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However, unlike seasonal and interannual variations, fluctuations of phytoplanktonic biomass and communities on decadal to multi-decadal timescales remain hampered by the lack of long-term observations at global scale and the uncertainties related to the complex balance of the processes that control their fate. These processes are imperfectly and diversely parameterized in biogeochemical models, limiting their use to document long-term phytoplankton variability. Yet, it is crucial to detect natural low-frequency cycles in phytoplankton biomass (and thus carbon fluxes) because they can enhance, weaken or even mask climate-related trends. In this context, the inter/transdisciplinary DREAM project proposes to investigate and benchmark different deep learning (DL) frameworks (learned from satellite and in situ observations) to emulate past and future multi-decadal time-series of surface phytoplankton biomass and communities. 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Such main goal will be met by the following specific objectives: i) set up a cartography of vulnerable mediterranean sites and a Database to integrate available information on orphan legumes with knowledge gathered by BENEFIT-Med; ii) develop tailored ‘on-farm’ seed priming to improve seed germination under stress conditions along with a sustainable, circular process for implementation of inoculant its production in locus; iv) validate effect of priming on agronomic performance and yield stability in open-field trials set in Tunisia, and Morocco ; v) valorise the importance and properties of local legumes; vi) quantify the impact of climate change and variability on existing and new farming systems; vii) estimate the life cycle of the new farming system; viii) establish a multi-stakeholder platform to promote the new farming system at multiple levels, through a participatory model, with focus on specific training/capacity building activities. BENEFIT-Med is a multidisciplinary project resulting from the synergic integration of eleven Partners: University of Pavia (Italy), University of Sfax (Tunisia), Agricultural University of Athens (Greece), Institut National de Recherche pour l'Agriculture, l'Alimentation et l’Environnement (France), Associação BLC3-Campus de Tecnologia e Inovação (Portugal), Benaki Phytopatological Institute (Greece), Karlsruhe Institute of Technology-Institute of Meteorology and Climate Research (Germany), Institute Hassan II of Agronomy and Veterinary Medicine (Morocco), University of Casablanca (Morocco),University FerhatAbbas-Setif 1 (Algeria), AGROLAND SA (Greece). BENEFIT-Med meets the objective of the Partnership for Research and Innovation in the Mediterranean Area (PRIMA) call, “Section 2, Call: Multi-topic 2021, Topic: 2.2.1 (RIA) Up-scaling field practices based on agroecology principles to increase ecosystem services and biodiversity, to adapt the small farming systems to climate change and to increase farmers incomes”, by addressing the specific challenges of the call from the perspective of seed quality, proxy of crop performance, so far poorly explored in orphan legumes. The new cropping system will be made of climate-ready orphan legumes developed from high-quality seeds tailored through a multidisciplinary strategy that combines basic seed technology (priming) with state-of-the-art knowledge on the seed repair response that positively correlates with seed vigour. Biopriming will be carried with plant growth promoting bacteria, able to secrete high levels of a natural super-absorbent anionic biopolymer, poly-γ-glutamate (PGA). This new seed formulation, based on natural microorganisms, will further enhance resilience in orphan legumes, permanently enhance soil properties, reduce irrigation, chemicals and fertilizers demand. 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However, the relevance of microbial diversity is underrepresented in ongoing debates on climate change, global biodiversity loss and conservation policy, and the consequences of climate change for microbial diversity and the ecosystem services delivered by this diversity are not well understood. The proposed project MICROSERVICES aims at using a multi-domain approach to assess the impact of climate change on the crop microbiome and associated ecosystem functions under various agricultural management regimes and increase our capacity to predict future impacts of climate change on soil biodiversity and the cascading effects on ecosystem multifunctionality in agroecosystems. For this purpose, shifts in microbial diversity, crop-microbiome interactions, and associated ecosystem multifunctionality will be assessed both 1) along natural European climate gradients across management regimes with forecasted climate progressions into the future as well as 2) using an in-situ field-scale manipulation experiment to simulate drought under different conventional and organic management practices. Regional climate models informed by Earth Observation data coupled with machine learning algorithms will be employed to find deep correlations across this multi-level datasets and make predictions on the consequences under future climate scenarios. MICROSERVICES will support the current strategic plans by 1) providing scientific evidence on future climate change impacts on microbial diversity and associated ecosystem services, 2) raise political and public awareness of the importance of microbial diversity for sustainable agricultural production under future climates, and 3) foster interactions among research entities, agricultural stakeholders and policy makers to introduce soil microbial diversity in ongoing policy debates on climate action (post Paris Agreement) and biodiversity protection (post-2020 Global Biodiversity Framework).","granted":{"currency":"EUR","totalCost":0.0,"fundedAmount":249391.0},"h2020Programmes":null,"funding":{"funder":{"id":"anr_________::ANR","shortname":"ANR","name":"French National Research Agency 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