Sensor Integration
Overview
Modern robotics relies heavily on sophisticated sensor systems for perception, navigation, and decision-making. My expertise encompasses the full sensor integration pipeline from hardware selection to data processing algorithms.
Sensor Technologies
Vision Systems
- 2D Cameras: High-speed cameras for vision
- 3D Vision: Structured light and time-of-flight systems
- Thermal Imaging: Temperature monitoring and defect detection
Proximity & Range
- Ultrasonic: Cost-effective distance measurement
- Infrared: Precise short-range detection
Force & Torque
- Force/Torque: Precise force control for assembly
- Tactile Arrays: Surface pressure distribution
- Current Sensing: Motor load monitoring
- Vibration Analysis: Predictive maintenance
Data Processing Pipeline
1. Signal Conditioning
- Noise filtering and amplification
- Analog-to-digital conversion
- Synchronization and timestamping
2. Sensor Fusion
- Kalman filtering for state estimation
Performance Optimization
- GPU acceleration for vision processing
- Multi-threaded architecture
- Memory optimization techniques
- Temperature compensation
- Periodic verification systems