🔬 Interactive ML Prediction Tool

OkraML Prediction Tool

Select a domain tab, set your experimental conditions, and receive an ensemble ML prediction with SHAP-guided feature insights.

⚠️ Research Use Only. Nanoparticle synthesis is excluded (Ensemble R²=−0.53). Predictions use a simplified regression engine calibrated to the MICE-imputed dataset — treat results as estimates, not precision measurements. Experimental validation is recommended.

⚗️ Corrosion Inhibition Prediction

Target: Inhibition Efficiency (%) of okra-derived inhibitors in 1M HCl medium on steel. Ensemble R²=0.8422, MAE=4.91%.

1000 ppm
025,000
25 °C
2565
24 h
448
Range 0–530 µA/cm². Blank (0 ppm) ≈ 415.8 µA/cm²
Range 6–1100 Ω·cm²
Range 0–60 µF/cm²
Range −500 to +5000 mV
Range 0–10 mm/year
Ensemble R²=0.8422 · MAE=4.91%

💧 Adsorption / Pollutant Removal Prediction

Target: Adsorption Capacity qe (mg/g). Model trained on log(qe+1); result back-transformed. Ensemble R²=0.8987, MAE=0.283 log units.

50 mg/L
0200
1.0 g/L
0.52.5
6
28
25 °C
2045
2 h
0.2548
150 rpm
120200
Range −35 to +20 kJ/mol. Negative = exothermic adsorption
Range −15 to 0 kJ/mol. Negative = spontaneous
Range −90 to +85 J/mol·K
Ensemble R²=0.8987 · MAE=0.283 (log scale)

🧵 Biopolymer Composite Prediction

Target: Tensile Strength (MPa) of okra fiber-reinforced polymer composites. Ensemble R²=0.5744 — moderate model, use as a broad estimate.

10 wt%
050
0 wt%
030
Polyester: ~290–321°C · PP: ~351–410°C · CMC: ~276–282°C
Ensemble R²=0.5744 · MAE=2.92 MPa

⚡ Electrochemistry / Supercapacitor Prediction

Target: Specific Capacitance (F/g) of okra-derived activated carbons. Ensemble R²=0.8951, MAE=8.97 F/g.

500 m²/g
502800
1.0 cc/g
0.15.0
800 °C
800900
1.0 V
1.02.1
5 A/g
150
Ensemble R²=0.8951 · MAE=8.97 F/g