Adaptive Neuro-Fuzzy System for Biogas Production Detection and Controlling from Chemically Preserved Agricultural Wastes

The influence of co-digestion of agricultural solid wastes (ASWs), cattle (or) cow manure (CM), and co-digestion with chemical pre-treatment with NaHCO3 on the effectiveness of the anaerobic digestion (AD) system is investigated in this study. In mesophilic and thermophilic circumstances, an Adaptive Neuro-Fuzzy System (ANFS) approach was created to model and optimize Cumulative Methane Production (CMP) from ASWs, CM, and their mixture. In comparison to the unprocessed substrate, the chemical solvents with NaHCO3 improved the substrate's biodegradability and increased the CMP by at least 43%. With 99.9% of data falling within 10% of the median measured values, an ANFS model with five layers, 20 neutrons, and 50 epochs accurately predict the CMP.


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