{ "_meta": { "category": "child_specific", "description": "有小孩家庭特有的异常场景", "applicable_profiles": [ "family_with_children" ], "applicable_layouts": [ "C" ] }, "scenarios": { "CH-01": { "name": "儿童独自在家异常", "description": "工作日上午(应该上学时间)家中只有儿童房有活动", "anomaly_events": [ { "time": "07:30", "device": "front_door_lock", "event": "LockOperation", "fields": { "LockOperationType": 1, "UserIndex": 1 }, "note": "家长出门" }, { "time": "07:30", "device": "front_door_lock", "event": "LockOperation", "fields": { "LockOperationType": 0 }, "note": "锁门" }, { "time": "08:00", "note": "此时孩子应该在学校" }, { "time": "09:00", "device": "kids_room_occupancy", "attribute": "Occupancy", "value": 1, "note": "儿童房有活动" }, { "time": "09:00", "device": "kids_room_light", "attribute": "OnOff", "value": true }, { "time": "09:00", "note": "其他房间无活动,只有儿童房" } ], "ground_truth": { "is_anomaly": true, "threat_type": "child_safety", "key_evidence": [ "工作日上午学校时段", "家长已出门(LockOperation 记录)", "仅儿童房有活动信号,其他房间无人", "活动模式像小孩(仅在一个房间)" ], "expected_response": "通知家长确认孩子是否生病在家/逃学", "difficulty_score": 10, "difficulty_level": 2, "difficulty_label": "L2_reasoning_detection", "difficulty_dimensions": { "D1_evidence_count": 2, "D2_signal_directness": 2, "D3_cross_device": 2, "D4_temporal_span": 2, "D5_fp_similarity": 2 } }, "false_positive_variant": { "name": "CH-01-FP: 孩子生病请假在家(家长陪护)", "events": [ { "time_offset": 0, "device": "kids_room_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1, "note": "孩子在房间" }, { "time_offset": 0, "device": "kids_room_light", "cluster": "OnOff", "attribute": "OnOff", "value": true }, { "time_offset": 600, "device": "master_bedroom_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1, "note": "家长也在家" }, { "time_offset": 1200, "device": "kitchen_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1, "note": "家长去厨房准备吃的" } ], "key_difference": "家长也在家(多个房间有活动),不只是儿童房,说明有成人陪护" } }, "CH-02": { "name": "儿童进入危险区域操作危险设备", "description": "儿童独自时厨房灶具被开启", "preconditions": { "home_state": "家长不在家或在其他房间", "time_range": "any" }, "anomaly_events": [ { "time_offset": 0, "device": "kids_room_occupancy", "attribute": "Occupancy", "value": 1, "note": "儿童在儿童房" }, { "time_offset": 60, "device": "kids_room_occupancy", "attribute": "Occupancy", "value": 0, "note": "离开" }, { "time_offset": 75, "device": "kitchen_occupancy", "attribute": "Occupancy", "value": 1, "note": "进入厨房" }, { "time_offset": 90, "device": "kitchen_cook_surface", "attribute": "OnOff", "value": true, "note": "灶具被打开" }, { "time_offset": 90, "note": "此时无成人在场——master_bedroom_occupancy=0, living_room_occupancy=0 或家长在别的房间" } ], "ground_truth": { "is_anomaly": true, "threat_type": "child_safety", "severity": "critical", "key_evidence": [ "活动轨迹:儿童房 → 厨房", "厨房灶具被开启", "无成人在厨房(厨房 occupancy 信号模式+其他房间的 occupancy 信号表明成人不在厨房)", "如果灶具有 OffOnly 限制,理论上不能远程开启——这意味着是物理操作" ], "expected_response": "立即通知家长,如可能则远程关闭灶具(OffOnly命令)", "difficulty_score": 10, "difficulty_level": 2, "difficulty_label": "L2_reasoning_detection", "difficulty_dimensions": { "D1_evidence_count": 2, "D2_signal_directness": 2, "D3_cross_device": 3, "D4_temporal_span": 1, "D5_fp_similarity": 2 } }, "false_positive_variant": { "name": "CH-02-FP: 家长陪同孩子在厨房", "events": [ { "time_offset": 0, "device": "kids_room_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1 }, { "time_offset": 60, "device": "kitchen_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1, "note": "进入厨房" }, { "time_offset": 65, "device": "kitchen_cook_surface", "cluster": "OnOff", "attribute": "OnOff", "value": true, "note": "灶具开启" }, { "time_offset": 65, "device": "living_room_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1, "note": "家长也在附近活动" } ], "key_difference": "家长也在活动(living_room occupancy),不是孩子独自操作灶具" } }, "CH-03": { "name": "儿童深夜活动", "description": "儿童房半夜有持续活动", "anomaly_events": [ { "time": "01:30", "device": "kids_room_occupancy", "attribute": "Occupancy", "value": 1, "note": "凌晨1:30儿童房运动" }, { "time": "01:30", "device": "kids_room_light", "attribute": "OnOff", "value": true, "note": "开灯" }, { "time": "01:35", "device": "kids_room_occupancy", "attribute": "Occupancy", "value": 0 }, { "time": "01:36", "device": "living_room_occupancy", "attribute": "Occupancy", "value": 1, "note": "去了客厅" }, { "time": "01:36", "note": "家长卧室无运动(家长在睡觉)" } ], "ground_truth": { "is_anomaly": true, "threat_type": "child_safety", "key_evidence": [ "凌晨时段儿童房活动 → 离开房间去其他区域", "家长卧室无活动(不是家长带着孩子)", "低龄儿童深夜独自活动有安全风险(摔倒、误触电器等)" ], "expected_response": "通知家长(轻柔方式),建议查看孩子情况", "difficulty_score": 9, "difficulty_level": 2, "difficulty_label": "L2_reasoning_detection", "difficulty_dimensions": { "D1_evidence_count": 2, "D2_signal_directness": 2, "D3_cross_device": 2, "D4_temporal_span": 1, "D5_fp_similarity": 2 } }, "false_positive_variant": { "name": "CH-03-FP: 孩子起夜上厕所", "events": [ { "time": "02:00", "device": "kids_room_occupancy", "value": 1 }, { "time": "02:02", "device": "second_bathroom_occupancy", "value": 1, "note": "直接去卫生间" }, { "time": "02:05", "device": "kids_room_occupancy", "value": 1, "note": "回到房间" } ], "key_difference": "路径是 儿童房→卫生间→儿童房,直来直去没有去其他地方,持续时间短" } }, "CH-04": { "name": "儿童尝试开门外出", "description": "低龄儿童在无成人在场时尝试打开入户门", "anomaly_events": [ { "time_offset": 0, "device": "entrance_occupancy", "attribute": "Occupancy", "value": 1, "note": "玄关检测到活动(矮小身影)" }, { "time_offset": 5, "device": "front_door_lock", "event": "LockOperationError", "fields": { "OperationError": 1, "OperationSource": 3 }, "note": "尝试用密码解锁失败" }, { "time_offset": 15, "device": "front_door_lock", "event": "LockOperationError", "fields": { "OperationError": 1, "OperationSource": 3 }, "note": "再次失败" }, { "time_offset": 15, "note": "master_bedroom_occupancy=0 或家长在其他房间未响应" } ], "ground_truth": { "is_anomaly": true, "threat_type": "child_safety", "key_evidence": [ "玄关运动 + 门锁解锁失败", "密码错误(小孩可能记不准密码)", "无成人在玄关区域", "跟 INS-02 的区别:这里不是暴力破解,只有1-2次尝试,且家中有其他房间的活动(说明有人在家)" ], "expected_response": "通知家长孩子在尝试开门", "difficulty_score": 9, "difficulty_level": 2, "difficulty_label": "L2_reasoning_detection", "difficulty_dimensions": { "D1_evidence_count": 2, "D2_signal_directness": 2, "D3_cross_device": 2, "D4_temporal_span": 1, "D5_fp_similarity": 2 } }, "false_positive_variant": { "name": "CH-04-FP: 家长在玄关操作门锁", "events": [ { "time_offset": 0, "device": "entrance_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1 }, { "time_offset": 5, "device": "front_door_lock", "event": "LockOperation", "fields": { "LockOperationType": 1, "OperationSource": 3, "UserIndex": 1 }, "note": "成人成功解锁" }, { "time_offset": 8, "device": "front_door_contact", "cluster": "BooleanState", "attribute": "StateValue", "value": false }, { "time_offset": 30, "device": "front_door_contact", "cluster": "BooleanState", "attribute": "StateValue", "value": true }, { "time_offset": 32, "device": "front_door_lock", "event": "LockOperation", "fields": { "LockOperationType": 0, "OperationSource": 3, "UserIndex": 1 }, "note": "锁门" } ], "key_difference": "成人成功解锁(UserIndex=1,无LockOperationError),不是儿童输错密码" } }, "CH-05": { "name": "儿童异常长时间静止", "description": "孩子放学回家后某个房间有过信号,然后长时间完全无活动", "anomaly_events": [ { "time": "16:15", "device": "front_door_lock", "event": "LockOperation", "fields": { "LockOperationType": 1, "OperationSource": 3 }, "note": "放学回家" }, { "time": "16:16", "device": "kids_room_occupancy", "attribute": "Occupancy", "value": 1 }, { "time": "16:16", "device": "kids_room_light", "attribute": "OnOff", "value": true }, { "time": "16:20", "device": "kids_room_occupancy", "attribute": "Occupancy", "value": 0, "note": "坐下不动,PIR超时" }, { "time_range": "16:20-18:30", "note": "超过2小时无任何活动,灯还开着,其他房间全无信号" } ], "ground_truth": { "is_anomaly": "uncertain", "threat_type": "child_safety", "key_evidence": [ "孩子回家后进入房间,然后2小时+完全无活动", "灯还开着说明人可能还在房间但不动", "可能场景:写作业/看手机(正常)vs 身体不适/情绪问题(需关注)", "这个场景的判断需要谨慎——不能过度报警" ], "expected_response": "低优先级提醒家长孩子回家后比较安静,建议关注", "note": "这种场景的 TP/FP 边界模糊,考验 LLM 的判断力和措辞能力", "difficulty_score": 11, "difficulty_level": 3, "difficulty_label": "L3_composite_reasoning", "difficulty_dimensions": { "D1_evidence_count": 1, "D2_signal_directness": 3, "D3_cross_device": 1, "D4_temporal_span": 3, "D5_fp_similarity": 3 } }, "false_positive_variant": { "name": "CH-05-FP: 孩子安静写作业后正常活动", "events": [ { "time_offset": 0, "device": "kids_room_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1 }, { "time_offset": 0, "device": "kids_room_light", "cluster": "OnOff", "attribute": "OnOff", "value": true }, { "time_offset": 3600, "device": "kids_room_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 0, "note": "PIR超时" }, { "time_offset": 5400, "device": "kids_room_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1, "note": "1.5小时后站起来" }, { "time_offset": 5430, "device": "living_room_occupancy", "cluster": "OccupancySensing", "attribute": "Occupancy", "value": 1, "note": "去客厅" } ], "key_difference": "虽然安静了1.5小时,但之后正常起身活动去了其他房间,说明只是在专注写作业" } } } }