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llmiotsafe/data/anomaly_templates/anomaly_taxonomy.json
2026-05-12 17:01:39 +08:00

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{
"_meta": {
"description": "SafeHome 异常场景分类体系",
"分类逻辑": "先按威胁大类分,再按适用的住户画像标记,每种异常都配有对应的误报(FP)场景"
},
"categories": {
"intrusion": {
"name": "入侵类",
"description": "未授权人员进入住宅",
"severity": "critical",
"scenarios": [
"INS-01: 窗户入侵(夜间破窗)",
"INS-02: 门锁暴力破解",
"INS-03: 尾随入室",
"INS-04: 白天撬窗入室(住户外出时)",
"INS-05: 伪装开锁(使用被盗/复制的凭证)"
]
},
"fire_gas": {
"name": "火灾/燃气类",
"description": "火灾风险、燃气泄漏、一氧化碳",
"severity": "critical",
"scenarios": [
"FG-01: 厨房忘关火",
"FG-02: 电器过热起火",
"FG-03: CO浓度升高燃气热水器/壁挂炉故障)",
"FG-04: 烟雾报警器低电量时发生烟雾事件"
]
},
"water_damage": {
"name": "水损类",
"description": "漏水、水管破裂、设备漏水",
"severity": "high",
"scenarios": [
"WD-01: 卫生间水管漏水",
"WD-02: 洗碗机/洗衣机漏水",
"WD-03: 无人在家时漏水持续"
]
},
"device_fault": {
"name": "设备故障类",
"description": "设备异常工作、传感器故障",
"severity": "medium",
"scenarios": [
"DF-01: 温度传感器读数固定stuck-at",
"DF-02: 温度传感器读数漂移drift",
"DF-03: 运动传感器持续触发(误报或硬件故障)",
"DF-04: 门锁响应异常(命令无响应/状态不一致)",
"DF-05: 烟雾报警器硬件故障自检失败",
"DF-06: 窗帘电机卡住操作状态一直是moving但位置不变"
]
},
"elderly_specific": {
"name": "老人特有类",
"description": "独居老人场景特有的异常",
"severity": "high",
"applicable_profiles": ["elderly_living_alone"],
"scenarios": [
"EL-01: 疑似跌倒(卫生间/浴室长时间有人但无后续活动)",
"EL-02: 疑似跌倒(某房间运动触发后长时间全屋无活动)",
"EL-03: 忘记关火(灶具长时间开启+厨房无人)",
"EL-04: 作息异常平时6点起床但到9点仍无任何活动",
"EL-05: 夜间频繁起夜(频繁的卧室→卫生间往返)",
"EL-06: 忘记锁门(出门后门锁未锁定)",
"EL-07: 长时间未归(出门后超过预期时间未回家)"
]
},
"child_specific": {
"name": "儿童特有类",
"description": "有小孩家庭场景特有的异常",
"severity": "high",
"applicable_profiles": ["family_with_children"],
"scenarios": [
"CH-01: 儿童独自在家异常(非预期时段仅儿童房有活动)",
"CH-02: 儿童进入危险区域(儿童房活动后→厨房灶具开启)",
"CH-03: 儿童深夜活动(儿童房半夜运动传感器触发+灯开+离开房间)",
"CH-04: 儿童尝试开门外出(入户门解锁尝试+无成人在场)",
"CH-05: 儿童长时间无活动(放学回家后长时间仅一个房间有信号然后消失)"
]
},
"behavioral_anomaly": {
"name": "行为模式异常类",
"description": "不符合住户日常行为规律的活动模式",
"severity": "medium",
"scenarios": [
"BA-01: 深夜异常活动凌晨2-5点非惯常的多房间活动",
"BA-02: 设备使用模式突变(平时不做饭的时间段灶具开启)",
"BA-03: 异常高的设备交互频率(短时间内大量开关灯)",
"BA-04: 不合理的房间移动序列(直接从阳台到卧室,跳过中间房间)",
"BA-05: 假期模式中的异常活动(已知出远门但家中出现活动)"
]
}
},
"false_positive_categories": {
"description": "每种异常类都有对应的误报场景LLM需要能区分",
"examples": {
"intrusion_fp": "深夜起来喝水/上厕所,看起来像入侵但是正常行为",
"fire_fp": "正常做饭导致的烟雾/温度上升,不是火灾",
"elderly_fp": "老人午睡时间长,不是跌倒",
"child_fp": "孩子周末在家正常活动,不是异常独处",
"device_fp": "季节变化导致的温度读数变化,不是传感器故障"
}
},
"total_scenario_count": {
"intrusion": 5,
"fire_gas": 4,
"water_damage": 3,
"device_fault": 6,
"elderly_specific": 7,
"child_specific": 5,
"behavioral_anomaly": 5,
"total": 35
}
}