Hybrid CNN-BiLSTM-Attention Sediment Transport
Hold-out R² = 0.90 (RMSE = 0.45 kg/s/m)
ProblemPredicting sediment washing through farm gullies during storms has relied on oversimplified formulas that miss real hydraulic complexity.
SolutionA hybrid deep-learning model grounded in real sediment-transport physics, tested against Morning Glory biocontrol.
ImpactR² = 0.90 on hold-out data, and a precise measure of exactly when vegetation stops working under heavier flow.
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