Research Data Platform
Unify scattered research data, train predictive models, and run
multi-objective optimization — all in one platform.
The Challenge
Experimental data spread across spreadsheets, local files, and emails. Manual trial-and-error experiment design. Disconnected analysis workflows. D3Square solves this.
Experimental data scattered across tools, formats, and team members
Manually iterating experiments without data-driven guidance
Data collection, modeling, and optimization in separate environments
Platform
Features
Upload experimental datasets and validate them automatically. Handle missing values, categorical encoding, and outlier detection in a single preprocessing pipeline.
Train predictive models directly from your datasets. Compare multiple algorithms and kernels, then interpret model decisions with SHAP analysis.
Combine trained models for multi-objective optimization. Maximize targets, set constraints, and explore the Pareto frontier to find optimal design parameters.
Recommend the optimal next samples to measure. Maximize information gain with minimal experiments, reducing research cost and time.
Workflow
Upload experimental datasets to buckets with automated validation and preprocessing.
Run correlation analysis, scatter plots, and distribution analysis to understand data structure.
Compare multiple algorithms and select the best predictive model for your targets.
Publish validated models and use them for predictions on new experimental conditions.
Run multi-objective optimization to find the optimal design parameter combinations.
Fewer experimental iterations
Faster data analysis
Full experiment traceability
Use Cases
Optimize alloy compositions and heat treatment conditions to achieve target material properties.
Systematically explore reaction conditions and catalyst configurations to maximize yield.
Build quality prediction models from process data and maintain optimal operating conditions.
Systematically manage experimental data for battery materials, catalysts, and energy systems.
Laboratory
Reagent inventory, equipment status, specimen tracking, and experimental protocols — everything your lab needs in one system, so you can focus on research.
We welcome inquiries about deployment, demo requests, and technical consultations.