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: | , , , , |
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| Format: | Article |
| Language: | English |
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Public Library of Science (PLoS)
2025-01-01
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| Series: | PLoS ONE |
| Online Access: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12186985/?tool=EBI |
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| _version_ | 1849682942839750656 |
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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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