1. Assessing practical identifiability during calibration and cross-validation of a structured model for high-solids anaerobic digestion
- Author
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Renaud Escudié, Giovanni Esposito, Eric Trably, Jérôme Harmand, Vicente Pastor-Poquet, Stefano Papirio, Jean-Philippe Steyer, Laboratoire de Biotechnologie de l'Environnement [Narbonne] (LBE), Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro), Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut National de la Recherche Agronomique (INRA), Department of Civil and Mechanical Engineering, University of Cassino and Southern Lazio [Cassino], Università degli studi di Napoli Federico II, Pastor-Poquet, Vicente, Papirio, Stefano, Harmand, Jérôme, Steyer, Jean-Philippe, Trably, Eric, Escudié, Renaud, and Esposito, Giovanni
- Subjects
inorganic chemicals ,Environmental Engineering ,Municipal solid waste ,[SDV]Life Sciences [q-bio] ,0208 environmental biotechnology ,Biomass ,high-solids anaerobic digestion model ,02 engineering and technology ,010501 environmental sciences ,Solid Waste ,01 natural sciences ,Cross-validation ,Bioreactors ,Global sensitivity analysis ,Calibration ,Anaerobiosis ,Waste Management and Disposal ,ammonia inhibition ,0105 earth and related environmental sciences ,Water Science and Technology ,Civil and Structural Engineering ,Mathematics ,Ecological Modeling ,Bayes Theorem ,Pollution ,Refuse Disposal ,020801 environmental engineering ,Anaerobic digestion ,Waste treatment ,High-solids anaerobic digestion model, ammonia inhibition, ionic strength, global sensitivity analysis, approximate bayesian computation ,global sensitivity analysis ,[SDE]Environmental Sciences ,Identifiability ,Biological system ,Methane ,ionic strength ,approximate bayesian computation - Abstract
International audience; High-solids anaerobic digestion (HS-AD) of the organic fraction of municipal solid waste (OFMSW) is operated at a total solid (TS) content ≥ 10% to enhance the waste treatment economy, though it might be associated to free ammonia (NH3) inhibition. This study aimed to calibrate and cross-validate a HS-AD model for homogenized reactors in order to assess the effects of high NH3 levels in HS-AD of OFMSW, but also to evaluate the suitability of the reversible non-competitive inhibition function to reproduce the effect of NH3 on the main acetogenic and methanogenic populations. The practical identifiability of structural/biochemical parameters (i.e. 35) and initial conditions (i.e. 32) was evaluated using batch experiments at different TS and/or inoculum-to-substrate ratios. Variance-based global sensitivity analysis and approximate Bayesian computation were used for parameter optimization. The experimental data in this study permitted to estimate up to 8 biochemical parameters, whereas the rest of parameters and biomass contents were poorly identifiable. The study also showed the relatively high levels of NH3 (i.e. up to 2.3 g N/L) and ionic strength (i.e. up to 0.9 M) when increasing TS in HS-AD of OFMSW. However, the NH3 non-competitive function was unable to capture the acetogenic/methanogenic inhibition. Therefore, the calibration emphasized the need for target-oriented experimental data to enhance the practical identifiability and the predictive capabilities of structured HS-AD models, but also the need for further testing the NH3 inhibition function used in these simulations.
- Published
- 2019
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