511 lines
16 KiB
JSON
511 lines
16 KiB
JSON
{
|
||
"_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"
|
||
}
|
||
}
|
||
}
|
||
} |