An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, China

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Main Authors: Hao Yang, Tianlong Wang, Nikita Igorevich Fomin, Shuoting Xiao, Liang Liu
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12186985/?tool=EBI
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author Hao Yang
Tianlong Wang
Nikita Igorevich Fomin
Shuoting Xiao
Liang Liu
author_facet Hao Yang
Tianlong Wang
Nikita Igorevich Fomin
Shuoting Xiao
Liang Liu
author_sort Hao Yang
collection DOAJ
format Article
id doaj-art-5b9e3709757844c19d1a80e408c398ea
institution DOAJ
issn 1932-6203
language English
publishDate 2025-01-01
publisher Public Library of Science (PLoS)
record_format Article
series PLoS ONE
spelling doaj-art-5b9e3709757844c19d1a80e408c398ea2025-08-20T03:24:02ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-01206An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, ChinaHao YangTianlong WangNikita Igorevich FominShuoting XiaoLiang Liuhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC12186985/?tool=EBI
spellingShingle Hao Yang
Tianlong Wang
Nikita Igorevich Fomin
Shuoting Xiao
Liang Liu
An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, China
PLoS ONE
title An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, China
title_full An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, China
title_fullStr An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, China
title_full_unstemmed An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, China
title_short An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, China
title_sort integrated ikoa cnn bigru attention framework with shap explainability for high precision debris flow hazard prediction in the nujiang river basin china
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12186985/?tool=EBI
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