LearningBoost
Adaptive Embedded AI control algorithm improves performance in highly dynamic precision motion systems
LearningBoost is an adaptive embedded AI control algorithm that is very effective in achieving higher throughput and reduced error during motion in highly dynamic (high frequency) precision motion systems. This algorithm learns and adapts to errors (& changes) in motion system behavior applying pre-emptive compensation to reduce errors before they materialize. Combine with ServoBoost to further reduce errors in real-time, optimize performance and significantly reduce engineering effort in commissioning systems.
Green signal – PE w PIVFF (+/- 100 nm)
Red signal – PE w/ LearningBoost (+/- 25 nm)
Key Features
- Applicable for non-repetitive & repetitive motion cycles
- Flexible learning & compensation options
- Dynamic online adaptive learning for in-process improvement
- Learn, save, and operate with fixed gains (adaptation disabled)
- Graphic user interface wizard simplifies setup & optimization
Key Benefits
- Cross-Axis Disturbance Rejection
- Achieve Very High Velocity & Acceleration
- High Frequency (bandwidth) Operation & Resonance Rejection
- Inertia (mass) Change Optimization
- Mechanical Compliance Correction
- Temperature Error Correction
- Reduced Engineering Commissioning Time
Targeted for Demanding Applications
- Hybrid/TCB/LED/Die bonding with extremely high throughput requirements and ability to minimize cross-axis disturbances primarily from gantry systems
- TGV (through-glass-via) laser drilling with high accuracy requirements throughout the entire move, especially during acceleration
- Electronics & PCB assembly with very fast, short pick & place operations to minimize move & settle times
- Metrology & Inspection scanning & spiral motion processes requiring aggressive disturbance rejection from cross-axis coupling to minimize system errors during motion
- Laser / Additive / Dispensing processes with multiple axes following 2D or 3D trajectories to minimize error and provide consistent velocity during motion
- Biomedical gene sequencing with many short, rapid moves to minimize move & settle
Relevant Resources
Looking for something else?
Markets
Accelerating motion control solutions & high-tech equipment innovation
Since our founding, ACS Motion Control has thrived on addressing precision motion control challenges in advanced semiconductor process control. Today, we are proud to provide motion control system solutions to equipment manufacturers in several high-tech market segments.
Ultra-precise, high-speed motion coordination
Compact, compliant, high-reliability control solutions
Ultra-precise, high-speed motion coordination
Nanometer stability for critical beam positioning