Preprint Article Version 1 Preserved in Portico This version is not peer-reviewed

The Info-Geometric Analysis of Wind Speed Dynamics and How Energy Is Influentially Impacted by Information Geometry (IG)

Version 1 : Received: 27 January 2024 / Approved: 29 January 2024 / Online: 30 January 2024 (08:40:24 CET)

How to cite: A Mageed, D.I. The Info-Geometric Analysis of Wind Speed Dynamics and How Energy Is Influentially Impacted by Information Geometry (IG). Preprints 2024, 2024012052. https://doi.org/10.20944/preprints202401.2052.v1 A Mageed, D.I. The Info-Geometric Analysis of Wind Speed Dynamics and How Energy Is Influentially Impacted by Information Geometry (IG). Preprints 2024, 2024012052. https://doi.org/10.20944/preprints202401.2052.v1

Abstract

This paper discusses how mathematical models are used to predict environmental conditions. While these models are successful for larger scale phenomena, it becomes more complex for local weather or wave processes. Several approaches have been proposed to address this problem, including neural networks and statistical and mathematical models. The novelty in this approach is the use of statistical manifolds, which provide a more accurate way to estimate distances and cost functions. This work focuses on advancements in differential and information geometry for creating different types of models that can be used for environmental simulation and forecasting. These fields are vital for many institutes and centres worldwide, as they help solve challenges in areas such as meteorology, renewable energy, and aviation safety. Some potential IG applications to advance energy were given. Closing remarks with new open problems combined with the next research phase are provided.

Keywords

Wind Speed Manifold (WSM), IG,GeodesicEquations (GEs)

Subject

Computer Science and Mathematics, Applied Mathematics

Comments (0)

We encourage comments and feedback from a broad range of readers. See criteria for comments and our Diversity statement.

Leave a public comment
Send a private comment to the author(s)
* All users must log in before leaving a comment
Views 0
Downloads 0
Comments 0
Metrics 0


×
Alerts
Notify me about updates to this article or when a peer-reviewed version is published.
We use cookies on our website to ensure you get the best experience.
Read more about our cookies here.