More engineers are turning to reinforcement learning to incorporate adaptive and self-tuning control into industrial systems.

The proposed controller for ballbot devices enhances the adaptability to dynamic environments via self-learning and self-adjusting characteristics. Ballbot is a unique kind of robot with great ...

Plug-and-play controller platform provides adaptive energy management, simplifies scalability, enables tailored configurations, and supports rapid, low-disruption upgrades. The controller is designed ...

However, not all innovations are equal and nor do they follow a constant upward trend. Instead, their evolution takes the form of an S-shaped curve that reflects their typical lifecycle from early ...

Industrial process control has traditionally relied on fixed-parameter controllers such as proportional integral derivative (PID) and model-based approaches like model predictive control (MPC). While ...