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Author

Israel I. Ahuchaogu

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Review Open access 2026

Modelling hydrocarbon contamination in agricultural and environmental systems using hybrid CNN-BiLSTM deep learning: A review

Hydrocarbon contamination of agricultural soils, surface water, and groundwater represents one of the most severe environmental threats to food security and ecosystem integrity, particularly in oil-producing regions. Accurate and timely modelling of contaminant distribution, migration dynamics, and concentration levels...

P. Ehiomogue, Israel I. Ahuchaogu · 0 citations

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