3.2. Anaerobic digestion
In
Figure 1,
Figure 2 and
Figure 3, the results of simulating materials added to the AD process are presented. The addition of iron particles (Fe) did not change the initial pH and EC. The pH in the reactors differs from 7.72 to 7.75, while EC differs from 31.08 to 31.83 µS×cm
-1 without specific trends. During AD supplemented with Fe, after 30 days of the process, the control reactor produced 316.2±10.8 ml×g
VS-1 of methane. Fe supplementation in shares of 1, 3, 5, 7, 9, and 12% resulted in methane production of 326.1±9.3, 347.2±3.4, 309±10, 317.2±3.5, 313.8±6.7, and 314.5±3.4 ml×g
VS-1, respectively (
Figure 1). As a result, Fe supplementations of up to 3% of BSG’s total solids increased methane production, while higher Fe doses slightly decreased it. The highest increase in methane production was observed for Fe3 (9.8%), while the lowest increase was for Fe9 (0.8%).
Although the iron powder did not do its job and no increase in electrical conductivity was observed, many studies show that iron supplementation can enhance methane production, substrate conversion, process stability, and increase the reduction of H
2S [
30]. Iron is one of many essential trace metals needed during the AD process and similarly to other heavy metals constitute part of enzymes that drive various AD reactions. Overload as well as depletion of specific trace metals will result in the inhibition of AD microorganisms. The stimulatory or inhibitory effect does not only depends on total metal concentration, but also its chemical forms, pH, and redox potential [
30,
31]. Each group of AD microorganisms has its optimal trace elements concentration and it is believed that acidogens are more resistant to heavy metals overloading than methanogens [
31]. For that reason, different results of iron supplementation among studies can be found. In the work of Andriamanohiarisoamanana et al. [
32] iron powder (85% Fe
3O
4) was added to dairy manure at a concentration between 2 and 20 g×L
-1. The iron powder did not change the methane yield significantly but the hydrolysis constant rate increased by ~100%, the lag phase was reduced to half and the reduction of ~99% of H
2S was obtained concerning the reactor without Fe
3O
4 supplementation [
32]. On the contrary, Liu et al. [
33] tested different types of zero-valent iron in the form of iron powder, clean scrap, and rusty scrap at doses of 1 – 4 g×L
-1. As a result, the methane yield increased from 248 to 300 ml ml×g
VS-1 (an increase of 21%) while hydrolysis did not change (0.083 d
-1) [
33]. Cao et al. [
34] tested the effects of zero valency iron powder (Fe
0) at a dosage of 30 mg×g
VS −1 on the AD of sewage sludge. Fe
0 addition resulted in a small reduction in the diversity of the archaeal community that decreased from 1534 OTUs to 1493 OTUs and a significant increase in the content of hydrogenotrophic methanogens (by 15.4%) was observed. Increased abundance of hydrogenotrophic methanogens helped to reduce hydrogen partial pressure, thereby increasing acetic acid content and methane production by 18.2% [
34]. It is worth noting that hydrogenotrophic methanogens are a group of slow-growing microorganisms that convert dissolved CO
2 and H
2 (CO
2+4H
2→CH
4+2H
2O) that during normal AD are responsible for around 1/3 of total methane production [
35]. Meng et al. [
22] studied the effects of Fe
0 addition to the acidogenic reactor that processed artificial wastewater. The results show that Fe
0 powder enhances the conversion of propionate to acetate raising acetate production and chemical oxygen demand (COD) removal [
22].
In the case of AD supplemented with lime (
Figure 2), the control reactor produced 301.7±16.7 ml×g
VS-1 of methane. The control reactors’ pH was 7.84 and lime addition slightly increased its value up to 7.86. There were no significant changes in EC values. The methane yield after 30 days of the process for reactors with lime added in 1, 3, 5, 7, 9, and 12% shares were 281.4±8.0, 286.7±4.3, 291.8±3.7, 285.5±8.5, 302.2±11.8 and 287.2±7.9 ml×g
VS-1 respectively (
Figure 2). Only reactor L9 had a similar methane yield as the control while other reactors show a methane yield decrease in the range from -6.7% to -3.3% suggesting that for tested materials, lime addition had a negative effect. Interestingly, for unknown reasons between days 12 and 16, the lag phase in methane production occurred. Such phenomena were not observed for experiments with Fe and Cf, though the same BSG and inoculum were used.
For a performed experiment, lime turned out to not improve methane production. The lack of process improvement was probably because the pH of the process was already in the optimal range. Although it was expected that the alkaline properties of lime would increase pH and improve process stability, the tested organic loading (SIR by VS of 0.61) did not lead to digester overloading, and the drop in pH did not harm or inhibit the methanogenic microorganisms. For example, Zhang et al. [
36] studied lime loadings of 0, 0.015, 0.03, and 0.05 g
Ca(OH)2×g
dry biomass-1 on AD of smooth cordgrass and observed biogas production decreasing by 7.1%, 20%, and 75.7% respectively. The decrease in biogas production was probably due to too high initial pH (11.1-12.9) and though the pH stabilized quickly at the optimum range around 6.5-7.5, the methanogenic bacteria activity was disturbed [
36]. What's more other microorganisms weren’t inhibited since volatile fatty acids (VFAs) were still produced and accumulated [
36]. In turn, Zhang et al. [
37] studied the impact of using lime mud, a byproduct of the papermaking process, as a buffering agent and inorganic nutrient on the stability of the mesophilic AD of food waste. The lime mud was primarily comprised of CaCO
3 and CaO, and the experiment involved lime mud doses of 0, 2, 6, 10, and 14 g×L
-1. An increase in lime dosage up to 10 g×L
-1 significantly improved methane production, while a lack of lime (control) result in almost complete inhibition. On the other hand, increasing mud load over >10 g×L
-1 starts to reduce methane production [
37]. That shows that a proper amount of lime can stabilize the process while too high can decrease its efficiency. As a result, a proper amount of lime added during anaerobic digestion can help to slower volatile fatty acids release, maintaining a pH level that's beneficial for the survival of methanogenic bacteria [
37]. The optimal pH range for a one-stage AD process is generally between 7-8 [
38], but the range differs for each type of microorganism. Fermentative bacteria can thrive at a pH of 4-8.5 with an optimum of 5-6, while methane-producing archaea can survive at 5.5-8.0, with an optimal range of 6.5-8.0 [
35]. For that reason maintaining the appropriate levels of acidity and alkalinity is crucial in the anaerobic digestion process to ensure efficient methanogenic activity and metabolism pathways. Deviations in pH, VFAs, or alkalinity levels can obstruct microbial growth, leading to the inhibition of CH
4 production. Careful monitoring and balancing of these factors (e.g. by adding lime) are essential to achieve high biogas/biomethane production [
26,
36,
37,
39].
During the trial with porous ceramic powder supplementation, the methane yield from the control was 311.8±3.1%. The addition of ceramic didn’t change significantly both pH and EC which varied from 7.77 to 7.80 and from 41 to 45 µS×cm
-1 respectively. The methane yield from the reactors Cf0-12 was 308.0±4.0, 310.9±0.3, 308.0±3.2, 326.1±31.3, 303.7±1.4, and 311.9±2.7 ml×g
VS-1 respectively (
Figure 3). As a result, the change in methane production considering control was, -1.0%, -0.3%, -1.2%, 4.6%, -2.6%, and 0.01% respectively. The highest increase in methane production was obtained for reactor Cf7 (4.6%), while the highest decrease was for reactor Cf9 (-2.6%). Contrary to trials with iron powder and lime, the course of cumulative methane production for ceramic powder has no disturbance, suggesting a lack of impact on process stability.
Porous materials are widely used in the anaerobic digestion process as a support medium for bacteria colonization by increasing the available surface. When fixed beds are used, porous materials immobilize microorganisms' biomass increasing AD performance. The most common porous materials are natural zeolites [
40] and carbonaceous materials, e.g. biochar [
41]. Other porous materials used for bacterial adhesion and thus increasing microorganisms' population are bentonite, mineral wool, polyurethane, polyacrylate, polyethylene, or straw [
42]. Regardless of porous material, the pores must be large enough for methanogenic bacteria populations to colonize. Each bacterium is about 1 µm in size. For that reason, the pore size and distribution and the way of its usage (as an additive or as a fixed bed) affect the microbial community and AD performance [
43]. In addition to the porous structure, other specific properties of used materials (e.g. surface functional groups, existence of metals, specific surface area ion exchange capacity, etc.) can affect the AD process, and final effects will depend on synergetic/antagonistic interactions [
40,
41,
44]. For example, Montalvo et al. [
45] studied the effects of particle size and doses of zeolite and sand addition on the AD of synthetic and piggery wastes. Doses of 0.05 to 0.40 g
zeolite×
VSS-1 were used and mechanisms of AD enhancement depended on a processed substrate. For piggery waste, the methane yield increase was related to microorganisms' immobilization on zeolite while, for synthetic waste, the methane increase was related to microorganism immobilization and concentration reduction of toxic nitrogen by zeolite [
45]. The results showed that 0.10 g
zeolite×
VSS-1 was the most beneficial for total chemical oxygen demand (TCOD) decrease and methane yield increase, while higher doses up to 0.30 g
zeolite×
VSS-1 resulted in less process performance improvement. It is noteworthy that the addition of 0.40 g
zeolite×
VSS-1 has resulted in a decline in process performance compared to the control group without any supplementation. Similar results were obtained by Shi et al. [
44] who investigated the impact of different biochar doses on suppressed mesophilic anaerobic digestion of oily sludge (OS). Biochar doses of 0.6, 1.2, 2.4, and 4.8 g
biochar×
VS of OS-1 were used. All doses up to 2.4 g
biochar×
VS of OS-1 resulted in process performance improvement concerning control while 4.8 g
biochar×
VS of OS-1 turns out to be excessive resulting in negative effects with methanogenic efficiency, extending lag phase and decreasing total methane yield [
44]. This show that the proper amount of porous material can improve the AD process while too high result in its disturbance. When using a high dose of porous material, it can reduce the amount of free water available. This can affect the transportation of nutrients and metabolites near the porous material particles and associated microorganisms. Consequently, using a large amount of porous material can increase the medium's apparent viscosity, which can hinder mass transfer between the substrate and microorganisms responsible for the process ultimately slowing down the anaerobic digestion process [
44,
45]. Taking the above, it can be concluded that in performed research (
Figure 3), the amount of used ceramic powder could be too small to significantly improve the microorganism's community and too small to significantly interrupt mass transfer between the substrate (dissolved organic matter from BSG) and microorganisms since the difference in obtained methane yield did not differ significantly.
Figure 4 presents the results of an additional experiment whose purpose was to check the possible occurrence of synergistic interactions between stimulating materials when used at the same time. For the experiment ceramic and iron powders were chosen because some of the doses were shown to have positive effects on methane production (
Figure 1 and
Figure 3) while lime reduced methane yield at all tested doses (
Figure 2). The control reactors without ceramic and iron powders after 30 days produced 305.3±2.7 ml×g
VS-1. The variants with 3, 6, and 9% of stimulating materials to the substrate produced 305.2±8.2, 298.1±0.9, and 299.1±6.2 ml×g
VS-1 respectively (
Figure 4). The differences turned out to be statistically insignificant showing a lack of methane yield improvement and a lack of synergistic/antagonistic interactions between studied materials. The lack of methane yield improvement may result from the fact that the experiment was performed at a suitable substrate-to-inoculum ratio (SIR) for microorganisms thus both over- or under-loading of the process was avoided [
46,
47], or from the fact that added materials were too low to affect an already optimized process. Thus probably additional ceramic pores weren’t used for microorganisms' growth (there was enough place before ceramic was used) while the iron was probably not used to enhance the conversion of propionate to acetate (the process was not overloaded and there was no excessive accumulation of propionate).
3.3. Kinetics parameters and substrate conversion efficiency
To study the effects of simulating materials on the methane production process throughout the range and not just focusing on the final methane yield after 30 days, kinetics parameters were determined and summarized in
Table 2 alongside substrate conversion efficiency.
The estimated maximal methane yield (𝑦
𝑚ax) in the trial with Fe varied from 383.6±2.6 ml×g
VS-1 for control (Fe0) to 403±9.2 ml×g
VS-1 for Fe3. At the same time, no significant differences were observed for methane production constant (k) that varied in a much narrow range from 0.07 to 0.08 d
-1. The biomethane production rate (r) varied from 26.4±1.5 to 31.7±1.5 ml×(g
vs×d)
-1 and was the lowest for Fe0 and the highest for Fe3. In the case of a half-life time of maximal methane production (
), the half of maximal estimated value was obtained the fastest by reactors Fe5 (8.6±0.5 d), while control after 10.1±0.5 d (
Table 2).
For the trial with lime, the 𝑦𝑚 varied from 305.0±2.0 to 329.5±13, and k varied from 0.10 to 0.12 d
-1 without a specific trend. Though there was no specific trend for 𝑦𝑚 and k, the methane production rate decreased with increasing lime load. The r decreased from 40.1±5.2 ml×(g
vs×d)
-1 for control to 32.5±2.7 ml×(g
vs×d)
-1 for L12. In contradiction to Fe supplementation, lime supplementation resulted in an extension of time needed to obtain half of the maximal methane production from 5.6±0.6 d (L0) to 6.8±0.6 (L12) (
Table 2).
In the case of AD supplemented with porous ceramics, the 𝑦
𝑚ax varied from 296.2±2.3 ml×g
VS-1 to 300.7±2.0 ml×g
VS-1, k varied from 0.23 d
-1 to 0.25 d
-1, r varied from 68.1±2.4 ml×(g
vs×d)
-1 to 71.7±2.5 ml×(g
vs×d)
-1, and
varied from 2.8±0.1 d to 3.1±0.0 d. The obtained values didn’t differ significantly (p<0.05) from control and the mean values of specific variants were covered by standard deviations of other variants suggesting that the addition of ceramic powder had no significant effect on methane production kinetics (
Table 2).
Obtained biodegradability (BD) and, volatile solids removal (VSr) slightly differ between trials. The mean BD value from all control reactors was 60.9% while VSr) was 44.1%. For the trial with Fe, the control reactor obtained a BSG conversion to methane of 62.0±2.1%, while for L and Cf trials, control reactors obtained 58.8±3.3% and 61.9±0.7% respectively while for VSr these values were 43.0±0.9%, 44.7±0.0%, and 44.7±2.1%, respectively (
Table 2). In the case of the Fe trial, the highest BD was obtained for Fe3 (68.1±0.7%), and the highest VSr was obtained for Fe9 (44.3±1.5%). For lime trials, almost in all cases, the addition of lime resulted in decreasing BD. The lime addition did not have specific effects on VSr. In the case of the porous ceramics trial, the highest BD was obtained by Cf7 (64.8±6.2%) while the highest VSr was obtained by Cf1 (45.6±1.0%) (
Table 2).
3.3. Process residues
The characteristics of digestate (process residues) were summarized in
Table 3 and
Table 4. The mean value of the organic matter (VS) in process residues in the control reactors was 63.2%, while inorganic matter (AC) consists of 36.8% of dry matter. The elemental analysis of dry mass revealed that process residues from control reactors consisted of 33.7% of C, 4.5% of H, 3.9% of N, 1.2% of S, and 20.9% of O. As a result of similar methane yield and obtained biodegradation as well as volatile solids removal (
Table 3), the process residues are characterized by similar organic matter content and its composition.
In the case of the Fe trial, no differences were found between the presented data, suggesting that Fe addition did not affect process residue quality. A small EC increase can be observed between the control Fe0 (33.8 µS×cm
-1) and others Fe1-12 (>34.2 µS×cm
-1) (
Table 3), nevertheless, the difference is not statistically significant (p <0.05) suggesting that addition of iron powder do not help to increase electrical conductivity.
For a lime trial, obtained results of process residues are similar to those from the Fe trial. Due to the mineral nature of lime, a small decrease in volatile solids and a small increase in ash content with increasing lime content is visible. The VS decreased from 62.4±1.2% for control (L0) to 61.0±0.1% for L12, while ash content increased from 37.6±1.2% to 39.0±0.1% for those reactors. Interestingly no differences in final pH can be observed though it was assumed that lime will affect pH. The addition of ceramic powder didn’t change significantly analyzed properties, and results were similar to those from Fe and lime trials. Here also, a small decrease in VS and increase in AC is observed with an increasing ceramic powder share increase (
Table 3).
Digestate from agricultural substrates is generally considered to have good fertilizer properties [
48]. The quality of digestate differ significantly depending on processed substrates, used technology, and process operational parameters. Digestate from agricultural biogas plants is typically characterized by a total solids content of 3.2-6.6%, a volatile solids content of 61-76.5%, and a pH of 8.2-9.4 [
49]. In the case of the batch reactors where no in-and-out fluent takes place, the final concentration of specific elements (C, H, N, S, O) contained in residual mass depends on the initial content in the used substrate and inoculum and produced biogas quantity and quality. As a result of organic matter conversion to biogas, volatile solids are reduced, and specific elements leave reactors in the form of biogas. Biogas may consist of 40-75% of CH
4, 15-60% of CO
2, 1-5% of H
2O (as vapor), and other gases like NH
3, and H
2S < 1% and specific biogas composition depend on the processed substrate and process operational parameters [
50,
51]. As a result, the total amounts of element decrease in favor of the relative increase of ash content. The most important elements of digestate as fertilizer are the concentration of elemental carbon and nitrogen. Depending on the processed substrate those elements varied from 29.1 to 40.9% and from 4.72 to 16.4% (by dry mass) respectively [
52]. Due to volatile solids removal, process residues are characterized by higher ash content than processed substrates. In the case of digestate from agricultural plants, the inorganic fraction may consist of 23.5-39% of the dry mass of residues [
49]. It seems that the addition of tested stimulation materials even in high doses of up to 12% of used substrates didn’t change process residue quality since most of its properties are in the range of those that can be found in other studies.
The concentration of micro and macro elements depends on the quality of substrates placed into the reactor. Digestate used in the research was characterized by Fe of 4050±600, Co of 1.85±0.35, Mo of 1.15±0.25, Se of < 0.5, W of < 0.5, Cu of 31±6, Zn of 225±45, and Mn of 110±20 while BSG was characterized by Fe of 570±60, Co of <0.20, Mo of 0.68±0.14, Se of <0.4, W of <0.5, Cu of 13±3, Zn of 63±13 and Mn of 26±5 mg×kgTS-1.
The trace elements contained in process residues were summarized in
Table 4. As could be expected, the addition of Fe to the AD process increased its content in process residues. The Fe content increased significantly from 3300±500 mg×kg
TS-1 for Fe0 to 8650±1300 mg×kg
TS-1 for Fe12. Besides other trace elements concentrations in process slurry were similar to those contained in used digestate regardless of the trial. The Co varied from 1.5±0.3 to 2.5±0.6 mg×kg
TS-1, Mo varied from 1.2±0.2 to 2.9±0.6 mg×kg
TS-1, Cu varied from 25.5±5.5 to 33.5±6.5 mg×kg
TS-1, Zn varied from 175±35 to 240±50 mg×kg
TS-1, and Mn varied from 87±18 to 104±35 mg×kg
TS-1 (
Table 4). In the case of Se and W, the concentrations were below the limit of detection of < 5 mg×kg
TS-1. Due to the high deviation in obtained results, there were significant differences between tested variants except Fe in the trial with Fe addition. As a result, tested materials didn't affect the quality of process residues.