flotation

Open database for metallurgical & mining processes. Synthetic and official datasets for data science, ML, and Power BI. Includes Peruvian mining production data (MINEM 2021–2025).

👷 Nornickel Hackathon Submission

Supervisory control and decoupled MIMO PID regulation for a pilot-scale copper flotation column using PLC, OPC, and industrial HMI.

After reading "Gaussian process regression for modeling computational and experimental mineral processing data" by Eskanlou et al. (Mineral-X, Stanford), I applied their GPR workflow to my own Cu-Mo plant flotation data and inverted it for the window that minimises Cu in the Mo concentrate.

Mineral process quality forecasting on Databricks — flotation plant ML platform with SPC charts, what-if simulator, and Medallion architecture. Real industrial data (737K rows, 24 sensors).

Planta de flotación real (Kaggle, mineral de hierro): qué se puede predecir de la sílice del concentrado y por qué los datos no permiten recetar setpoints de reactivos.

34-second frame-locked schematic of Cathode Froth-Flotation Separation. Explanatory only, not a certified reference.

Bubble segmentation of flotation-froth images: U-Net, SBSNet, DeepLab and SAM-family models, watershed post-processing, froth motion and impurity analysis, and the reproduction code of our review paper.

34-second frame-locked schematic of Froth-Flotation Cell. Explanatory only, not a certified reference.

The LLM reads the textbooks — it doesn't decide anything. Deterministic discovery over a knowledge graph turns tailings data into ranked, priced, traceable R&D hypotheses

Sensor virtual de sílice en flotación de hierro con datos reales de planta: 3 filtraciones cerradas, persistencia como línea base, holdout abierto una vez y bootstrap por días.