Advanced · Systems
Digital Twin
Visual diagram · (in preparation) · Math · (in preparation) · Worked example · 3 difficulty levels.
TL;DR. A high-fidelity virtual replica of a physical system that updates in real time from sensor data.
Technical Definition
A high-fidelity virtual replica of a physical system that updates in real time from sensor data.
How it works
Digital twins of factories, jet engines, cities, and even patients enable what-if simulation, predictive maintenance, and AI-driven optimization. They combine physics simulation, real-time data ingestion, and ML surrogates of expensive computations.
Related Concepts
- Real-time Processing — Handling data and producing results within strict latency bounds, often milliseconds.
- Simulation — Synthetic environments that let agents or models train and be evaluated without real-world risk.