版权说明 操作指南
首页 > 成果 > 详情

SHAP-powered insights into spatiotemporal effects: Unlocking explainable Bayesian-neural-network urban flood forecasting

认领
导出
Link by DOI
反馈
分享
QQ微信 微博
成果类型:
期刊论文
作者:
Chu, Wenhao;Zhang, Chunxiao;Li, Heng;Zhang, Laifu;Shen, Dingtao;...
通讯作者:
Zhang, CX;Shen, DT
作者机构:
[Zhang, Chunxiao; Chu, Wenhao; Li, Heng] China Univ Geosci Beijing, Sch Informat Engn, 29 Xueyuan Rd, Beijing 100083, Peoples R China.
[Zhang, Chunxiao] Minist Nat Resources, Observat & Res Stn Beijing Fangshan Comprehens Exp, Beijing 100083, Peoples R China.
[Zhang, Laifu] Zhejiang Univ, Sch Earth Sci, 38 Zheda Rd, Hangzhou 310027, Peoples R China.
[Shen, Dingtao] Cent China Normal Univ, Key Lab Geog Proc Anal & Simulat Hubei Prov, Wuhan 430079, Peoples R China.
[Shen, Dingtao] Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan 430079, Peoples R China.
通讯机构:
[Zhang, CX ] R
[Shen, DT ] 1
Rm 216,3 Teaching Bldg,29,Xueyuan Rd, Beijing 100083, Peoples R China.
10 Bldg,152 Luoyu Rd, Wuhan 430079, Hubei, Peoples R China.
语种:
英文
关键词:
Urban flooding;Spatiotemporal effects;Bayesian neural network;Shapley additive explanation
期刊:
International Journal of Applied Earth Observation and Geoinformation
ISSN:
1569-8432
年:
2024
卷:
131
基金类别:
National Natural Science Foundation of China [42371425, 42077438, 42325107, 42330108]; Fundamental Research Funds for the Central Universities [CCNU24JC029]
机构署名:
本校为其他机构
院系归属:
城市与环境科学学院
摘要:
Given the increased incidence of pluvial floods due to climate change and urbanization, the demand for highly efficient and accurate modeling within urban drainage systems has intensified, making machine learning and deep learning techniques increasingly popular. Nonetheless, these data-driven approaches face challenges in adequately capturing and interpreting dynamic process-evolving features, especially the spatiotemporal effects emanating from manholes during urban waterlogging events. To address these issues, this study proposes a general framework that extracts the spatiotemporal effects ...

反馈

验证码:
看不清楚,换一个
确定
取消

成果认领

标题:
用户 作者 通讯作者
请选择
请选择
确定
取消

提示

该栏目需要登录且有访问权限才可以访问

如果您有访问权限,请直接 登录访问

如果您没有访问权限,请联系管理员申请开通

管理员联系邮箱:yun@hnwdkj.com