ARMxy BL410 + industrial robot motion control: ±0.02mm precision, <1ms multi-axis sync, AI optimization. Improves efficiency by 25%-35%, reduces defects by 30%-40%.
Case Details
In the industrial automation industry, the motion control precision and multi-axis coordination ability of industrial robots directly affect production quality and efficiency. Traditional robot motion control systems face core challenges such as low positioning accuracy, poor multi-axis synchronization, rigid motion planning, and difficult remote debugging. This solution, based on the
ARMxy BL410 industrial-grade embedded computer (quad-core Cortex-A55 + 1TOPS NPU), builds an intelligent motion control system integrating high-precision trajectory planning, multi-axis real-time synchronization, edge AI optimization, and remote maintenance. By adopting a model predictive control (MPC) algorithm, it achieves ±0.02mm positioning accuracy and <1ms multi-axis synchronization error. Combined with BLIoTLink, BLRAT, and Qt core tools, the solution ultimately improves robot operation efficiency by 25%-35%, reduces product processing defect rates by 30%-40%, and realizes intelligent management of industrial robot fleets.
- Low Positioning Accuracy: Traditional control algorithms have large trajectory deviation, failing to meet high-precision processing needs.
- Poor Multi-Axis Synchronization: Asynchronous motion of multiple axes leads to product deformation and low processing quality.
- Rigid Motion Planning: Fixed motion paths cannot adapt to complex workpieces and process changes.
- Difficult Remote Debugging: On-site debugging of robots is time-consuming and labor-intensive, affecting production progress.
The
ARMxy BL410 + Edge AI combination delivers four core values for industrial robot motion control:
- High-Performance Computing: Quad-core Cortex-A55 + 1TOPS NPU supports real-time operation of complex motion control algorithms and edge AI optimization.
- Hard Real-Time Response: Equipped with Linux-RT real-time kernel and EtherCAT industrial Ethernet, ensuring millisecond-level multi-axis synchronization.
- Intelligent Trajectory Planning: MPC algorithm adapts to dynamic process changes and optimizes motion paths in real time.
- Industrial-Grade Reliability: -40~85℃ wide temperature range, IP30 protection, and anti-electromagnetic interference design, adapting to harsh workshop environments.
Adopting a "cloud-edge-device" three-tier collaborative architecture:
- Device Layer: Servo drives, encoders, force/torque sensors, vision cameras, collecting motion status and environmental data.
- Edge Layer: ARMxy BL410 as the core controller, undertaking trajectory planning, multi-axis synchronization control, and edge AI inference.
- Cloud Layer: Realizing robot fleet monitoring, task scheduling, and remote debugging.
- High-Precision Motion Control: MPC algorithm + position-speed-current triple closed-loop control, ensuring trajectory accuracy.
- Multi-Axis Synchronization: EtherCAT-based distributed clock synchronization, achieving <1ms axis coordination error.
- Edge AI Optimization: Lightweight AI model for real-time trajectory correction and fault prediction.
- Remote Maintenance: BLRAT tool enables remote access to robot control parameters and fault diagnosis.
- Main Controller: ARMxy BL412B (3×10/100M Ethernet ports, supports HDMI2.0, 2 Y-board slots)
- Core Board: SOM412 (RK3568J, 4×Cortex-A55, 4GB LPDDR4X, 32GB eMMC, 1TOPS NPU)
- Peripheral Configuration: EtherCAT servo drives (6 axes), high-precision encoders, force/torque sensors, industrial cameras
- Expansion Module: Y63 RS485/CAN module (for connecting peripherals), Y31 AI module (for analog data collection), Y51 RTD module (for motor temperature monitoring)
- Ultra-High Precision: ±0.02mm positioning accuracy, meeting high-precision processing requirements of complex workpieces.
- Real-Time Synchronization: <1ms multi-axis synchronization error, ensuring stable and consistent motion.
- Intelligent Adaptation: Dynamic trajectory optimization adapts to complex processes and workpiece changes.
- Cost Reduction: Remote debugging reduces on-site maintenance time by over 60%, lowering production downtime losses.
This solution is suitable for:
- Industrial articulated robots (welding, assembly, handling)
- Collaborative robots (human-machine interaction scenarios)
- CNC machine tool motion control
- Automated production line multi-robot collaboration
- Precision electronic component processing robots
The
ARMxy BL410 + Industrial Robot Motion Control Solution addresses the core pain points of traditional motion control systems through hardware computing power, algorithm intelligence, and software ecosystem integration. The solution not only realizes high-precision, real-time, and intelligent robot motion control but also provides data support for production efficiency optimization through remote management. It is an important technical support for manufacturing enterprises to improve production quality, enhance operational efficiency, and promote intelligent upgrading, and a key path to build smart factories and flexible production lines.
