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This is a Quantitative Study study.

September 24, 2025

Development of an intellectual information system for managing the operation of a biogas plant

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The study demonstrates enhanced forecasting of biogas output using neural network algorithms, indicating significant operational improvements.

The model improves forecasting accuracy for biogas output and methane content through intelligent methods.
Utilization of historical and laboratory data enhances input parameter analysis to optimize biogas production.
The architecture employs multilayer perceptron neural networks, balancing model complexity with performance.
Real-time parameter visualization and adjustment capabilities are integral to the proposed intelligent information system.

Klesov et al. (2025) studied this question.

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The study demonstrates enhanced forecasting of biogas output using neural network algorithms, indicating significant operational improvements.