How can I measure length of basin using ArcGIS 10.8??

I am using about 20 different variables (in the form of GIS layers/Raster). Before proceeding with the modeling, I want to perform collinearity test. Does anyone know how can I perform this test? There are some procedures available for some statistical data, but how we can implement this with our GIS layers?

My object is to create a shapefile to distinguish between geological features and artificial features.

Are there step-by-step lectures on artificial intelligence using ArcGIS pro software?

Any easy and best GIS software options?

What developments are anticipated in real-time analysis of remote sensing data using AI, and how will this impact decision-making in various sectors such as agriculture, disaster response, and urban planning?

Dans le cadre d'une étude pédologique, je dois décrire les sols que j'ai rencontré.

Auriez-vous, des ouvrages, références pour m'aider à identifier quel type de sol?

Je suis à la recherche d'une cartographie des sols. L'inrae réalise ce type de carte, mais je n'y arriver à les retrouver.

Votre aide me sera utile.

PS : j'ai en ma possession " le référentiel pédologique de l'Afes". L'ouvrage est très utile

I am working on a project focused on the semantic segmentation of water bodies and aim to leverage multi-modal data, specifically combining time-series meteorological data with static remote sensing imagery. The core challenge lies in effectively fusing these heterogeneous data types to enhance segmentation accuracy and robustness.

Could you provide insights or examples of existing studies that have successfully integrated similar multi-modal datasets for water body segmentation or related geospatial analysis tasks? I am particularly interested in the data fusion techniques employed to handle the temporal aspects of meteorological data alongside the spatial characteristics of remote sensing images.