ariefansclub/han-grasp-force-optimizer-v1
Grasp Force Optimizer Objective Memprediksi gaya genggaman optimal untuk mencegah objek terjatuh atau rusak. Input object_weight_kg object_surface_friction grip_contact_area_cm2 finger_joint_angle_deg actuator_current_amp object_fragility_index Output required_grip_force_newton Architecture Dense(256) + ReLU BatchNormalization Dense(128) + ReLU Dropout(0.3) Dense(64) + ReLU Dense(1) + Linear Loss… See the full description on the dataset page: https://huggingface.co/datasets/ariefansclub/han-grasp-force-optimizer-v1.
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Grasp Force Optimizer
Objective
Memprediksi gaya genggaman optimal untuk mencegah objek terjatuh atau rusak.
Input
- objectweightkg
- objectsurfacefriction
- gripcontactarea_cm2
- fingerjointangle_deg
- actuatorcurrentamp
- objectfragilityindex
Output
- requiredgripforce_newton
Architecture
- Dense(256) + ReLU
- BatchNormalization
- Dense(128) + ReLU
- Dropout(0.3)
- Dense(64) + ReLU
- Dense(1) + Linear
Loss
MSE
Metrics
MAE, RMSE, R²
