Coral Reef Observation & Assessment Lab — Comprehensive Ocean Reef Evaluation
A unified physics-computational framework integrating eight biophysical parameters into a single Reef Health Index — achieving 91.4% accuracy in predicting bleaching events 28–45 days before visible onset.
Five physical domains — physical chemistry, fluid mechanics, quantum biology, materials science, and thermodynamics — integrated into a single validated composite.
Power-law saturation kinetics parameterizing CaCO₃ deposition. Species-specific rate constant k ranges 0.31–2.14 mmol cm⁻² day⁻¹ across 47 coral taxa. Couples photosynthetic energy subsidy to mineral production.
Depth-integrated energy flux across the reef flat. Bed friction coefficient Cf is a direct function of roughness index k_s, ranging 0.01 on bare pavement to 0.20 on dense Acropora thickets. Up to 97% wave energy reduction.
PAM fluorometry ratio of variable to maximum chlorophyll fluorescence. Healthy tissue: Φps = 0.60–0.72. Below 0.40 indicates photoinhibition. Below 0.25 indicates active bleaching — the framework's most sensitive early-warning signal.
Primary materials science parameter linking calcification to mechanical structural performance. Open-cell foam scaling law governs stress-strain behavior. Corals maintain ρ/ρ_solid of 0.27–0.63 — competitive fracture toughness at minimal metabolic cost.
Time-integrated offset between observed calcification and bulk seawater chemistry prediction. Trending +0.012 pH units yr⁻¹ since 2003. By 2080, pH-upregulation will consume an additional 18–25% of total metabolic budget.
Power spectral density from 20 Hz to 48 kHz via 16-hydrophone array. Larval recruitment prediction at r² = 0.81. Three key bands: 400–800 Hz fish chorus (38% variance), 800–2000 Hz invertebrate feeding (31%), 2000–5000 Hz snapping shrimp (27%).
Root-mean-square surface deviation from 3D photogrammetric reconstruction at 5 mm resolution. Nikuradse-Colebrook scaling to hydrodynamic equivalent roughness. Directly governs wave energy dissipation efficiency.
Adaptive thermal set-point shifting with 60-day thermal history, light acclimation, and symbiont genotype. Field-validated against 1,247 individual coral colonies across three ocean regions. RMSE = 0.41°C for bleaching onset prediction.
Eight normalized parameters combined with PCA-calibrated weights into a single actionable score — validated across 47,832 daily observations at 14 reef systems.
Real-world deployments validating CORAL-CORE's early warning capabilities across the Red Sea, Great Barrier Reef, and Caribbean Arc.
Peer-reviewed research and open scientific datasets underpinning the CORAL-CORE framework.
Access the complete framework, validation dataset, and Python package. All code, data, and results released under CC BY 4.0.