{ "source_file": "bearing_medium.step", "object_bounds": [ -30.0, -20.0, -15.0, 30.0, 20.0, 15.0 ], "best_grasp_strategy": { "method": "lateral_pinch", "gripper_type": "parallel_jaw", "target_face_id": 20, "approach_direction": [ 0.0, 0.0, 1.0 ], "confidence": 0.8, "reasoning": "凸台 (半径 15.0mm, 面积 2827.4 mm²) 适合平行爪夹持" }, "face_recommendations": [ { "face_id": 0, "category_name": "LateralPlane_X", "geom_type": "PLANE", "area": 918.0, "grasp_method": "surface_grip", "gripper_type": "vacuum_cup_or_gecko", "approach_direction": [ -1.0, -0.0, -0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.7, "notes": "X向垂直平面,壁虎/真空吸附" }, { "face_id": 1, "category_name": "ConvexFeature_Bolt", "geom_type": "CYLINDER", "area": 127.234502, "grasp_method": "lateral_pinch", "gripper_type": "parallel_jaw", "approach_direction": [ -0.0, -0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.8, "notes": "凸起特征,建议平行爪夹持" }, { "face_id": 2, "category_name": "ConcaveFeature_Hole", "geom_type": "CYLINDER", "area": 80.110613, "grasp_method": "expansion_grip", "gripper_type": "expansion_gripper", "approach_direction": [ 0.0, 1.0, 0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.6, "notes": "凹入孔特征,建议膨胀夹持" }, { "face_id": 3, "category_name": "ConvexFeature_Bolt", "geom_type": "CYLINDER", "area": 80.110613, "grasp_method": "lateral_pinch", "gripper_type": "parallel_jaw", "approach_direction": [ 0.0, 1.0, 0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.5, "notes": "凸起特征,建议平行爪夹持" }, { "face_id": 4, "category_name": "ConcaveFeature_Hole", "geom_type": "CYLINDER", "area": 127.234502, "grasp_method": "expansion_grip", "gripper_type": "expansion_gripper", "approach_direction": [ -0.0, -0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.9, "notes": "凹入孔特征,建议膨胀夹持" }, { "face_id": 5, "category_name": "FreeSurface", "geom_type": "TORUS", "area": 9.085944, "grasp_method": "contour_grip", "gripper_type": "soft_gripper", "approach_direction": [ 0.0, 0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.3, "notes": "曲面外表面,建议柔顺夹持" }, { "face_id": 6, "category_name": "FreeSurface", "geom_type": "TORUS", "area": 9.085944, "grasp_method": "contour_grip", "gripper_type": "soft_gripper", "approach_direction": [ 0.0, 0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.3, "notes": "曲面外表面,建议柔顺夹持" }, { "face_id": 7, "category_name": "HorizontalPlane", "geom_type": "PLANE", "area": 1458.0, "grasp_method": "vacuum_grip", "gripper_type": "vacuum_cup", "approach_direction": [ -0.0, -1.0, -0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.95, "notes": "水平平面,适合真空吸附" }, { "face_id": 8, "category_name": "FreeSurface", "geom_type": "TORUS", "area": 9.085944, "grasp_method": "contour_grip", "gripper_type": "soft_gripper", "approach_direction": [ 0.0, 0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.3, "notes": "曲面外表面,建议柔顺夹持" }, { "face_id": 9, "category_name": "LateralPlane_Z", "geom_type": "PLANE", "area": 1400.210236, "grasp_method": "surface_grip", "gripper_type": "vacuum_cup_or_gecko", "approach_direction": [ -0.0, -0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.7, "notes": "Z向垂直平面,壁虎/真空吸附" }, { "face_id": 10, "category_name": "FreeSurface", "geom_type": "TORUS", "area": 9.085944, "grasp_method": "contour_grip", "gripper_type": "soft_gripper", "approach_direction": [ 0.0, 0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.3, "notes": "曲面外表面,建议柔顺夹持" }, { "face_id": 11, "category_name": "LateralPlane_Z", "geom_type": "PLANE", "area": 1349.944754, "grasp_method": "surface_grip", "gripper_type": "vacuum_cup_or_gecko", "approach_direction": [ -0.0, -0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.7, "notes": "Z向垂直平面,壁虎/真空吸附" }, { "face_id": 12, "category_name": "HorizontalPlane", "geom_type": "PLANE", "area": 1458.0, "grasp_method": "vacuum_grip", "gripper_type": "vacuum_cup", "approach_direction": [ -0.0, -1.0, -0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.95, "notes": "水平平面,适合真空吸附" }, { "face_id": 13, "category_name": "ConcaveFeature_Hole", "geom_type": "CYLINDER", "area": 127.234502, "grasp_method": "expansion_grip", "gripper_type": "expansion_gripper", "approach_direction": [ -1.0, -0.0, -0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.6, "notes": "凹入孔特征,建议膨胀夹持" }, { "face_id": 14, "category_name": "ConvexFeature_Bolt", "geom_type": "CYLINDER", "area": 127.234502, "grasp_method": "lateral_pinch", "gripper_type": "parallel_jaw", "approach_direction": [ -1.0, -0.0, -0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.5, "notes": "凸起特征,建议平行爪夹持" }, { "face_id": 15, "category_name": "ConvexFeature_Bolt", "geom_type": "CYLINDER", "area": 127.234502, "grasp_method": "lateral_pinch", "gripper_type": "parallel_jaw", "approach_direction": [ -0.0, -0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.8, "notes": "凸起特征,建议平行爪夹持" }, { "face_id": 16, "category_name": "ConcaveFeature_Hole", "geom_type": "CYLINDER", "area": 127.234502, "grasp_method": "expansion_grip", "gripper_type": "expansion_gripper", "approach_direction": [ 1.0, 0.0, 0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.6, "notes": "凹入孔特征,建议膨胀夹持" }, { "face_id": 17, "category_name": "FreeSurface", "geom_type": "TORUS", "area": 9.085944, "grasp_method": "contour_grip", "gripper_type": "soft_gripper", "approach_direction": [ 0.0, 0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.3, "notes": "曲面外表面,建议柔顺夹持" }, { "face_id": 18, "category_name": "ConcaveFeature_Hole", "geom_type": "CYLINDER", "area": 80.110613, "grasp_method": "expansion_grip", "gripper_type": "expansion_gripper", "approach_direction": [ -0.0, -1.0, -0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.6, "notes": "凹入孔特征,建议膨胀夹持" }, { "face_id": 19, "category_name": "FreeSurface", "geom_type": "TORUS", "area": 9.085944, "grasp_method": "contour_grip", "gripper_type": "soft_gripper", "approach_direction": [ 0.0, 0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.3, "notes": "曲面外表面,建议柔顺夹持" }, { "face_id": 20, "category_name": "Boss", "geom_type": "CYLINDER", "area": 2827.433388, "grasp_method": "lateral_pinch", "gripper_type": "parallel_jaw", "approach_direction": [ 0.0, 0.0, 1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.8, "notes": "凸台特征,建议平行爪夹持" }, { "face_id": 21, "category_name": "ConvexFeature_Bolt", "geom_type": "CYLINDER", "area": 127.234502, "grasp_method": "lateral_pinch", "gripper_type": "parallel_jaw", "approach_direction": [ 1.0, 0.0, 0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.5, "notes": "凸起特征,建议平行爪夹持" }, { "face_id": 22, "category_name": "FreeSurface", "geom_type": "TORUS", "area": 9.085944, "grasp_method": "contour_grip", "gripper_type": "soft_gripper", "approach_direction": [ 0.0, 0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.3, "notes": "曲面外表面,建议柔顺夹持" }, { "face_id": 23, "category_name": "ConvexFeature_Bolt", "geom_type": "CYLINDER", "area": 80.110613, "grasp_method": "lateral_pinch", "gripper_type": "parallel_jaw", "approach_direction": [ -0.0, -1.0, -0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.5, "notes": "凸起特征,建议平行爪夹持" }, { "face_id": 24, "category_name": "FreeSurface", "geom_type": "TORUS", "area": 9.085944, "grasp_method": "contour_grip", "gripper_type": "soft_gripper", "approach_direction": [ 0.0, 0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.3, "notes": "曲面外表面,建议柔顺夹持" }, { "face_id": 25, "category_name": "Boss", "geom_type": "CYLINDER", "area": 452.389342, "grasp_method": "lateral_pinch", "gripper_type": "parallel_jaw", "approach_direction": [ -0.0, -0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.8, "notes": "凸台特征,建议平行爪夹持" }, { "face_id": 26, "category_name": "ConcaveFeature_Hole", "geom_type": "CYLINDER", "area": 127.234502, "grasp_method": "expansion_grip", "gripper_type": "expansion_gripper", "approach_direction": [ -0.0, -0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.9, "notes": "凹入孔特征,建议膨胀夹持" }, { "face_id": 27, "category_name": "LateralPlane_X", "geom_type": "PLANE", "area": 918.0, "grasp_method": "surface_grip", "gripper_type": "vacuum_cup_or_gecko", "approach_direction": [ -1.0, -0.0, -0.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.7, "notes": "X向垂直平面,壁虎/真空吸附" }, { "face_id": 28, "category_name": "LateralPlane_Z", "geom_type": "PLANE", "area": 50.265482, "grasp_method": "surface_grip", "gripper_type": "vacuum_cup_or_gecko", "approach_direction": [ -0.0, -0.0, -1.0 ], "grasp_point": [ 0.0, 0.0, 0.0 ], "confidence": 0.7, "notes": "Z向垂直平面,壁虎/真空吸附" } ], "grasp_method_summary": { "surface_grip": { "face_count": 5, "total_area": 4636.42 }, "lateral_pinch": { "face_count": 8, "total_area": 3948.98 }, "expansion_grip": { "face_count": 6, "total_area": 669.16 }, "contour_grip": { "face_count": 8, "total_area": 72.69 }, "vacuum_grip": { "face_count": 2, "total_area": 2916.0 } } }