Patterns of nutrients and algal biomass in an intermittent Mediterranean river under intense human activity
| dc.contributor.author | Córdoba-Ariza, Gabriela | |
| dc.contributor.author | Muñoz-Mas, Rafael | |
| dc.contributor.author | Batalla, Ramon J. | |
| dc.contributor.author | Mas-Pla, Josep | |
| dc.contributor.author | Sabater, Sergi | |
| dc.date.accessioned | 2025-04-14T08:23:40Z | |
| dc.date.available | 2025-04-14T08:23:40Z | |
| dc.date.issued | 2025 | |
| dc.description.abstract | Non-perennial streams are often affected by human activities such as sewage water disposal and agriculture. The limited capacity of these systems to dilute pollutants, along with the extent of water flow interruption, leads to a high variability of nutrient concentrations and algal biomass, with relevant implications for water quality. The temporal and spatial patterns of nutrients—Total Nitrogen (TN), Nitrates (NO3-), Total Phosphorus (TP), and Phosphates (PO43-)—and chlorophyll (as a surrogate of algal biomass) were characterized in a Mediterranean river system to determine their relationship to water flow intermittency and human activities. To achieve this, monthly measurements of water quality, physicochemical characteristics and algal biomass were collected at 23 different locations over 14 months, coinciding with the onset of drought conditions in the region. Random forest regression and the model-agnostic SHapley Additive exPlanations (SHAP) enabled us to identify the most influential hydrological and land use features for nutrient concentrations and map the spatial variation of their effects across the basin. The highest variability in nutrient concentrations occurred in the headwaters, while high values consistently occurred in the middle and lower segments. While TN and NO3- sources were diffuse, mainly agriculture, TP and PO43- levels were determined by the number of effluent point sources. Overall, water flow intermittency was not a strong predictor of nutrient patterns; however, its influence was more pronounced at specific sites. Applying the same modeling approach, we identified that suspended chlorophyll levels (but not benthic chlorophyll) correlated with nutrient concentrations, showing a notable association to TP and seasonal variations in precipitation and temperature. Our analysis underscores the complex interactions between hydrology, human activities, and nutrient dynamics in river basins subjected to water flow intermittency and highlights the need for management strategies focused on local polluted points. | |
| dc.description.sponsorship | Support was received from the project TREASURE (PCI2024-153494) funded by MCIU/AEI/10.13039/501100011033/EU and Cofunded by the European Union and from the project RIVSTRESS (PID2020-115708RB-C22) funded by MCIN/AEI/10.13039/501100011033. G. C\u00F3rdoba-Ariza acknowledges funding from the Secretariat d'Universitats i Recerca of the Generalitat de Catalunya and the European Social Fund for her FI fellowship (2023 FI-3 00105) The authors thank the Generalitat de Catalunya through Consolidated Research Groups 2021 SGR 01282 (ICRA-ENV), SGR 01114 (RIUS), and the SGR 01587 (GAiA, University of Girona). Researchers from the Catalan Institute for Water Research (ICRA) thank funding from the CERCA institution. The Ion Chromatograph ICS5000, Dionex, the TOC-V CSH, Shimadzu, and the UV-1800, Shimadzu, facilities received support from the CERCA Institute through the CERCAGINYS programme, funded by the Spanish Ministry of Science and Innovation. | |
| dc.identifier.doi | https://doi.org/10.1016/j.ecolind.2025.113409 | |
| dc.identifier.issn | 1470-160X | |
| dc.identifier.uri | https://repositori.udl.cat/handle/10459.1/467823 | |
| dc.language.iso | eng | |
| dc.publisher | Elsevier | |
| dc.relation.isformatof | Reproducció del document publicat a https://doi.org/10.1016/j.ecolind.2025.113409 | |
| dc.relation.ispartof | Ecological Indicators, 2025, vol. 173, núm. 113409, p. 1-16 | |
| dc.rights | Attribution-NonCommercial 4.0 International | * |
| dc.rights.accessRights | info:eu-repo/semantics/openAccess | |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc/4.0/ | * |
| dc.subject | Agriculture | |
| dc.subject | Chlorophyll | |
| dc.subject | Intermittent river | |
| dc.subject | Machine learning | |
| dc.title | Patterns of nutrients and algal biomass in an intermittent Mediterranean river under intense human activity | |
| dc.type | info:eu-repo/semantics/article | |
| dc.type.version | info:eu-repo/semantics/publishedVersion |