GeoSim.AI: AI assistants for numerical simulations in geomechanics
Journal:
arXiv
Published Date:
Jan 24, 2025
Abstract
The ability to accomplish tasks via natural language instructions is one of
the most efficient forms of interaction between humans and technology. This
efficiency has been translated into practical applications with generative AI
tools now allowing users to get things done through natural language queries.
The emergence of advanced Large Language Models (LLMs) marks a pivotal shift in
this direction. With ongoing advancements in the field of generative AI,
integrating natural language commands into sophisticated technical fields in
science and engineering is becoming increasingly feasible. This paper
introduces GeoSim.AI - a suite of AI assistants for numerical simulations in
geomechanics - thereby demonstrating the transformative potential of generative
AI in geotechnical engineering. We investigate how AI assistants powered by
LLMs can streamline the process of creating complex simulation inputs and
interpreting results by translating natural language instructions or image
inputs into precise technical commands and scripts. This approach aims to
bridge the gap between human intent and the intricate requirements of numerical
modeling tools, potentially revolutionizing how researchers and engineers
interact with simulation software. We present demonstrations involving AI
assistants for performing slope stability analyses in various software
packages. The demonstrations highlight the potential of this technology to
significantly enhance productivity and accessibility in computational
geomechanics. GeoSim.AI is under active development, continuously expanding the
suite of AI assistants for various numerical simulation problems in
geotechnical engineering.