Predictive modelling of methane yield in biochar-amended cheese whey and septage co-digestion: Exploring synergistic effects using Gompertz and neural networks.

Artificial neural network Biogas production rate Optimisation Septage-derived biochar Total solids

Journal

Chemosphere
ISSN: 1879-1298
Titre abrégé: Chemosphere
Pays: England
ID NLM: 0320657

Informations de publication

Date de publication:
26 Feb 2024
Historique:
received: 23 11 2023
revised: 10 02 2024
accepted: 24 02 2024
medline: 29 2 2024
pubmed: 29 2 2024
entrez: 28 2 2024
Statut: aheadofprint

Résumé

This study performed bench scale studies on anaerobic co-digestion of cheese whey and septage mixed with biochar (BC) as additive at various dosages (0.5 g, 1 g, 2 g and 4 g) and total solids (TS) concentrations (5%, 7.5%, 10%,12.5% and 15%). The experimental results revealed 29.58% increase in methane yield (486 ± 11.32 mL/gVS) with 27% reduction in lag phase time at 10% TS concentration and 50 g/L of BC loading. The mechanistic investigations revealed that BC improved process stability by virtue of its robust buffering capacity and mitigated ammonia inhibition. Statistical analysis indicates BC dosage had a more pronounced effect (P < 0.0001) compared to the impact of TS concentrations. Additionally, the results were modelled using Gompertz model (GM) and artificial neural network (ANN) algorithm, which revealed the outperformance of ANN over GM with MSE 17.96, R

Identifiants

pubmed: 38417486
pii: S0045-6535(24)00451-X
doi: 10.1016/j.chemosphere.2024.141558
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

141558

Informations de copyright

Copyright © 2024. Published by Elsevier Ltd.

Déclaration de conflit d'intérêts

Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Auteurs

Bella K (B)

Department of Civil Engineering, National Institute of Technology Warangal, Quebec City, QC, Canada.

Sridhar Pilli (S)

Department of Civil Engineering, National Institute of Technology Warangal, Quebec City, QC, Canada.

P Venkateswara Rao (PV)

Department of Civil Engineering, National Institute of Technology Warangal, Quebec City, QC, Canada. Electronic address: srenitw@nitw.ac.in.

R D Tyagi (RD)

BOSK Bio Products, Quebec City, QC, Canada.

Classifications MeSH