wzy-warehouse
170 lines
5.9 KiB
YAML
170 lines
5.9 KiB
YAML
# DBN 图结构配置
|
||
# 定义节点、各层节点列表、父子关系
|
||
|
||
# 推理配置
|
||
inference_config:
|
||
match_strategy: first # first=首条匹配（规则优先级从上到下），max=取最大概率
|
||
default_strategy: use_default # 无规则匹配时使用 default_probability
|
||
max_cpt_parents: 20 # CPT 最大父节点数（超过则采用规则加权融合）
|
||
|
||
layers:
|
||
# 触发层（3个节点）
|
||
trigger:
|
||
- rain_intensity # 降雨强度
|
||
- duration # 持续时间
|
||
- accum_rain # 累计降雨量
|
||
|
||
# 环境层（16个节点）
|
||
environment:
|
||
- elevation # 高程
|
||
- slope # 坡度
|
||
- aspect # 坡向
|
||
- soil_type # 土壤分类
|
||
- lithology # 岩性
|
||
- landuse # 土地利用类型
|
||
- terrain # 地形分类
|
||
- impervious # 不透水面
|
||
- ndvi # 植被指数
|
||
- sand_content # 土壤含沙量
|
||
- ph # 土壤PH值（辅助因子，不入CPT）
|
||
- soil_moisture # 土壤湿度
|
||
- organic_carbon # 有机碳（辅助因子，不入CPT）
|
||
- dist_to_river # 距离河道距离
|
||
- dist_to_fault # 距离断裂带距离
|
||
- pipe_density # 供水管网密度
|
||
|
||
# 灾害层（5个节点）
|
||
hazard:
|
||
- landslide # 滑坡
|
||
- debris_flow # 泥石流
|
||
- flash_flood # 山洪
|
||
- waterlogging # 内涝
|
||
- collapse # 崩塌
|
||
|
||
edges:
|
||
# 触发层 → 灾害层
|
||
# 降雨强度
|
||
- [rain_intensity, landslide]
|
||
- [rain_intensity, debris_flow]
|
||
- [rain_intensity, flash_flood]
|
||
- [rain_intensity, waterlogging]
|
||
- [rain_intensity, collapse]
|
||
|
||
# 持续时间
|
||
- [duration, landslide]
|
||
- [duration, debris_flow]
|
||
- [ duration, flash_flood ]
|
||
- [duration, waterlogging]
|
||
- [duration, collapse]
|
||
|
||
# 累计降雨量
|
||
- [accum_rain, landslide]
|
||
- [accum_rain, debris_flow]
|
||
- [accum_rain, flash_flood]
|
||
- [accum_rain, waterlogging]
|
||
- [accum_rain, collapse]
|
||
|
||
# 环境层 → 灾害层
|
||
# 高程影响山洪、内涝、泥石流
|
||
# - 山洪：高程影响汇流面积和河道坡降
|
||
# - 内涝：低洼处积水
|
||
# - 泥石流：高程反映沟道纵坡和物源区高差（秦岭北麓1000m+高发）
|
||
- [elevation, flash_flood]
|
||
- [elevation, waterlogging]
|
||
- [elevation, debris_flow]
|
||
|
||
# 坡度影响滑坡、泥石流、崩塌
|
||
- [slope, landslide]
|
||
- [slope, debris_flow]
|
||
- [slope, collapse]
|
||
|
||
# 坡向影响滑坡（阳坡冻融风化强烈）
|
||
- [aspect, landslide]
|
||
|
||
# 土壤类型影响滑坡、泥石流
|
||
- [soil_type, landslide]
|
||
- [soil_type, debris_flow]
|
||
|
||
# 岩性影响滑坡、泥石流、崩塌
|
||
- [lithology, landslide]
|
||
- [lithology, debris_flow]
|
||
- [lithology, collapse]
|
||
|
||
# 土地利用类型影响内涝、滑坡
|
||
# - 内涝：城市地表不透水
|
||
# - 滑坡：开挖坡脚/弃土加载/梯田改造
|
||
- [landuse, waterlogging]
|
||
- [landuse, landslide]
|
||
|
||
# 地形分类影响山洪、内涝
|
||
- [terrain, flash_flood]
|
||
- [terrain, waterlogging]
|
||
|
||
# 不透水面影响内涝
|
||
- [impervious, waterlogging]
|
||
|
||
# 植被指数影响滑坡、泥石流
|
||
- [ndvi, landslide]
|
||
- [ndvi, debris_flow]
|
||
|
||
# 土壤含沙量影响泥石流
|
||
- [sand_content, debris_flow]
|
||
|
||
# 土壤湿度影响滑坡、泥石流、内涝、山洪
|
||
# - 山洪：前期土壤湿度决定入渗率，饱和土壤几乎全部转为地表径流
|
||
- [soil_moisture, landslide]
|
||
- [soil_moisture, debris_flow]
|
||
- [soil_moisture, waterlogging]
|
||
- [soil_moisture, flash_flood]
|
||
|
||
# 距离河道距离影响山洪、泥石流、内涝、崩塌
|
||
# - 山洪：河道溢出 → [dist_to_river, flash_flood]
|
||
# - 泥石流：沟道物源供给 → [dist_to_river, debris_flow]
|
||
# - 内涝：排水出口受阻 → [dist_to_river, waterlogging]
|
||
# - 崩塌：河流侧蚀黄土塬边（渭河/灞河/浐河/沣河）→ [dist_to_river, collapse]
|
||
- [dist_to_river, flash_flood]
|
||
- [dist_to_river, debris_flow]
|
||
- [dist_to_river, waterlogging]
|
||
- [dist_to_river, collapse]
|
||
|
||
# 距离断裂带距离影响滑坡、崩塌、泥石流
|
||
- [dist_to_fault, landslide]
|
||
- [dist_to_fault, collapse]
|
||
- [dist_to_fault, debris_flow]
|
||
|
||
# 供水管网密度影响内涝
|
||
- [pipe_density, waterlogging]
|
||
|
||
# 节点状态定义（与 discretization.yaml 保持一致）
|
||
node_states:
|
||
# 触发层
|
||
rain_intensity: [no_rain, light, moderate, heavy, storm, downpour, extreme]
|
||
duration: [short, medium, long]
|
||
accum_rain: [trace, light, moderate, heavy, extreme]
|
||
|
||
# 环境层（离散字段状态名与数据库编码一一对应，连续字段用分位数分箱）
|
||
# 基于1365个样本的实际数据分布，2026-06-11更新
|
||
elevation: [very_low, low, medium, high, very_high]
|
||
slope: [very_low, low, medium, high, very_high]
|
||
aspect: [flat, north, east, south, west]
|
||
soil_type: [brown_soil, yellow_brown, cinnamon, black_lu, alluvial, aeolian, unknown]
|
||
lithology: [acid_rock, basic_rock, carbonate, metamorphic, mixed_clastic, terrigenous, unconsolidated, unknown]
|
||
landuse: [forest, farmland, urban, water, barren]
|
||
terrain: [mountain, plain, deep_valley, hill, gentle_hill, low_mountain, flat_plain, unknown]
|
||
impervious: [none, very_low, low, medium, high]
|
||
ndvi: [very_low, low, medium, high, very_high]
|
||
sand_content: [very_low, low, medium, high, very_high]
|
||
ph: [very_low, low, medium, high, very_high]
|
||
soil_moisture: [very_low, low, medium, high, very_high]
|
||
organic_carbon: [very_low, low, medium, high, very_high]
|
||
dist_to_river: [very_close, close, moderate, far, very_far]
|
||
dist_to_fault: [very_close, close, moderate, far, very_far]
|
||
pipe_density: [none, low, medium, high]
|
||
|
||
# 灾害层
|
||
landslide: [none, low, medium, high, very_high]
|
||
debris_flow: [none, low, medium, high, very_high]
|
||
flash_flood: [none, low, medium, high, very_high]
|
||
waterlogging: [none, low, medium, high, very_high]
|
||
collapse: [none, low, medium, high, very_high]
|