic factor that affects the survivals of different microbes, rate of biological reaction, and energy production.44 The end pH levels in all digesters were 7.2–7.9, higher than those in the initial stages (6.9). Excess CDMC caused a high final pH value. In addition, the free NH3, Fe2+, and Co2+ concentrations had direct impacts on the overall pH and the dominant microbial community of the anaerobic system.45 However, excess CDMC could cause oxidative stress harm, which eroded the bacterial cell membrane and limited key enzymatic activity. Thus, the relationship between parameter fluctuations and microorganisms could reasonably explain the above problems.
CDMC (mg L−1) | Gompertz equation | Logistic equation | ||||||
---|---|---|---|---|---|---|---|---|
Ym (mL g−1) | Rm (mL (g h)−1) | λ (h) | R2 (%) | Ym (mL g−1) | Rm (mL (g h)−1) | λ (h) | R2 (%) | |
0 | 102.02 | 32.99 | 5.49 | 99.84 | 101.97 | 29.73 | 5.59 | 99.88 |
200 | 152.89 | 21.16 | 5.48 | 99.68 | 151.31 | 20.91 | 5.7.0 | 99.91 |
400 | 166.22 | 23.60 | 5.16 | 99.86 | 164.53 | 23.11 | 5.32 | 99.73 |
600 | 174.02 | 22.83 | 4.63 | 99.32 | 171.78 | 22.33 | 4.75 | 99.00 |
800 | 163.21 | 25.70 | 5.28 | 99.79 | 161.82 | 25.21 | 5.44 | 99.79 |
In addition, Table 3 illustrates that the highest values of Ym (H2) (174.02 and 171.78 mL H2 per g glucose) occurred at 600 mg per L CDMC; these values were obtained using the modified Gompertz and logistic equations, respectively. The two values were slightly lower than those (210.51 and 209.90 mL H2 per g glucose) determined for a mesophilic H2 process modified with 400 mg per L manganese-doped magnetic carbon (MDMC).15 The Ym (H2) values were positively correlated with CDMC concentrations ranging from 0 to 600 mg L−1 and corresponded to the highest Rm (H2) values of 22.83 and 22.33 mL g−1 h−1 (Table 3). Similarly, the CDMC group (600 mg L−1) obtained the highest Ym (CH4) values of 355.73 and 343.68 mL CH4 per g glucose, which were fitted with the modified Gompertz and logistic equations, respectively (Table 4). Surprisingly, the Ym (CH4) values were in proportion to the CDMC concentration up to 600 mg per L CDMC, and the corresponding Rm values were 50.08 and 50.59 mL g−1 d−1. The two kinetic equations also illustrated that the microbial growth curves for bioH2 and CH4 production demonstrated sigmoidal trends that had positive correlations with the H2 and CH4 yields.
CDMC (mg L−1) | Gompertz equation | Logistic equation | ||||||
---|---|---|---|---|---|---|---|---|
Ym (mL g−1) | Rm (mL (g d)−1) | λ (d) | R2 (%) | Ym (mL g−1) | Rm (mL (g d)−1) | λ (d) | R2 (%) | |
0 | 288.73 | 51.97 | 3.57 | 99.93 | 282.13 | 53.01 | 3.8 | 99.75 |
200 | 323.24 | 51.45 | 3.45 | 99.78 | 313.96 | 52.76 | 3.67 | 99.14 |
400 | 327.75 | 51.47 | 3.38 | 99.84 | 318.39 | 52.07 | 3.61 | 99.21 |
600 | 355.73 | 50.08 | 2.84 | 99.34 | 343.68 | 50.59 | 3.07 | 98.27 |
800 | 291.27 | 64.29 | 3.51 | 99.93 | 286.88 | 64.39 | 3.67 | 99.68 |
When CDMC concentrations exceeded 600 mg L−1, continuing to increase the amount of CDMC decreased the Ym values (H2 and CH4), which indicated that excess CDMC could erode bacterial activity. Excess CDMC caused oxidative stress and free NH3–N inhibition, leading to toxicity. The samples supplemented with 40–60% carbon composites were nontoxic to anaerobes that were present in the H2 evolution process, but excess metallic ions possibly eroded the microorganisms when large amounts of CDMC were employed. Moreover, the cytotoxicity probably came from the higher final pH (7.9) at 800 mg per L CDMC, which could shift the NH4+–N and NH3–N dissociation equilibrium toward NH3–N evolution.29 NH3–N is regarded as a critical factor of toxicity because of its high permeability via cell membranes,29 which causes K+ depletion and intracellular proton imbalance.26 NH3–N restriction commonly occurs in thermophilic anaerobic digestion.48 Nevertheless, some ions, such as Co2+ and Fe2+, derived from the CDMC composite could take part in the acid–base equilibrium of the anaerobic system (eqn (9)–(11)), in which VFAs are represented by CxHyCOOH.6
NH4+ + OH− → NH3·H2O | (9) |
CO2 + H2O → HCO3− + H+ | (10) |
CxHyCOOH + NH3·H2O → CxHyCOO− + NH4+ + H2O | (11) |
However, excess CDMC led to more Co2+ and Fe2+, which disturbed the acid–base balance, thereby causing an excess liquid pH. The high pH level led to excess NH3, which could significantly limit microorganisms. Luo et al.27 and Park et al.49 observed that a system with AC maintained steady CH4 generation regardless of NH4+–N and acid stress but an increase in CH4 yield could not be achieved with AC alone. It is possible that Geobacter species participate actively in DIET, employing VFAs, EtOH and H2 as major electron acceptors.49 Moreover, DIET is faster than IET through H2 for CH4 formation.49 Zhang et al.50 concluded that BC supplementation in anaerobic digestion improved the growth of Methanosarcina compared with H2-consuming bacteria (eqn (5)), being in accordance with the higher CH4 yields in BC-amended bioreactors in comparison to other bioreactors without BC. Gustavsson et al.13 confirmed that Ni or Co was a key element for maintaining bioCH4 generation process stability and boosted the substrate utilization level. In addition, Co2+ is related to vitamin B12, which is present as Co corrinoids. Enzymes containing B12 dominate in the methanogenesis process, which enables methanogens to excrete B12 compounds into liquid stage.39
Anaerobic seed | Carbon (mg L−1) | Temp. (°C) | Initial pH | H2 yield (mL per g glucose) | Reference |
---|---|---|---|---|---|
Heated sludge | MDMC (400) | 37 | 6.8 | 211 | 15 |
Heated sludge | MDMC (600) | 55 | 6.9 | 148 | 15 |
Mixed culture | AC (—) | 37 | 4.0 | 144.36 | 17 |
Heated sludge | Fe0/AC (400) | 30 | 7.0 | 83.34 | 18 |
Heated sludge | Fe2O3/CNPs (300) | 37 | 6.6 | 218.63 | 22 |
Mixed culture | AC (—) | 37 | 5.5 | 211.55 | 51 |
Heated sludge | Fe2+/BC (200/600) | 37 | 6.8 | 234.4 | 52 |
Heated sludge | CDMC (600) | 37 | 6.9 | 176 | This study |
Anaerobic seed | Carbon (g L−1) | Substrate | Temp. (°C) | HRT (d) | Increase in CH4 yield (%) | Reference |
---|---|---|---|---|---|---|
Mixed culture | BC (10) | Glucose | 35 | 30 | 70.6 | 27 |
Mixed culture | AC/BC (10) | Glucose | 37 | 10 | 71 | 51 |
Mixed culture | Graphene (1.0) | Ethanol | 35 | 12 | 25 | 53 |
Mixed culture | AC (10) | Acetate | 35 | 20 | 78 | 54 |
Mixed culture | Graphene (0.12) | Glucose | 35 | 12 | 51.4 | 55 |
Mixed culture | CC (2.5) | Ethanol | 37 | 1 | 45 | 56 |
Heated sludge | CDMC (0.6) | Glucose | 37 | 16 | 24.3 | This study |
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