A rise in fruit and vegetable waste (FVW) creates a problem for ecology and also offers a new way to produce renewable energy. In this investigation, FVW was anaerobically digested in batches to check gas yield, the percentage of methane and to study the results of process variables such as HRT and TS. Vegetable waste, fruit waste and mixtures of the two were examined to see how much biogas they could produce. Research showed that nutritionally balanced substrate was needed, as just using fruit did not produce any gas, while vegetable waste produced the greatest yield. Significant differences in substrate types were established through the use of ANOVA and pairwise t-tests (p < 0.0001). Best performance of the process was seen at 20 days HRT and 4-6% TS loading. The incorporation of mixed digesters enhanced the stability of the process and augmented the methane concentration derived from fruit waste, in comparison to the single-digestion approach. The study also adds ANN-based modeling to help achieve better predictions and improved designs for waste-to-energy systems. The research results offer key data for making biogas on a larger scale from organic waste and achieve both sustainable goals and circular economy aims.

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