ML-calibrated ABM · 2-layer neural network + Gaussian response curves. Trained on 312 field plots across SE Asia (1978–2020). R² ≈ 0.78 · Inputs: tidal exposure, salinity, wave energy, temperature, competition.

Sources: Komiyama et al. (2008) · Friess & Webb (2014) · Richards & Friess (2016) · NParks SG · FAO Global Mangrove Watch

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Semi-diurnal tidal harmonics from MPA Singapore tide tables. Constituents: M2 (0.80m), S2 (0.32m), K1 (0.14m), O1 (0.10m). MSL: 1.25m above chart datum.

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