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These regions are subject to a variety of dynamic forcings, including tides, winds and river runoffs, which exhibit considerable variability. The objective of this study is to identify the dominant time scales of variability of the three major ROFIs (Seine, Loire, and Gironde) of the French continental shelf and their evolution over the last two decades. In order to address these questions, we developed a high-resolution numerical simulation of the physical dynamics of the Bay of Biscay and the English Channel. The results demonstrate that the three ROFIs oscillate on the same two cycles: the semidiurnal cycle, caused by tides, and the annual cycle, linked to the seasonal variation in runoff. At the weekly and monthly time scales, two contrasting dynamics emerge. The Seine ROFI, situated in the eastern English Channel, is predominantly influenced by tides and exhibits a third oscillatory cycle, namely the fortnightly cycle. In the Bay of Biscay, the Loire and Gironde ROFIs are more influenced by wind events that shape their monthly variations. The interannual variations are primarily driven by runoff, with an observed reduction in ROFIs extension over the twenty years simulated correlated with a decrease in runoff. 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http://schema.org/name Anne Fouilloux https://orcid.org/0000-0002-1784-2920 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://xmlns.com/foaf/0.1/Agent https://riomar.lsce.ipsl.fr/ http://schema.org/author https://orcid.org/0000-0003-1265-3247 https://riomar.lsce.ipsl.fr/ http://schema.org/contentUrl https://riomar.lsce.ipsl.fr/ https://riomar.lsce.ipsl.fr/ http://schema.org/creator https://orcid.org/0000-0003-1265-3247 https://riomar.lsce.ipsl.fr/ http://schema.org/dateCreated 2025-05-28 13:21:03.129871+00:00 https://riomar.lsce.ipsl.fr/ http://schema.org/dateModified 2025-10-14 08:32:39.629071+00:00 https://riomar.lsce.ipsl.fr/ http://schema.org/license https://creativecommons.org/licenses/by/4.0/legalcode https://riomar.lsce.ipsl.fr/ http://schema.org/name RIOMAR project web site https://riomar.lsce.ipsl.fr/ http://schema.org/sdDatePublished 2025-05-28 13:21:03.129871+00:00 https://riomar.lsce.ipsl.fr/ http://www.w3.org/1999/02/22-rdf-syntax-ns#type 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the RiOMar simulation data from the Bay of Biscay. https://w3id.org/np/RAs6_kCEos5itKDnH7AXodfNwRCzEN5Gr-MJU6Zwe_kb8 http://schema.org/license https://creativecommons.org/licenses/by/4.0/legalcode https://w3id.org/np/RAs6_kCEos5itKDnH7AXodfNwRCzEN5Gr-MJU6Zwe_kb8 http://schema.org/name Case Study 2 - RiOMar Bay of Biscay Simulation Data FIP https://w3id.org/np/RAs6_kCEos5itKDnH7AXodfNwRCzEN5Gr-MJU6Zwe_kb8 http://schema.org/sdDatePublished 2025-06-30 20:06:08.123394+00:00 https://w3id.org/np/RAs6_kCEos5itKDnH7AXodfNwRCzEN5Gr-MJU6Zwe_kb8 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/wf4ever/wf4ever#Resource https://w3id.org/np/RAs6_kCEos5itKDnH7AXodfNwRCzEN5Gr-MJU6Zwe_kb8 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/wf4ever/wf4ever#WebService https://w3id.org/np/RAs6_kCEos5itKDnH7AXodfNwRCzEN5Gr-MJU6Zwe_kb8 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://schema.org/MediaObject https://w3id.org/ro-id/a0007726-0f5b-4ccb-a160-f350d669805e 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https://api.rohub.org/api/ros/ea3ac578-ab0a-47c8-a10a-9d06678a9450/crate/download/ https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/copyrightHolder https://ror.org/044jxhp58 https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/creator https://orcid.org/0000-0002-1784-2920 https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/dateCreated 2025-03-08 15:03:13.496560+00:00 https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/dateModified 2025-10-16 12:04:34.120721+00:00 https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/datePublished 2025-03-08 15:03:13.496560+00:00 https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/description # RiOMar Case Study ### Coastal Water Quality Anticipation to manage coastal zone ecosystem responses for biodiversity conservation ## Vision & Ambitions The aim of this case study is to: 1) Assess coastal water quality and marine ecosystems, anticipate and prepare for emerging climate impacts by the end of the century; 2) Identify risks and vulnerabilities using RiOMar model outputs as a step forward for the definition of scientifically-based CCA strategies. ## Description ### Coastal water quality assessments (France) Monitoring water quality in river-dominated ocean margins and adopting relevant measures to support local businesses such as oyster farmers who are dealing with increasing threats to their business due to climate change. 1) Stakeholders cannot easily access the large amounts of high-resolution data generated by RiOMar; 2) uncertainty about which indicators to compute to assess the vulnerability of coastal zone ecosystems to climate change; 3) difficulties in finding relevant information in their native language (French). ## FAIR2Adapt Contribution FAIRification and data sharing by transforming RiOMar data into Analysis Ready Cloud Optimised data (ARCO), development of tools for enabling stakeholders to exploit the FDOs and easily develop risk and vulnerability maps to develop scientifically-based CCA strategies and plans. ## Lead Partner IFREMER ## External Stakeholders involved in CCA The French Biodiversity Office (OFB), Regional River Agencies, professional users of the coastal zone (e.g. aquaculture farming structures) https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/encodingFormat application/ld+json https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/funder http://w3id.org/ro-id/rohub/model#funder/d968c98a-76ff-442e-83f3-bb0d24f71b74 https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/funding https://ror.org/00k4n6c32::101188256 https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/hasPart https://data-fair2adapt.ifremer.fr/riomar/GAMAR/ https://w3id.org/ro-id/ea3ac578-ab0a-47c8-a10a-9d06678a9450/ http://schema.org/hasPart 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