Machine Learning Techniques for Mitigating Sensor Ionizing Dose Failures in Robotic Systems

Machine learning is used to extend performance in robotic systems suffering from TID sensor failure. The method is implemented on a robotic manipulator to demonstrate reconstruction of encoder signals submitted to simulated radiation effects.