industrial-data

Collects MCEGold measurement publications and performs publication-driven discovery for industrial asset reliability applications.

Reproducible Python workflow for simulating PLC-style machine operation data, fault events, anomaly labels, validation checks, and visual outputs.

Open-source discovery and visualization platform demonstrating MCEGold Data Services integration through a web portal, automated publication collection, and Grafana.

Gas turbine sensor monitoring: Python + PostgreSQL, time-series queries and anomaly detection.

Classify SAP BOM components as plastic / polymer / rubber / non-plastic — rules + ML, with confidence, evidence, and a review queue for ambiguous or contradictory rows.

Process Engineering simulation tools for industrial efficiency, mass-balance calculations, and system purity optimization.

A from-zero, hands-on course through Cognite Data Fusion, the Cognite Toolkit, and one deliberately real industrial data model.

Pipeline IIoT em tempo real com MQTT, Kafka, InfluxDB e Grafana — Cenário de Mineração

Synthetic NLP workflow for structuring industrial standardization and commercialization demands for turquoise-hydrogen-derived carbon materials.

Evidence-preserving industrial PDF extraction with NVIDIA VLMs, validated product records, citation-bearing RAG, and a deterministic offline demo.

Controle de qualidade de dados industriais com Cognite Data Fusion (Open Industrial Data / plataforma Valhall): catálogo de 363 sensores, detecção de gaps, spikes, flatline e valores fora de faixa.

Reproducible Python pipeline for multi-machine manufacturing anomaly detection, automated testing and engineering reporting.

Simulador de telemetria industrial SCADA/OT (Modbus TCP, sensores físico-químicos) com detecção de desvios e qualidade em Python/PostgreSQL.

End-to-end industrial data pipeline built on Medallion architecture (Bronze / Silver / Gold) — SCADA ingestion, anomaly detection and Azure Blob Storage export

Application Streamlit avec Ternium : prédiction des bobines d'acier défectueuses (SVC, Gradient Boosting) et détection de capteurs anormaux (Mahalanobis)

Simulation, stockage et visualisation de mesures industrielles en Python/MySQL

Evidence-linked multilingual motor-catalog refinement with deterministic validation, NVIDIA NIM, synthetic benchmarks, and reproducible experiment reports.