Research Tools
All Tools
Geochemical modelling, statistical analysis, and visualization for soil and environmental science.
NICA-Donnan Model
LiveGeochemical Modelling
Non-ideal competitive adsorption (NICA) combined with Donnan electrostatic model for humic substance binding. Industry standard for natural organic matter.
Three-site NICA-Donnan
LiveGeochemical Modelling
Explicit cations/anions binding across positive or negative sites on biochar or biochar like matters.
CD-MUSIC Model
LiveGeochemical Modelling
Charge Distribution MUSIC model for ion adsorption at mineral-water interfaces. Validated for iron oxides, clays, and aluminum oxides.
LCD / Ligand and Charge Distribution
LiveGeochemical Modelling
Ligand and Charge Distribution for metal-ligand complexation. Fast speciation estimates.
NOM-CD
BetaGeochemical Modelling
Natural organic matter characterization using charge distribution modeling.
MultiSurface SCM
BetaGeochemical Modelling
Couple NICA-Donnan, CD-MUSIC, and electrostatic models across multiple mineral and organic surfaces simultaneously.
Linear Regression
PrototypeStatistical Analysis
Advanced linear regression analysis for modeling relationships between environmental variables with full model diagnostics.
ANOVA
PrototypeStatistical Analysis
Analysis of Variance for comparing means across multiple groups. Supports one-way, two-way, and factorial designs.
PERMANOVA
PrototypeStatistical Analysis
Permutational multivariate analysis of variance for analyzing complex ecological data with multiple response variables.
Heatmap Generator
PrototypeVisualization & Plotting
Generate publication-quality heatmaps from experimental concentration or expression data.
Sankey Diagram
PrototypeVisualization & Plotting
Create Sankey diagrams to visualize material flows, energy budgets, or tracer breakthrough curves.