Technical Papers
May 29, 2023

Effects of Substrate Rheological Properties on Microbial Community and Biogas Production in Anaerobic Digestion

Publication: Journal of Environmental Engineering
Volume 149, Issue 8

Abstract

The relationship between microbial communities and sludge rheological properties variation were studied using thermal hydrolysis sludge as a substrate. A set of mesophilic batch anaerobic digesters fed by rheologically different substrates of the same chemistry and organic matter content were set up. The interaction link between sludge rheology, physicochemical parameters, biogas production, and microbial characteristics was studied. The results proved that the suitable viscosity (0.036  Pa·s) promoted the degradation efficiency of organic matter (OM) in SM-2, which contributed to the highest OM degradation level, and the biogas yield was 7.59% higher than that of the control group. The dramatic drop in yield stress (τ0) and consistency coefficient (k) in reacter SM-2 also meant there was more fluid-like behavior of sludge and better mass transfer between OM and microorganisms after AD. The results of high-throughput 16S rDNA sequencing revealed that the proportion of the dominant archaea genus Methanothrix increased first and then decreased with increasing viscosity and had the highest relative abundance in SM-2. Bacteria phylum Firmicutes and Gram-negative Bacteroidetes dominated in all five reactors. The microbial metabolic functions predicted by FAPROTAX showed that sludge with higher viscosity had greater impact on hydrogenotrophic metabolism archaea. Substrate viscosity was significantly correlated with the richness and diversity of archaea community. These results revealed the effects of rheological properties on anaerobic digestion (AD) performance parameters and the microbial community behavior, indicating that the rheological properties could be a useful tool to monitor the operation of the digester.

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Data Availability Statement

All data, models, and code generated or used during the study appear in the published article.

References

Abe, N., Y. Q. Tang, M. Iwamura, S. Morimura, and K. Kida. 2013. “Pretreatment followed by anaerobic digestion of secondary sludge for reduction of sewage sludge volume.” Water Sci. Technol. 67 (11): 2527–2533.
Ahring, B. K., M. Sandberg, and I. Angelidaki. 1995. “Volatile fatty acids as indicators of process imbalance in anaerobic digestors.” Appl. Microbiol. Biotechnol. 43 (3): 559–565. https://doi.org/10.1007/BF00218466.
Alalawy, A. I., et al. 2021. “Explication of structural variations in the bacterial and archaeal community of anaerobic digestion sludges: An insight through metagenomics.” J. Environ. Chem. Eng. 9 (5): 105910. https://doi.org/10.1016/j.jece.2021.105910.
APHA (American Public Health Association). 2012. Standard methods for the examination of water and wastewater. 22nd ed. Washington, DC: APHA.
Barnes, H. A. 1994. “Rheology of emulsions—A review.” Colloids Surf., A 91 (Nov): 89–95. https://doi.org/10.1016/0927-7757(93)02719-U.
Baroutian, S., N. Eshtiaghi, and D. J. Gapes. 2013. “Rheology of a primary and secondary sewage sludge mixture: Dependency on temperature and solid concentration.” Bioresour. Technol. 140 (Jul): 227–233. https://doi.org/10.1016/j.biortech.2013.04.114.
Björnsson, L., M. Murto, and B. Mattiasson. 2000. “Evaluation of parameters for monitoring an anaerobic co-digestion process.” Appl. Microbiol. Biotechnol. 54 (6): 844–849. https://doi.org/10.1007/s002530000471.
Borrel, G., N. Parisot, H. Harris, E. Peyretaillade, N. Gaci, W. Tottey, O. Bardot, K. Raymann, S. Gribaldo, and P. Peyret. 2014. “Comparative genomics highlights the unique biology of Methanomassiliicoccales, a Thermoplasmatales-related seventh order of methanogenic archaea that encodes pyrrolysine.” BMC Genomics 15 (1): 1–24. https://doi.org/10.1186/1471-2164-15-679.
Cao, X., K. Jiang, X. Wang, and G. Xu. 2018. “Effect of total suspended solids and various treatment on rheological characteristics of municipal sludge.” Res. Chem. Intermed. 44 (9): 5123–5138. https://doi.org/10.1007/s11164-018-3413-1.
Cao, X., Z. Jiang, W. Cui, Y. Wang, and P. Yang. 2016. “Rheological properties of municipal sewage sludge: Dependency on solid concentration and temperature.” Procedia Environ. Sci. 31: 113–121. https://doi.org/10.1016/j.proenv.2016.02.016.
Chen, S., N. Li, B. Dong, W. Zhao, L. Dai, and X. Dai. 2018. “New insights into the enhanced performance of high solid anaerobic digestion with dewatered sludge by thermal hydrolysis: Organic matter degradation and methanogenic pathways.” J. Hazard. Mater. 342 (Jan): 1–9.
Dieudé-Fauvel, E., P. Héritier, M. Chanet, R. Girault, D. Pastorelli, E. Guibelin, and J. Baudez. 2014. “Modelling the rheological properties of sludge during anaerobic digestion in a batch reactor by using electrical measurements.” Water Res. 51 (Mar): 104–112. https://doi.org/10.1016/j.watres.2013.12.018.
Dueholm, M. S., P. Larsen, K. Finster, M. R. Stenvang, G. Christiansen, B. S. Vad, A. Bøggild, D. E. Otzen, and P. H. Nielsen. 2015. “The tubular sheaths encasing Methanosaeta thermophila filaments are functional amyloids.” J. Biol. Chem. 290 (33): 20590–20600. https://doi.org/10.1074/jbc.M115.654780.
Dyksma, S., and C. Gallert. 2019. “Candidatus Syntrophosphaera thermopropionivorans: A novel player in syntrophic propionate oxidation during anaerobic digestion.” Environ. Microbiol. Rep. 11 (4): 558–570. https://doi.org/10.1111/1758-2229.12759.
Eshtiaghi, N., F. Markis, S. D. Yap, J.-C. Baudez, and P. Slatter. 2013. “Rheological characterisation of municipal sludge: A review.” Water Res. 47 (15): 5493–5510. https://doi.org/10.1016/j.watres.2013.07.001.
Fang, W., P. Zhang, G. Zhang, S. Jin, D. Li, M. Zhang, and X. Xu. 2014. “Effect of alkaline addition on anaerobic sludge digestion with combined pretreatment of alkaline and high pressure homogenization.” Bioresour. Technol. 168 (Sep): 167–172. https://doi.org/10.1016/j.biortech.2014.03.050.
Farno, E., J. C. Baudez, R. Parthasarathy, and N. Eshtiaghi. 2014. “Rheological characterisation of thermally-treated anaerobic digested sludge: Impact of temperature and thermal history.” Water Res. 56 (Jun): 156–161. https://doi.org/10.1016/j.watres.2014.02.048.
Feng, G., L. Liu, and T. Wei. 2014. “Effect of thermal hydrolysis on rheological behavior of municipal sludge.” Ind. Eng. Chem. Res. 53 (27): 11185–11192. https://doi.org/10.1021/ie501488q.
Fernández, A., A. Sanchez, and X. Font. 2005. “Anaerobic co-digestion of a simulated organic fraction of municipal solid wastes and fats of animal and vegetable origin.” Biochem. Eng. J. 26 (1): 22–28. https://doi.org/10.1016/j.bej.2005.02.018.
Fykse, E. M., T. Aarskaug, E. H. Madslien, and M. Dybwad. 2016. “Microbial community structure in a full-scale anaerobic treatment plant during start-up and first year of operation revealed by high-throughput 16S rRNA gene amplicon sequencing.” Bioresour. Technol. 222 (Dec): 380–387. https://doi.org/10.1016/j.biortech.2016.09.118.
Gao, D., X.-Y. Li, and H.-T. Liu. 2020. “Source, occurrence, migration and potential environmental risk of microplastics in sewage sludge and during sludge amendment to soil.” Sci. Total Environ. 742 (Nov): 140355. https://doi.org/10.1016/j.scitotenv.2020.140355.
Gao, S., M. Zhao, Y. Chen, M. Yu, and W. Ruan. 2015. “Tolerance response to in situ ammonia stress in a pilot-scale anaerobic digestion reactor for alleviating ammonia inhibition.” Bioresour. Technol. 198 (Dec): 372–379. https://doi.org/10.1016/j.biortech.2015.09.044.
Garcia, S. L., K. Jangid, W. B. Whitman, and K. Das. 2011. “Transition of microbial communities during the adaption to anaerobic digestion of carrot waste.” Bioresour. Technol. 102 (15): 7249–7256. https://doi.org/10.1016/j.biortech.2011.04.098.
Girault, R., G. Bridoux, F. Nauleau, C. Poullain, J. Buffet, P. Peu, A. Sadowski, and F. Béline. 2012. “Anaerobic co-digestion of waste activated sludge and greasy sludge from flotation process: Batch versus CSTR experiments to investigate optimal design.” Bioresour. Technol. 105 (Feb): 1–8. https://doi.org/10.1016/j.biortech.2011.11.024.
Gómez, E. F., and F. C. Michel Jr. 2013. “Biodegradability of conventional and bio-based plastics and natural fiber composites during composting, anaerobic digestion and long-term soil incubation.” Polym. Degrad. Stab. 98 (12): 2583–2591. https://doi.org/10.1016/j.polymdegradstab.2013.09.018.
Habiba, L., B. Hassib, and H. Moktar. 2009. “Improvement of activated sludge stabilisation and filterability during anaerobic digestion by fruit and vegetable waste addition.” Bioresour. Technol. 100 (4): 1555–1560. https://doi.org/10.1016/j.biortech.2008.09.019.
Han, Y., J. Liu, X. Guo, and L. Li. 2012. “Micro-environment characteristics and microbial communities in activated sludge flocs of different particle size.” Bioresour. Technol. 124 (Nov): 252–258. https://doi.org/10.1016/j.biortech.2012.08.008.
Hao, X. D., Q. Chen, M. C. M. van Loosdrecht, J. Li, and H. Jiang. 2020. “Sustainable disposal of excess sludge: Incineration without anaerobic digestion.” Water Res. 170 (Mar): 115298. https://doi.org/10.1016/j.watres.2019.115298.
Holmes, D. E., P. M. Shrestha, D. J. F. Walker, Y. Dang, K. P. Nevin, T. L. Woodard, and D. R. Lovley. 2017. “Metatranscriptomic evidence for direct interspecies electron transfer between Geobacter and Methanothrix species in methanogenic rice paddy soils.” Appl. Environ. Microbiol. 83 (9): 11. https://doi.org/10.1128/AEM.00223-17.
Houghton, J., J. Quarmby, and T. Stephenson. 2000. “The impact of digestion on sludge dewaterability.” Process Saf. Environ. Protect. 78 (2): 153–159. https://doi.org/10.1205/095758200530547.
Jeong, S. Y., S. W. Chang, H. H. Ngo, W. Guo, L. D. Nghiem, J. R. Banu, B.-H. Jeon, and D. D. Nguyen. 2019. “Influence of thermal hydrolysis pretreatment on physicochemical properties and anaerobic biodegradability of waste activated sludge with different solids content.” Waste Manage. (Oxford) 85 (Feb): 214–221. https://doi.org/10.1016/j.wasman.2018.12.026.
Jin, B., B.-M. Wilén, and P. Lant. 2003. “A comprehensive insight into floc characteristics and their impact on compressibility and settleability of activated sludge.” Chem. Eng. J. 95 (1–3): 221–234. https://doi.org/10.1016/S1385-8947(03)00108-6.
Kim, Y., and W. Liesack. 2015. “Differential assemblage of functional units in paddy soil microbiomes.” PLoS One 10 (4): e0122221. https://doi.org/10.1371/journal.pone.0122221.
Klocke, M., P. Mähnert, K. Mundt, K. Souidi, and B. Linke. 2007. “Microbial community analysis of a biogas-producing completely stirred tank reactor fed continuously with fodder beet silage as mono-substrate.” Syst. Appl. Microbiol. 30 (2): 139–151. https://doi.org/10.1016/j.syapm.2006.03.007.
Koch, K., B. Helmreich, and J. E. Drewes. 2015. “Co-digestion of food waste in municipal wastewater treatment plants: Effect of different mixtures on methane yield and hydrolysis rate constant.” Appl. Energy 137 (Jan): 250–255. https://doi.org/10.1016/j.apenergy.2014.10.025.
Koch, K., M. Wichern, M. Lübken, and H. Horn. 2009. “Mono fermentation of grass silage by means of loop reactors.” Bioresour. Technol. 100 (23): 5934–5940. https://doi.org/10.1016/j.biortech.2009.06.020.
Li, H., D. Si, C. Liu, K. Feng, and C. Liu. 2018. “Performance of direct anaerobic digestion of dewatered sludge in long-term operation.” Bioresour. Technol. 250 (Feb): 355–364. https://doi.org/10.1016/j.biortech.2017.11.075.
Liu, C., H. Li, Y. Zhang, D. Si, and Q. Chen. 2016. “Evolution of microbial community along with increasing solid concentration during high-solids anaerobic digestion of sewage sludge.” Bioresour. Technol. 216 (Sep): 87–94. https://doi.org/10.1016/j.biortech.2016.05.048.
Liu, X., Q. Wang, Y. Tang, and S. G. Pavlostathis. 2021a. “A comparative study on biogas production, energy balance, and nutrients conversion with inter-stage hydrothermal treatment of sewage sludge.” Appl. Energy 288 (Apr): 116669. https://doi.org/10.1016/j.apenergy.2021.116669.
Liu, X., Q. Wang, Y. Tang, and S. G. Pavlostathis. 2021b. “Hydrothermal pretreatment of sewage sludge for enhanced anaerobic digestion: Resource transformation and energy balance.” Chem. Eng. J. 410 (Apr): 127430. https://doi.org/10.1016/j.cej.2020.127430.
Liu, Y., and J.-H. Tay. 2002. “The essential role of hydrodynamic shear force in the formation of biofilm and granular sludge.” Water Res. 36 (7): 1653–1665. https://doi.org/10.1016/S0043-1354(01)00379-7.
Markis, F., J. C. Baudez, R. Parthasarathy, P. Slatter, and N. Eshtiaghi. 2016. “Predicting the apparent viscosity and yield stress of mixtures of primary, secondary and anaerobically digested sewage sludge: Simulating anaerobic digesters.” Water Res. 100 (Sep): 568–579. https://doi.org/10.1016/j.watres.2016.05.045.
Miryahyaei, S., K. Olinga, M. S. Ayub, S. S. Jayaratna, M. Othman, and N. Eshtiaghi. 2020. “Rheological measurements as indicators for hydrolysis rate, organic matter removal, and dewaterability of digestate in anaerobic digesters.” J. Environ. Chem. Eng. 8 (4): 103970. https://doi.org/10.1016/j.jece.2020.103970.
Miryahyaei, S., K. Olinga, F. A. A. Muthalib, T. Das, M. S. Ab Aziz, M. Othman, J. C. Baudez, D. Batstone, and N. Eshtiaghi. 2019. “Impact of rheological properties of substrate on anaerobic digestion and digestate dewaterability: New insights through rheological and physico-chemical interaction.” Water Res. 150 (Mar): 56–67. https://doi.org/10.1016/j.watres.2018.11.049.
O’Neil, D. J. 1985. “Rheology and mass/heat transfer aspects of anaerobic reactor design.” Biomass 8 (3): 205–216. https://doi.org/10.1016/0144-4565(85)90048-4.
Oren, A. 2014. The family methanotrichaceae. Berlin: Springer.
Palitsch, A., M. Hannig, P. Ferger, and M. Balkenhol. 2012. “Bonding of acrylic denture teeth to MMA/PMMA and light-curing denture base materials: The role of conditioning liquids.” J. Dent. 40 (3): 210–221. https://doi.org/10.1016/j.jdent.2011.12.010.
Pasalari, H., M. Gholami, A. Rezaee, A. Esrafili, and M. Farzadkia. 2021. “Perspectives on microbial community in anaerobic digestion with emphasis on environmental parameters: A systematic review.” Chemosphere 270 (May): 128618. https://doi.org/10.1016/j.chemosphere.2020.128618.
Queralt-Martín, M., E. García-Giménez, S. Mafé, and A. Alcaraz. 2011. “Divalent cations reduce the pH sensitivity of OmpF channel inducing the pKa shift of key acidic residues.” Phys. Chem. Chem. Phys. 13 (2): 563–569. https://doi.org/10.1039/C0CP01325K.
Rajagopal, G., and S. Kannan. 2017. “Systematic characterization of potential cellulolytic marine actinobacteria Actinoalloteichus sp. MHA15.” Biotechnol. Rep. 13 (Mar): 30–36. https://doi.org/10.1016/j.btre.2016.12.003.
Rouein, Z., H. Jafari, F. Pishbin, R. Mohammadi, and A. Simchi. 2022. “Biodegradation behavior of polymethyl methacrylate−bioactive glass 45S5 composite coated magnesium in simulated body fluid.” Trans. Nonferrous Met. Soc. China 32 (7): 2216–2228. https://doi.org/10.1016/S1003-6326(22)65942-9.
Rufián-Henares, J. A., and S. P. de la Cueva. 2009. “Antimicrobial activity of coffee melanoidins: A study of their metal-chelating properties.” J. Agric. Food. Chem. 57 (2): 432–438. https://doi.org/10.1021/jf8027842.
Ruiz-Hernando, M., J. Labanda, and J. Llorens. 2015. “Structural model to study the influence of thermal treatment on the thixotropic behaviour of waste activated sludge.” Chem. Eng. J. 262 (Feb): 242–249. https://doi.org/10.1016/j.cej.2014.09.097.
Seyssiecq, I., J.-H. Ferrasse, and N. Roche. 2003. “State-of-the-art: Rheological characterisation of wastewater treatment sludge.” Biochem. Eng. J. 16 (1): 41–56. https://doi.org/10.1016/S1369-703X(03)00021-4.
Tang, B., and Z. Zhang. 2014. “Essence of disposing the excess sludge and optimizing the operation of wastewater treatment: Rheological behavior and microbial ecosystem.” Chemosphere 105 (Jun): 1–13. https://doi.org/10.1016/j.chemosphere.2013.12.067.
Yu, H., Z. Chong, S. Tor, E. Liu, and N. Loh. 2015. “Low temperature and deformation-free bonding of PMMA microfluidic devices with stable hydrophilicity via oxygen plasma treatment and PVA coating.” RSC Adv. 5 (11): 8377–8388. https://doi.org/10.1039/C4RA12771D.
Zhang, C., X. Liu, Q. Wang, Y. Tang, and S. G. Pavlostathis. 2021. “Comparative assessment of pre-and inter-stage hydrothermal treatment of municipal sludge for increased methane production.” Water Environ. Res. 93 (7): 1126–1137. https://doi.org/10.1002/wer.1523.
Zhang, H., W. Yuan, Q. Dong, D. Wu, P. Yang, Y. Peng, L. Li, and X. Peng. 2022. “Integrated multi-omics analyses reveal the key microbial phylotypes affecting anaerobic digestion performance under ammonia stress.” Water Res. 213 (Apr): 118152. https://doi.org/10.1016/j.watres.2022.118152.
Zhang, J., N. Li, X. Dai, W. Tao, I. R. Jenkinson, and Z. Li. 2018. “Enhanced dewaterability of sludge during anaerobic digestion with thermal hydrolysis pretreatment: New insights through structure evolution.” Water Res. 131 (Mar): 177–185. https://doi.org/10.1016/j.watres.2017.12.042.
Zhou, J., H. Li, X. Chen, D. Wan, W. Mai, and C. Sun. 2017. “Cometabolic degradation of low-strength coking wastewater and the bacterial community revealed by high-throughput sequencing.” Bioresour. Technol. 245 (Part A): 379–385. https://doi.org/10.1016/j.biortech.2017.08.119.

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Go to Journal of Environmental Engineering
Journal of Environmental Engineering
Volume 149Issue 8August 2023

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Received: Oct 25, 2022
Accepted: Mar 19, 2023
Published online: May 29, 2023
Published in print: Aug 1, 2023
Discussion open until: Oct 29, 2023

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Professor, School of Environment and Energy Engineering, Beijing Univ. of Civil Engineering and Architecture, 1#Zhanlanguan Rd., Xicheng District, Beijing 100044, China (corresponding author). Email: [email protected]
Research Scholar, School of Environment and Energy Engineering, Beijing Univ. of Civil Engineering and Architecture, 1#Zhanlanguan Rd., Xicheng District, Beijing 100044, China. Email: [email protected]
Haoran Wang [email protected]
Research Scholar, School of Environment and Energy Engineering, Beijing Univ. of Civil Engineering and Architecture, 1#Zhanlanguan Rd., Xicheng District, Beijing 100044, China. Email: [email protected]
Research Scholar, School of Environment and Energy Engineering, Beijing Univ. of Civil Engineering and Architecture, 1#Zhanlanguan Rd., Xicheng District, Beijing 100044, China. Email: [email protected]

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