FE, Dynamics, Fluids and A.I.

In summary, the conversation discusses the use of interprocess communication tools in conducting multi-phase macroscopic analyses. The idea is to have different codes, such as Finite Element and Dynamics, communicate through a prescribed data format using sockets. This could potentially make the codes easier to learn, share efforts, and integrate with learning tools for smart machines. The motivation for this is to make multi-phase mechanics codes more isolated and therefore easier to work with. The conversation ends with a reference to an issue of Benchmark magazine that features articles on the application of AI to simulation processes.
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TL;DR Summary
Integrating the processes of mechanics using network softare
I am aware that a lot of software exists to conduct such multi-phase macroscopic analyses.

But has anyone ever used the tools of interprocess communication to do this?

Consider, for example, these three:
  • A Finite element code (For deformation) on a parallel machine
  • A Dynamcis code (for dynamics) on a vector machine
  • An AI code (for learning) on a PC
Consider a case where all such codes communicate through, say, sockets.

Consider that this is done in such a way that each code adheres to a prescribed data format so that they can more readily communicate?

Can anyone share any references?

The motivation for this question is as follows...

There exist many multi-phase mechanics codes (dynamics, FE, Fluids, Heat, etc.), however, the codes are massive. Perhaps, if each code was more isolated, then it would be easier:

  • to learn how to do multi-phase analyses (again, at the macroscopic level).
  • to share efforts.
  • to integrate the codes with, say, learning tools for smart machines.

I am just thinking out of the box and would like to know if anyone has done this (I know it will not be as fast as one stand alone code).
 
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Engineering news on Phys.org
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I think that you will find this issue of Benchmark magazine (by NAFEMS) interesting: „Artificial Intelligence & Machine Learning” July 2018. It features several articles with examples of industrial cases when AI was applied to simulation processes.
 

1. What is finite element analysis (FEA)?

Finite element analysis is a numerical method used to solve engineering problems by dividing a complex structure or system into smaller, simpler elements. These elements are then analyzed to predict the behavior of the entire system under different conditions.

2. How is dynamics related to engineering?

Dynamics is the study of motion and forces that act on objects. In engineering, dynamics is used to understand and predict the behavior of structures and systems under different loads and conditions. It is an essential aspect of design and analysis in various fields such as aerospace, automotive, and mechanical engineering.

3. What is fluid mechanics?

Fluid mechanics is the study of how fluids (liquids, gases, and plasmas) behave and interact with their surroundings. It involves the study of forces and motion in fluids, as well as the properties and characteristics of different fluids. Fluid mechanics is crucial in the design and analysis of systems such as pumps, turbines, and aircraft wings.

4. How is artificial intelligence (AI) used in engineering?

Artificial intelligence is used in engineering to develop intelligent systems that can perform tasks and make decisions without explicit human instructions. In FE, dynamics, and fluid mechanics, AI can be used to optimize designs, predict behavior, and automate processes. It is also used in various applications such as robotics, control systems, and data analysis.

5. What are some real-world applications of FE, dynamics, fluids, and AI?

FE, dynamics, fluids, and AI have numerous real-world applications, including structural analysis and design, fluid flow simulations, aerodynamics, control systems, and autonomous vehicles. They are also used in industries such as aerospace, automotive, energy, and biomedical engineering to improve efficiency, safety, and performance of systems and structures.

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