Welcome to the community @AkshayJ. Great to see more industry people here.
Take a look at ModelingToolkit: GitHub - SciML/ModelingToolkit.jl: An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations.
This is s huge framework and may already have something relevant for your industry.
Be aware of the relation to Dyad: [ANN] Dyad: A New Language to Make Hardware Engineering as Fast as Software.
See also this thread on recent development: ModelingToolkit V11 Library Split and Licensing, Community Feedback Requested. It may look like uncertainty, but to me it sounds promising.