a283b411-91ea-4a5f-b455-6c0e680a39df 1.0 Integrated Hydroclimatic Analysis with ETP Variations 2023-12-31T00:00:00 This workflow aims to enhance water resource management by combining temporal precipitation and temperature data from various sources. It performs essential hydroclimatic calculations, including potential evapotranspiration (ETP), useful rainfall (LLU), runoff (ESC), and infiltration (INF). Using data integration and interactive HTML graph generation, the workflow provides dynamic visual representations of precipitation trends, ETP dynamics, and correlations between temperature and precipitation. This comprehensive approach facilitates a deeper understanding of hydroclimatic patterns and supports effective water management decisions.<div><br></div><div>Background </div><div>Water resource management necessitates a comprehensive understanding of hydroclimatic patterns. This series of workflows addresses the amalgamation of temporal precipitation and temperature data from distinct sources to facilitate an integrated analysis. By unifying these datasets, the workflows perform initial processing and calculations, including the determination of potential evapotranspiration (ETP), useful rainfall (LLU), runoff (ESC), and infiltration (INF). The subsequent components generate interactive HTML graphs, providing valuable insights into hydroclimatic dynamics. </div><div><br></div><div>Introduction</div><div>Effective water resource management hinges on the ability to synthesize disparate datasets into a cohesive analysis. This series of workflows not only consolidates temporal precipitation and temperature data from various locations but also performs essential calculations to derive key hydroclimatic parameters. The resulting interactive graphs offer a dynamic visual representation of the cumulative deviation from the mean precipitation, temporal trends in precipitation (including ESC, INF, LLU, and total precipitation), ETP, daily and cumulative precipitation, temperature (maximum and minimum), and monthly precipitation. </div><div><br></div><div>Aims</div><div>The primary objectives of this workflow are tailored to address specific challenges and goals inherent in the analysis of ETP: ∙Data Integration: Unify temporal precipitation and temperature data from various sources into a coherent dataset for subsequent analysis. ∙Hydroclimatic Calculations: Calculate potential evapotranspiration (ETP), useful rainfall (LLU), runoff (ESC), and infiltration (INF) based on the integrated dataset. Note: ETP is calculated using formulas from different authors, including Hargreaves, Hamon, Jensen–Haise, Makkink, Taylor, Hydro Quebec, Oudin, and Papadakis. ∙Interactive Graph Generation: Utilize HTML to create interactive graphs representing cumulative deviation from the mean precipitation, temporal trends in precipitation (including ESC, INF, LLU, and total precipitation), ETP, daily and cumulative precipitation, temperature (maximum and minimum), and monthly precipitation. </div><div><br></div><div>Scientific questions</div><div>This workflow addresses critical scientific questions related to ETP analysis: </div><div>∙Temporal Precipitation Trends: Are there discernible patterns in the temporal trends of precipitation, and how do they relate to runoff, infiltration, and useful rainfall? ∙Potential Evapotranspiration (ETP) Dynamics: How does ETP vary over time using different authors' methods, and what are the implications for potential water loss? ∙Relationship Between Precipitation and Temperature: Are there significant correlations between variations in temperature (maximum and minimum) and the quantity and type of precipitation? ∙Seasonal Distribution of Precipitation: How is precipitation distributed across months, and are there seasonal patterns that may influence water management?</div> José Francisco Aldana Montes University of Malaga jfaldana@uma.es Francisco Manuel SÁNCHEZ-CANO LifeWatch ERIC ICT Core franciscom.sanchez@lifewatch.eu Antonio José SÁENZ-ALBANÉS LifeWatch ERIC ICT Core aj.saenz@lifewatch.eu ICT Core Group LifeWatch ERIC ICT Core ict.coordination@lifewatch.eu Hydroclimatic analysis Potential evapotranspiration (ETP) Useful rainfall (LLU) Runoff (ESC) Infiltration (INF) Precipitation data Temperature data Data integration Interactive graphs Precipitation trends ETP dynamics Multivariate analysis Copyright 2023 Khaos Research Group XLSX to CSV Change the input XLSX file to CSV https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-processing/XLSX2CSV/1.0.0 Data Preprocessing Baseline data calculation https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-processing/PreprocessingETP/1.0.0 Join dataset Join 2 CSV https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-processing/JoinDataset/1.0.0 ETP ETP Calculation https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-processing/ETPOudin/1.0.0\ Effective Rainfall Effective rainfall and runoff calculation https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-processing/DataNormalization/1.0.0 Infiltration Infiltration calculation https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-analysing/PCAsoil/1.0.0 Precipitation CDFM Plot Plot of the deviation of the accumulated precipitation https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-analysing/PrecipitationCDFMPlot/1.0.0 Precipitation series plot Plot of ETP, LLU, INF y ESC https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-analysing/PrecipitationSeriesPlot/1.0.0 ETP Plot Plot of ETP per day https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-analysing/EtpPlot/1.0.0 Precipitation Plot Plot of the precipitation per day https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-analysing/PrecipitationPlot/1.0.0 Temperature Plot Plot of max and min temperature https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-analysing/TemperaturePlot/1.0.0 Monthly precipitation plot Plot of the precipitation grouped by month https://gitlab.lifewatch.dev/lfw002-khaos/wrapper-library/-/tree/develop/data-analysing/MonthlyPrecipitationPlot/1.0.0 https://helpdesk.lifewatch.eu DOI