Infiltration modeling in the unsaturated zone with MODFLOW6 and mf6Voronoi - Tutorial

Applied case of infiltration simulation in the unsaturated zone using the UZF package of MODFLOW 6 on a geospatial Voronoi grid built with mf6Voronoi. The model is in uniform transient regime with 3 layers where infiltration in the unsaturated zone occurs in the first layer. An observation point is inserted at different depths to evaluate the depth-moisture profile over time for different infiltration rates; finally, a 3D representation of the final groundwater table surface is generated, showing the effect of boundary conditions and infiltration.

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How to create a Geospatial Raster from a projected Reservoir with Python and hatariTools - Tutorial

The task to modify geospatial rasters considering future elements can be a complex task with the available GIS tools. We have optimized the way we can represent the surface of future (or current) water reservoirs on a fully geospatial raster. This tutorial shows the complete process to create a geospatial raster (TIF file) based on the contours from the dam and the reservoir extension.

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Contaminant plume modeling of a mining waster rock dump with MODFLOW 6 and mf6Voronoi - Tutorial

This tutorial shows an applied case that covers the discretization of a model using Voronoi grids, taking into consideration the water network, the predictive flow area, and the model boundaries. Based on this mesh, a flow and transport model under steady-state conditions is constructed to simulate the contaminant plume over a period of 50 years, evaluated every 5 years. The model includes piezometers and the development of concentrations over time is evaluated using the Pandas library with Matplotlib. Finally, the entire model geometry, boundary conditions, hydraulic loads, and concentrations are visualized in 3D with Paraview.

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Contaminant Plume from a Tailings Storage Facility Modeling with MODFLOW6 and mf6Voronoi - Tutorial

MODFLOW6 with mf6Voronoi can handle the simulation of specific tasks related to the mine industry. We have already covered the simulation of pit inflows with Voronoi meshes and now we are going to model the seepage from a tailings storage facility. The applied case covers all steps from mesh construction, flow model and transport model. Results are plotted on 2d and exported to 3d in Vtk format.

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How to reach small discretizations efficiently (till 1m) in MODFLOW6 with mf6Voronoi - Tutorial

One of the promises of the Voronoi meshes on MODFLOW6 Disv is the efficient distribution of cell sizes that allows us to reach small sizes on certain areas of high interest like wells while keeping coarse cells on the areas with lower level of interest. This type of meshing has some issues that now are addressed on mf6Voronoi.

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Developing a regional groundwater model for a mine project with MODFLOW6 and mf6Voronoi - Tutorial

Sometimes regional models are required as an input for local models of flow and transport. This is an applied case of the groundwater modeling on the regional scale in the state of Guerrero, Mexico that will be the input for future local models of pit dewatering, and contaminant transport from the tailings dam and waste dump. The groundwater model is built with MODFLOW6 and mf6Voronoi on a series of Jupyter Notebooks and results are plotted with Paraview.

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Determination of the Depression Cone from an Open Pit with MODFLOW6, Flopy and mf6Voronoi - Tutorial

One of the key objectives from groundwater modeling in mining is the determination of pit inflows and the extension of the depression cone. This tutorial shows an applied case of determination of a depression cone from an open pit model built with MODFLOW6, Flopy and mf6Voronoi. The model has faults and the tutorial covers all steps from model import, data processing and export of geospatial data from the depression cone.

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Implementation of Faults and Zone Budgets on a Open Pit MODFLOW 6 Voronoi Model - Tutorial

The interaction of faults with the groundwater flow regimen on an open pit is a challenge on the conceptualization and simulation. Having smaller cells on the faults alignment with higher K can represent the general behaviour of faults and this is possible to simulate with MODFLOW 6 Voronoi models with Flopy and mf6Voronoi package. We have created a tutorial that implements faults on the area of influence from an open pit and defines zone budgets for the pit and drainage network.

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Leaf Area Calculation from Drone Ortophotos with Python and Scikit-Learn - Tutorial

Besides counting crops we can also delineate plants and calculate its leaf area by using methods that fit open or closed splines to lines or edges in an image. These methods are implemented on the Python library Scikit-Image and applied for the delineation of tree canopies over a geospatial raster image. The exercise is developed in a Jupyter notebook and covers all steps from image import, apply grayscale,  explore gaussian filter, calculate active contour and export polygons as ESRI shapefile. Finally, there is an histogram generation to determine the distribution of leaf area from plants.

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Geospatial Crop Recognition from Drone Orthophotos with Python and HatariTools - Tutorial

Spatial analysis and machine learning sometimes require massive coding in order to achieve decent results such as identifying plants from a drone orthophoto. We wanted to create a simple workflow for beginner and intermediate Python users to work with these libraries without much pain or frustration. This tutorial has the complete procedure to use a new Python package called hatariTools that recognizes plants from an orthophoto based on sample points and creates intermediate plots and identifies plants as point shapefiles.

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Representation of Flow Direction Vectors from a Model Muse / MODFLOW6 model with mf6Voronoi - Tutorial

This tutorial show the complete workflow to determine flow directions from a MODFLOW model done with Model Muse with the Mf6Voronoi utility FlowVectorGenerator that represent flow direction vectors in a Matplotlib figure. The function works not only with normal Modflow6 Dis models like the generated by Model Muse but also with Voronoi based Modflow6 Disv models. There is a capability to insert background images and other functionalities, however the styling options are closed in order to preserve the artistic style of the plot.

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Land Cover Dynamic Analysis for Climate Change Impact Assessment with Python and Rasterio - Tutorial

This is an applied of land cover dynamic analysis over some regions of Turkey for the evaluation of land aridification and land abandonment due to climate change on the last decade. The case covers all the steps in Python with related geospatial libraries to process Sentinel 2 images for an area of study with considerations of hydrological conditions and reduction of outlier values.

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Multiple parametrization of Phreeqc simulations with Python and hatariTools - Tutorial

Applied example for Phreeqc simulation with multiple parameter values with Python and its new library hatariTools. This example explores the simulation and analysis of calcite from different values of PCO2(g) on a Jupyter Notebook and creates a graphical representation of the Calcite molality vs PCO2(g) in Matplotlib.

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Create 3D objects (Vtks) from a groundwater model in Model Muse with mf6Voronoi - Tutorial

Model Muse is an awesome tool for groundwater model construction and output visualization, however its graphical capabilities are quite limited. Since we are always on the search of bringing groundwater model ‘close’ to the stakeholder, normal audience and coming generations, there is a special interest in providing complementary tools for the normal workflow with Model Muse and Modflow6 that allows the normal user to create awesome 3D objects representing:

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Simulation of open pit inflows using MODFLOW 6 and mv6Voronoi - Tutorial

This applied case presents a step-by-step methodology to simulate groundwater inflow into an open pit using MODFLOW 6—the groundwater flow modeling engine developed by the USGS—in combination with mv6Voronoi, a tool that generates Voronoi meshes.

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Paraview and mf6Voronoi for Modflow 6 model 3D visualization - Tutorial

Because an image is worth a thousand words, and 3D visualization is key for explaining, sharing, and analyzing groundwater model parameters, boundaries and results. The Python package mf6Voronoi offers a structured workflow to generate 3D spatial files on VTK format for the representation of the model parameters, water table, head distribution and others that can be plotted on Paraview. This is an applied case of 3D representation for a andean basin groundwater flow model where we are going to explore the relevant tools and options of mf6Voronoi and Paraview.

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How to install Rust in Windows under WSL - Tutorial

In this tutorial, we'll walk you through step-by-step how to install Rust inside your WSL environment. Whether you're completely new to WSL, or just want a clean Rust setup, this guide will have you up and running in no time. We'll cover installing WSL, setting up your Linux (Ubuntu) distribution, and installing Rust.

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MODFLOW 6 Syntax plugin for Visual Studio Code - Tutorial

There is a plugin for Visual Studio Code that improves MODFLOW 6 model readability. The installation process is quite easy and works for any model without any additional setting or command. This is an applied case of the plugin installation and exploration of a MODFLOW 6  model for a andean basin.

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Underground mine inflow modeling with MODFLOW6, Flopy and Mf6Voronoi - Tutorial

An applied example of modeling the development of underground mine works with time based on a Voronoi mesh MOFLOW 6 model. The case consists of 5 mine levels developed over 5 years that cross the underground water body at determined lengths. The numerical model is developed with Python, Flopy and Mf6Voronoi for spatial discretization, implementation of the boundary conditions based on geospatial data, model build/simulation and 3d representation on Paraview.

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Accelerate MF6 Disv model creation using mf6Voronoi templates - Tutorial

You can work faster and have more time to analyze model results if the process of model creation takes less time. The design of the mf6Voronoi package is oriented to create an improved user experience by optimizing the options of mesh creation and by the implementation of Python script templates for meshing, model construction, and others. This is an applied case of groundwater modeling on a regional scale with Voronoi mesh built on MF6 Disv. The template can be easily customizable to other boundary conditions and will be the basis of coming tutorials and webinars.

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