Building a Semiconductor SCADA Monitoring System | PostgreSQL, MQTT, Go, FastAPI, React, AI
Автор: xpzebra
Загружено: 2025-12-27
Просмотров: 29
Описание:
Semiconductor Manufacturing SCADA Monitoring System
This video showcases a SCADA monitoring system I built for semiconductor production line equipment, focusing on real-time data collection, visualization, and AI-assisted analysis.
The system is designed to monitor equipment status, process metrics, alarms, and historical trends in a scalable and industrial-ready architecture.
🧱 System Architecture
Data Flow:
Equipment / PLC / Edge Devices
→ Publish telemetry and status data via MQTT
MQTT Broker
→ Reliable, low-latency message delivery
Backend Services
Golang services for high-performance data ingestion and processing
FastAPI for API services and AI integration
Database Layer
PostgreSQL/timescaleDB for structured SCADA data
pgvector for AI embeddings and semantic search
Frontend
React-based SCADA dashboard
Real-time visualization, alarms, and trends
AI Layer
AI-powered analysis on historical production data
Semantic search and intelligent querying over equipment logs
🧰 Technology Stack
Backend
Golang (high-performance services)
FastAPI (API & AI services)
Messaging
MQTT (real-time industrial messaging)
Database
PostgreSQL
pgvector (AI vector search)
Frontend
React (SCADA dashboards & visualization)
AI
Embedding-based semantic search
Intelligent analysis on production and equipment data
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