Jargonautica
Modalities and Applications

Simulation

Training or testing a system in a model of the world rather than the world itself, because the real thing is slow, expensive or dangerous. It is how robots learn to walk and how autonomous vehicles encounter rare situations. The difficulty is always the gap between the simulation and reality.

Technical view

Enables massively parallel data collection and safe exploration of failure cases that cannot be sampled in the real world. The sim-to-real gap is addressed by domain randomisation over physical and visual parameters, system identification to match simulator dynamics to measurements, and fine-tuning on limited real data. Simulation is also increasingly used as an evaluation environment for agents, where determinism and resettability are the properties that make comparable measurement possible.


Part of AI Terminology Index, section: Modalities and Applications.

How it connects

Simulation links to 9 other terms. The faint lines are links between those terms. See it in the full graph.

Reinforcement LearningReinforcement Learn…Robotics and Embodied AIRobotics and Embodi…EnvironmentEnvironmentAgent EvaluationAgent EvaluationAutonomous VehiclesAutonomous VehiclesOperations ResearchOperations ResearchSynthetic DataSynthetic DataAI for ScienceAI for Science3D Generation3D GenerationSimulation