Companion code and figures for: Hardware-Aware Experimental Assessment of a Nussbaum-Function PID Controller on a Low-Cost Manipulator Joint Using Optuna-Guided Tuning (Niryo NED3 Pro)
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Updated
Jun 4, 2026 - Python
Companion code and figures for: Hardware-Aware Experimental Assessment of a Nussbaum-Function PID Controller on a Low-Cost Manipulator Joint Using Optuna-Guided Tuning (Niryo NED3 Pro)
Companion data and figures for: AEGIS - An Age-Aware, Evidence-Guarded Safe-Action Layer Fusing RGB-D Sensing with Vision-Language Monitoring for Collision-Aware Robotic Manipulation (Niryo NED3 Pro)
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