vertac-bridge 0.2.1

VerTac Sensor Data Bridge - Lightweight connector for sensor data ingestion

VerTac - Cycle-Based Monitoring Platform

A lightweight, web-based monitoring and analysis platform for small factories and technical environments where machines, test benches, or processes operate through repeated runs.

Overview

VerTac is designed to analyze historical multi-sensor datasets organized into distinct cycles. The platform provides:

• Cycle-centric analysis: Each dataset is organized into distinct cycles treated as first-class entities
• Automated comparisons: Compares each cycle against a reference cycle and the preceding cycle
• Deviation detection: Identifies abnormal behavior in signal shape, timing, amplitude, or overall behavior
• Root cause analysis: For abnormal terminations, traces and ranks sensor deviations leading up to the stop
• Synchronized visualization: Time-series graphs for multi-sensor data
• Operator-friendly: Designed for maintenance technicians with explainability and ease of use

Technology Stack

• Backend: Python FastAPI
• Frontend: React with TypeScript
• Data Processing: Pandas, NumPy, SciPy
• Visualization: Plotly.js
• Database: SQLite (development) / PostgreSQL (production)

Project Structure

VerTac/
├── backend/          # FastAPI backend
├── frontend/         # React frontend
├── data/            # Sample datasets
├── docs/            # Documentation
└── tests/           # Test suites

Getting Started

Backend Setup

cd backend
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt
uvicorn main:app --reload

Frontend Setup

cd frontend
npm install
npm start

Features

• Import and parse multi-sensor datasets
• Organize data into cycles
• Define reference cycles
• Automated cycle comparison
• Deviation detection and alerting
• Root cause analysis for abnormal stops
• Synchronized time-series visualization
• Lightweight and accessible web interface

License

MIT