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Explainable AI with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring
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| Published in: | Discover Sustainability |
|---|---|
| Format: | Online Article RSS Article |
| Published: |
2026
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| _version_ | 1871837980572778496 |
|---|---|
| collection | WordPress RSS FRELIP Feed Integration |
| container_title | Discover Sustainability |
| description | |
| discipline_display | Environmental Studies |
| discipline_facet | Environmental Studies |
| format | Online Article RSS Article |
| genre | Journal Article |
| id | rss_article:106942 |
| institution | FRELIP |
| journal_source_facet | Discover Sustainability |
| last_indexed | 2026-07-27T03:43:26.381Z |
| publishDate | 2026 |
| publishDateSort | 2026 |
| record_format | rss_article |
| spellingShingle | Explainable AI with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring Environmental Studies General Environmental Studies |
| sub_discipline_display | General |
| sub_discipline_facet | General |
| subject_display | Environmental Studies General Environmental Studies |
| subject_facet | Environmental Studies General Environmental Studies |
| title | Explainable AI with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring |
| title_alt | IA explicable con un marco de validación de doble capa para garantizar la resiliencia al ruido y la consistencia física en la monitorización sostenible de bajo costo de la calidad del agua IA explicable avec un cadre de validation à double couche pour garantir la résilience au bruit et la cohérence physique dans la surveillance durable à faible coût de la qualité de l'eau IA explicável com estrutura de validação de dupla camada para garantir resiliência ao ruído e consistência física no monitoramento sustentável de baixo custo da qualidade da água |
| title_auth | Explainable AI with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring |
| title_es_txt | IA explicable con un marco de validación de doble capa para garantizar la resiliencia al ruido y la consistencia física en la monitorización sostenible de bajo costo de la calidad del agua |
| title_fr_txt | IA explicable avec un cadre de validation à double couche pour garantir la résilience au bruit et la cohérence physique dans la surveillance durable à faible coût de la qualité de l'eau |
| title_full | Explainable AI with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring |
| title_fullStr | Explainable AI with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring |
| title_full_unstemmed | Explainable AI with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring |
| title_pt_txt | IA explicável com estrutura de validação de dupla camada para garantir resiliência ao ruído e consistência física no monitoramento sustentável de baixo custo da qualidade da água |
| title_short | Explainable AI with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring |
| title_sort | explainable ai with dual-layer validation framework for ensuring noise resilience and physical consistency in low-cost sustainable water quality monitoring |
| topic | Environmental Studies General Environmental Studies |
| url | https://link.springer.com/article/10.1007/s43621-026-04210-9 |