TY - GEN A1 - Salazar Zarzosa, Pablo A1 - Diaz Herraiz, Aurelio A1 - Olmo, Manuel A1 - Ruiz-Benito, Paloma A1 - Barrón, Vidal A1 - Bastias, Cristina C. A1 - Garcia de la Riva, Enrique A1 - Villar, Rafael T1 - Linking functional traits with tree growth and forest productivity in Quercus ilex forests along a climatic gradient T2 - Science of The Total Environment N2 - Plant functional traits are highly plastic to changes in climatic factors and nutrient availability. However, the intraspecific plant response to abiotic factors and the overall effect on tree growth and productivity is still under debate. We studied forest productivity for 30 Quercus ilex subsp. ballota forests in Spain along a broad climatic gradient of aridity (mean annual precipitation from 321 to 858 mm). We used linear mixed models to quantify the effect of climatic and edaphic (soil nutrients, topography, and texture) factors on tree functional traits (leaf and branch traits), and subsequently, the effect of such functional traits and abiotic factors on the relative growth rate (RGR) of adult trees. We used piecewise structural equation models (SEMs) to determine the causal effect of intrinsic and extrinsic factors on forest productivity. Our results showed that tree functional traits were mainly explained by climatic and edaphic factors. Functional traits and tree biomass explained forest biomass and RGR, respectively, which ultimately explained forest productivity. In conclusion, intraspecific variability of functional traits has a significant effect on plant biomass and growth, which ultimately may explain forest productivity in Quercus ilex forests. Y1 - 2021 U6 - https://doi.org/10.1016/j.scitotenv.2021.147468 SN - 0048-9697 SN - 1879-1026 VL - Vol. 786 ER - TY - GEN A1 - Garcia de la Riva, Enrique A1 - Ignacio Querejeta, José A1 - Villar, Rafael A1 - Pérez-Ramos, Ignacio Manuel A1 - Marañón, Teodoro A1 - Galán Díaz, Javier A1 - Tomás Marín, Sergio de A1 - Prieto, Iván T1 - The Economics Spectrum Drives Root Trait Strategies in Mediterranean Vegetation T2 - Frontiers in Plant Science N2 - Extensive research efforts are devoted to understand fine root trait variation and to confirm the existence of a belowground root economics spectrum (RES) from acquisitive to conservative root strategies that is analogous to the leaf economics spectrum (LES). The economics spectrum implies a trade-off between maximizing resource acquisition and productivity or maximizing resource conservation and longevity; however, this theoretical framework still remains controversial for roots. We compiled a database of 320 Mediterranean woody and herbaceous species to critically assess if the classic economics spectrum theory can be broadly extended to roots. Fine roots displayed a wide diversity of forms and properties in Mediterranean vegetation, resulting in a multidimensional trait space. The main trend of variation in this multidimensional root space is analogous to the main axis of LES, while the second trend of variation is partially determined by an anatomical trade-off between tissue density and diameter. Specific root area (SRA) is the main trait explaining species distribution along the RES, regardless of the selected traits. We advocate for the need to unify and standardize the criteria and approaches used within the economics framework between leaves and roots, for the sake of theoretical consistency. KW - ecophysiology KW - ine root strategies KW - non-mass normalized traits KW - root anatomy KW - root economic spectrum KW - specific root area KW - specific root length Y1 - 2021 U6 - https://doi.org/10.3389/fpls.2021.773118 IS - 12 ER - TY - GEN A1 - Martin, Cristian A1 - Langendörfer, Peter A1 - Zarrin, Pouya Soltani A1 - Díaz, Manuel A1 - Rubio, Bartolomé T1 - Kafka-ML: Connecting the Data Stream with ML/AI Frameworks T2 - Future Generation Computer Systems Y1 - 2022 U6 - https://doi.org/10.1016/j.future.2021.07.037 SN - 0167-739X VL - 126 SP - 15 EP - 33 ER - TY - GEN A1 - Brzozowski, Marcin A1 - Langendörfer, Peter A1 - Casaca, Augusto A1 - Grilo, Antonio A1 - Diaz, Manuel A1 - Martín, Cristian A1 - Camacho, Jose A1 - Landi, Giada T1 - UNITE: Integrated IoT-Edge-Cloud Continuum T2 - 2022 IEEE 8th World Forum on Internet of Things (WF-IoT), Yokohama, 26 October 2022 - 11 November 2022 Japan Y1 - 2022 SN - 978-1-6654-9153-2 SN - 978-1-6654-9154-9 U6 - https://doi.org/10.1109/WF-IoT54382.2022.10152292 ER -